Registro públicoEn riesgo
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-31 04:46 UTC
mosaicml / examples
Fast and flexible reference benchmarks
mosaicml/examples tiene un índice de salud de 49 sobre 100, lo que lo sitúa en la banda En riesgo. Su puntuación más alta es Sustainability & Governance (76/100) y la más baja, Security (21/100). Se actualizó por última vez hace 127 días. 4 personas concentran la mayor parte del trabajo reciente.
49
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.
49
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
Databricks Mosaic ResearchOrganización
1098 seguidores7 repositorios públicosdesde nov 2020
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
30
Actividad de desarrollo
15Crítico
Cómo se puntúa
| 9.9/36 | Recencia de push — último push hace 127 días |
| 0.7/36 | Cadencia de commits — 1/52 semanas con commits |
| 2.7/18 | Volumen de commits — 1 commits en el último año |
| 0/10 | OpenSSF Scorecard: Maintained — sin datos |
Datos de entrada utilizados
| commits_last_year | 1 |
| human_commit_share | 1 |
| days_since_last_push | 127 |
| active_weeks_last_year | 1 |
Disciplina de publicación
52Moderado
Cómo se puntúa
| 27/27 | Publica versiones — 2 versiones publicadas |
| 0/36 | Recencia de las versiones — última versión hace 1207 días |
| 19.8/27 | Cadencia de publicación — una versión cada ~55 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 2 |
| latest_release_tag | v0.0.4 |
| releases_from_tags | no |
| days_since_latest_release | 1207 |
| mean_days_between_releases | 55 |
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
59
Popularidad y adopción
67Moderado
Cómo se puntúa
| 43.3/60 | Estrellas — 466 estrellas |
| 17.7/25 | Forks — 133 forks |
| 5.8/15 | Observadores — 12 observadores |
Datos de entrada utilizados
| forks | 133 |
| stars | 466 |
| watchers | 12 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
50Moderado
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (Apache-2.0) |
| 0/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 0/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
76
Cómo se puntúa
| 43.2/54 | Factor bus — la mitad de los commits recae en 4 contribuyente(s) |
| 18.7/22.5 | Distribución de commits — el principal contribuyente firma el 17% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 36 contribuyentes |
| 0/10 | OpenSSF Scorecard: Contributors — sin datos |
Datos de entrada utilizados
| bus_factor | 4 |
| contributors_sampled | 36 |
| top_contributor_share | 0,167 |
Cómo se puntúa
| 29.4/46.8 | Resolución de issues — 63% de issues cerradas |
| 32/38.3 | Aceptación de PR — 337/403 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — sin datos |
Datos de entrada utilizados
| merged_prs | 337 |
| open_issues | 16 |
| closed_issues | 27 |
| issue_closed_ratio | 0,628 |
| closed_unmerged_prs | 66 |
Propiedad y custodia
70Bueno
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 21.9/25 | Alcance del propietario — 1098 seguidores de mosaicml |
| 17.9/25 | Trayectoria — 7 repos públicos, cuenta de ~5 años |
Datos de entrada utilizados
| followers | 1098 |
| owner_type | Organization |
| is_verified | — |
| owner_login | mosaicml |
| public_repos | 7 |
| account_age_days | 2071 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
53
Prácticas de ingeniería
62Moderado
Cómo se puntúa
| 0/24 | Flujos de trabajo de CI |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter |
| 9.6/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — sin datos |
Datos de entrada utilizados
| has_ci | no |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | sí |
| has_precommit_config | sí |
Documentación
40En riesgo
Cómo se puntúa
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 0/15 | Sitio de documentación / página del proyecto |
| 10/10 | Descripción del repositorio |
| 0/10 | Topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | sí |
| has_docs_dir | no |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
21
Postura de seguridad
1Crítico
Cómo se puntúa
| 0/30 | Política de seguridad (SECURITY.md) |
| 0/25 | Configuración de Dependabot |
| 0/25 | Lockfiles de dependencias |
| 0/20 | Flujo de trabajo de CodeQL |
Datos de entrada utilizados
| source | file_signals |
| lockfiles | — |
| manifests | pyproject.toml |
| has_codeql_workflow | no |
| has_security_policy | no |
| has_dependabot_config | no |
Avisos de dependencias
100Excelente
Cómo se puntúa
| 35/35 | Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido |
| 0/25 | Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 308 |
| affected_packages | 10 |
| assessed_packages | 28 |
| unassessed_packages | 6 |
| affected_by_severity | critical 3, high 3, moderate 1, unknown 3 |
| direct_affected_packages | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 28 dependencias resueltas con OSV. 6 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. 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.
41
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 — 93 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,93 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 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 | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Legibilidad del código para modelos
55Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Shell sin configuración de verificación de tipos |
| 55/55 | Tamaños de archivo manejables — 0/81 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Shell |
| largest_source_bytes | 47.605 |
| source_files_sampled | 81 |
| 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, notebooks |
Datos de entrada utilizados
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Datos clave
466estrellas de GitHub
36contribuidores
1commits en los últimos 12 meses
127días desde el último push
2versiones publicadas
4factor bus
16issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity
- OpenSSF Scorecard did not return a usable result (2026/07/31 04:46:01 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
Más detalle
Historial de estrellas y forks 0 ★ / 133 ⇿
0Estrellas
133Forks
2Versiones
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 0Parche 2
Cada punto abarca 4 días.
Todas las dependencias 34
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 34 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | boto3 | 1.26.134 | indirecta |
| PyPI | botocore | 1.29.154 | indirecta |
| PyPI | composer | 0.14.1 | indirecta |
| PyPI | composer | 0.15.0 | indirecta |
| PyPI | composer | 0.15.1 | indirecta |
| PyPI | datasets | 2.14.6 | indirecta |
| PyPI | diffusers | 0.11.1 | indirecta |
| PyPI | einops | 0.5.0 | indirecta |
| PyPI | faiss-cpu | 1.7.4 | indirecta |
| PyPI | gradio | 3.33.1 | indirecta |
| PyPI | instructorembedding | 1.0.0 | indirecta |
| PyPI | langchain | 0.0.205 | indirecta |
| PyPI | mmsegmentation | 0.22.0 | indirecta |
| PyPI | mosaicml | — | indirecta |
| PyPI | mosaicml-cli | 0.4.17 | indirecta |
| PyPI | mosaicml-cli | 0.4.4 | indirecta |
| PyPI | mosaicml-streaming | 0.4.1 | indirecta |
| PyPI | oauthlib | — | indirecta |
| PyPI | omegaconf | — | indirecta |
| PyPI | omegaconf | 2.2.3 | indirecta |
| PyPI | omegaconf | 2.3.0 | indirecta |
| PyPI | pydantic | 1.10.10 | indirecta |
| PyPI | scipy | 1.11.1 | indirecta |
| PyPI | sentencepiece | 0.1.97 | indirecta |
| PyPI | sentencepiece | 0.1.99 | indirecta |
| PyPI | torch | — | indirecta |
| PyPI | torch | 1.13.1 | indirecta |
| PyPI | torchvision | — | indirecta |
| PyPI | transformers | 4.25.1 | indirecta |
| PyPI | transformers | 4.28.1 | indirecta |
| PyPI | transformers | 4.29.2 | indirecta |
| PyPI | triton | 2.0.0.dev20221103 | indirecta |
| PyPI | xformers | — | indirecta |
| PyPI | xformers | 0.0.20 | indirecta |
Avisos de dependencias 10
Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 28 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 10 tienen avisos conocidos, de los cuales 0 son directas. 6 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.
| Paquete | Versión | Relación | Gravedad | Avisos | Corregido en |
|---|---|---|---|---|---|
| gradio | 3.33.1 | indirecta | crítica | 78 | 6.16.0 |
| langchain | 0.0.205 | indirecta | crítica | 41 | 2.8.5 |
| torch | 1.13.1 | indirecta | crítica | 28 | 2.13.0 |
| diffusers | 0.11.1 | indirecta | alta | 5 | 0.38.0 |
| sentencepiece | 0.1.97 | indirecta | alta | 2 | 0.2.1 |
| sentencepiece | 0.1.99 | indirecta | alta | 2 | 0.2.1 |
| pydantic | 1.10.10 | indirecta | moderada | 2 | 2.4.0 |
| transformers | 4.25.1 | indirecta | desconocida | 50 | — |
| transformers | 4.28.1 | indirecta | desconocida | 50 | — |
| transformers | 4.29.2 | indirecta | desconocida | 50 | — |
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
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 62853,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 2848
},
"pushed_at": "2026-03-25T20:11:02Z",
"created_at": "2022-06-08T18:37:33Z",
"owner_type": "Organization",
"updated_at": "2026-06-30T16:41:52Z",
"description": "Fast and flexible reference benchmarks",
"is_archived": false,
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"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Shell",
"significant_languages": [
"Shell"
]
},
"owner": {
"blog": "https://www.databricks.com/research/mosaic",
"name": "Databricks Mosaic Research",
"type": "Organization",
"login": "mosaicml",
"company": null,
"location": "United States of America",
"followers": 1098,
"avatar_url": "https://avatars.githubusercontent.com/u/75143706?v=4",
"created_at": "2020-11-27T21:10:09Z",
"is_verified": null,
"public_repos": 7,
"account_age_days": 2071
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": null,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.0.4",
"kind": "patch",
"published_at": "2023-04-11T01:44:00Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2023-02-15T02:45:02Z"
}
],
"recent_commits": [
{
"oid": "c5b7b87c63c68003074741d43dcdb6f40968bc35",
"body": "Co-authored-by: Isaac",
"is_bot": false,
"headline": "Remove GitHub Actions workflows (#459)",
"author_name": "Abhay Gupta",
"author_login": "gupta-abhay",
"committed_at": "2026-03-25T20:10:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "daddaeff7a535273ff984b0134da4839c70a45b3",
"body": null,
"is_bot": false,
"headline": "Pin sd fine-tuning yamls to working commit (#448)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2024-02-06T06:11:40Z",
"body_truncated": false,
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},
{
"oid": "fa3d60e71f1a9b10dc8b0c6b3933d55849234def",
"body": "* update mcloud yamls + requirements for sd and sd-dreambooth",
"is_bot": false,
"headline": "update mcloud yamls + requirements for sd and sd-dreambooth (#446)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2024-02-06T02:05:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7003793b15ad0ee28bc09d0fceb91eb2d0104961",
"body": "image and compute",
"is_bot": false,
"headline": "Bump images for llama2 and update compute (#436)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-09-19T02:39:17Z",
"body_truncated": false,
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},
{
"oid": "1813eafaf1a16fcecb2a49127acebd650660ef34",
"body": "0.1.40",
"is_bot": false,
"headline": "Bump inference image 0.1.40 (#435)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-09-06T22:33:13Z",
"body_truncated": false,
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},
{
"oid": "f5f0e36af276697565f9f7b30c47c3b5d54a1d8b",
"body": "This PR is just to pin the commit version of the examples repo",
"is_bot": false,
"headline": "pin examples repo (#434)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-09-01T00:13:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "686e73ccc146a9f7afba3e0ed6d5a72bab0d1eb3",
"body": "Created a demo on how to use MosaicML products, Langchain, and FAISS to create a chatbot!\r\nThis PR covers how to get GitHub data, how to convert it into MDS format, how to use that data to fine-tune our model, and how to run retrieval on it to create a chatbot in a gradio app. It also offers different ways to improve the retrieval process to get even better results. Huge thanks to @dakinggg !",
"is_bot": false,
"headline": "Support bot (#378)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-08-31T23:21:10Z",
"body_truncated": false,
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},
{
"oid": "6c0ebe06d914a2be438f30c73fe9fa0ab73dacb9",
"body": "* better examples\r\n\r\n* default open\r\n\r\n* llama2 lint",
"is_bot": false,
"headline": "Llama2 example + better no-code deployment docs (#433)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-08-30T01:00:41Z",
"body_truncated": false,
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},
{
"oid": "c233b5402ce77456c49e90ebb2e93359c19ff756",
"body": "* use latest image\r\n\r\n* bump version",
"is_bot": false,
"headline": "Fix no code image version (#432)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-08-28T23:02:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29e298c3adbbdf342da3121d02dd099429180b60",
"body": "* wip\r\n\r\n* update\r\n\r\n* done",
"is_bot": false,
"headline": "no code examples (#429)",
"author_name": "Roshan Regula",
"author_login": "RR4787",
"committed_at": "2023-08-17T22:44:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7b86ad5e9070b965cca9047d1513bab2bc133f3",
"body": "fix typo",
"is_bot": false,
"headline": "Fix typo in path (#430)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-08-11T21:28:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a18e2c0db226b7118ed7ebbaecd8edb57dc59335",
"body": "* typo\r\n\r\n* update bf16 --> amp_bf16 in bert yamls\r\n\r\n* update mcloud yamls to run on mosaicml/examples main branch with correct file structure\r\n\r\n* updated git repo branch in 40gb yaml",
"is_bot": false,
"headline": "Update BERT yamls for compatibility with main branch (#427)",
"author_name": "jacobfulano",
"author_login": "jacobfulano",
"committed_at": "2023-08-03T18:14:45Z",
"body_truncated": false,
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},
{
"oid": "d86f1ba0010d80eb5ab5fbafda0b036a572fc4c1",
"body": null,
"is_bot": false,
"headline": "fix streaming handler (#424)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-07-27T19:56:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "845bfe23c77316264d5dd6e2a6b7c46cefa4519a",
"body": "update",
"is_bot": false,
"headline": "Fix yaml (#423)",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-26T18:50:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d4d7d4458dfad8b7d88eccd416856c5d78c36b01",
"body": "…name (#422)\n\n* fixed git commit and handler name\r\n\r\n* use latest commit\r\n\r\n* updated image versions to 0.1.16\r\n\r\n* lint",
"is_bot": false,
"headline": "Updated inference mpt yaml with new git commit and corrected handler …",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-25T01:30:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df65ce9448f2e4c7803f7082930f80c8dc4e8fe1",
"body": "* add gcp commit to yaml\r\n\r\n* Update mpt_7b_instruct_ft.yaml\r\n\r\nlittle typo\r\n\r\n---------\r\n\r\nCo-authored-by: Margaret Qian <margaret.qian@MacBook-Pro.local>\r\nCo-authored-by: tianshuc <135737595+tianshuc@users.noreply.github.com>",
"is_bot": false,
"headline": "Add gcp commit to yaml (#421)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-21T00:40:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d1cd9293b3eb943d38e912a3b9f4abd8bad52b5b",
"body": "Make FT handler download from GCP (#417)\r\n\r\n* Make FT handler download from GCP\r\n\r\n* lint\r\n\r\n* fix lint\r\n\r\n---------\r\n\r\nCo-authored-by: Ajay Saini <ajay@mosaicml.com>\r\nCo-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Add GCP downloader in example (#419)",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-20T22:19:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fb449f8106811f216aa1938df85cc2bdaf5df998",
"body": "… for conversion script (#415)\n\nupdate commit",
"is_bot": false,
"headline": "Update llm-foundry commit for allowing trust_remote_code in tokenizer…",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-14T07:08:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a61497fde56ba9dac3212fd5c5310f79f1c36a55",
"body": null,
"is_bot": false,
"headline": "Remove docker workflow (#412)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-07-07T00:30:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cf51b2e2e1e8d3c6cd527b72dc1fcdc3be7c7ffe",
"body": "* update instructor yamls",
"is_bot": false,
"headline": "Update instructor yamls (#409)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-07-06T23:45:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "625e1ed9e4dff3eee6922d45cfa37f0ee9cebef1",
"body": null,
"is_bot": false,
"headline": "Pin foundry and fix a minor yaml change with latest foundry (#410)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-07-06T16:52:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b747d40cc1b080ba6c8849f055b02b5acbdaad2",
"body": "* fix\r\n\r\n* bump image",
"is_bot": false,
"headline": "Specify gpu num in 30b yaml (#404)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:34:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da0be56e9bc07840919fd5d235686e1207aa603e",
"body": "fix",
"is_bot": false,
"headline": "Fix pydantic version (#405)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:12:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5eaea5ccdc0809a64bf4ebb8ef8c23e0ad359f0",
"body": "update commit",
"is_bot": false,
"headline": "Update commit for replit yaml (#403)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:20:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63b6e009a36768fcc295c6676c7a775715f45e91",
"body": "* tokenizer update\r\n\r\n* replit",
"is_bot": false,
"headline": "Allow clean_up_tokenization_spaces parameters for mpt handler (#402)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:06:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d62a7285b34b637d3b8a4321715bc91ed7827919",
"body": null,
"is_bot": false,
"headline": "Use FT in end-to-end example (#395)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-27T18:49:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "307ae2547ceed97223f1ca23a2379ec2cddbd434",
"body": null,
"is_bot": false,
"headline": "Add secrets check as part of pre-commit (#398)",
"author_name": "Karan Jariwala",
"author_login": "karan6181",
"committed_at": "2023-06-26T16:21:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2d9b0ede4363e48e2d487b7adf7dc0f93ed95e69",
"body": "fix mpt 7b yamls",
"is_bot": false,
"headline": "Fix mpt 7b yamls (#397)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:44:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba7946c404b36bbcc24c9efabb085bc9c6b2aeca",
"body": "* Add 30b yaml",
"is_bot": false,
"headline": "Add new yaml (#394)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:35:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0402412ae7c81f779546d08a66bb2720e950d09a",
"body": "* Update 06b_deploy_embedding_model.yaml\r\n\r\nNew image + compute params + update command",
"is_bot": false,
"headline": "Update 06b_deploy_embedding_model.yaml (#393)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T20:36:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "47e2abfa9f4f695b28effb3e16ab6494414d928c",
"body": "* add mentions of 30b\n\n* more comments\n\n* update",
"is_bot": false,
"headline": "Update documentation (#392)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-22T15:48:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27230fa1c883c17a2a45a3762239ff7f5b0ef8ce",
"body": null,
"is_bot": false,
"headline": "Update MPT Handler (#390)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-22T04:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "828001480091b17407756a56eb6ea6ab092433ba",
"body": "This reverts commit 1a0492376cb1fc0b83e6e5db1e6edbb06c60c175.",
"is_bot": false,
"headline": "Enable CodeQL for pull requests (#374)",
"author_name": "bandish-shah",
"author_login": "bandish-shah",
"committed_at": "2023-06-21T23:32:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "efbcadf774b339ed0ffaa6e655d75d64c12e2564",
"body": null,
"is_bot": false,
"headline": "update yamls (#380)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-21T06:31:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "434c3d370d3176afbdd2d380e6ef1d4d79b6917d",
"body": null,
"is_bot": false,
"headline": "Add extra comment about how to turn on wandb (#376)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T23:44:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2515a73e8020d97e3d08eb6d02e4987185329294",
"body": null,
"is_bot": false,
"headline": "End to end retrieval QA example (#352)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T21:36:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcc4c4dff002d282a2f432ccfcab4b61dc6a53af",
"body": null,
"is_bot": false,
"headline": "Fix for multi-gpu inference (#363)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-16T18:18:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "000eedf1656097807b1c019fee1c8bfdef47d982",
"body": null,
"is_bot": false,
"headline": "Update compute in MPT YAMLs (#369)",
"author_name": "Ajay Saini",
"author_login": "ajaysaini725",
"committed_at": "2023-06-16T01:32:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59a8c02550fa96aadb8ab1f2c042107acff6e77f",
"body": "one more ssh_clone",
"is_bot": false,
"headline": "Set ssh_clone false for llm-foundry (#368)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:51:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1534a7d850bea0eb5e54d434ffeff59f70446373",
"body": "update commit",
"is_bot": false,
"headline": "Update mpt-instruct-ft yaml (#367)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:15:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f518b29590230763b10e50e80180ff943b3ebb4e",
"body": "Cleaning up a bit of typos and style.",
"is_bot": false,
"headline": "Update README.md (#366)",
"author_name": "Hagay Lupesko",
"author_login": "lupesko",
"committed_at": "2023-06-15T21:37:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51802bd428d85792ad5db679782bdc8d9ba01405",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change\r\n\r\n* update commit",
"is_bot": false,
"headline": "Update commit (#362)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:44:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b348f765c8ba6b2896a6a0834446bfc4a333811",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change",
"is_bot": false,
"headline": "Fix mpt 7b handler (#361)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:33:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75e068f90c613a2cced553c5dc449d98c5470454",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Downloader for MPT faster transformers checkpoint conversion (#359)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T19:53:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd16fe3eb6712e0c76211ef0e68ec5920d2947e6",
"body": null,
"is_bot": false,
"headline": "Modify model handlers to take in new request structure (#349)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-14T19:36:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "feb5a703311eb502643170ef1b061102311b6582",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Update image version (#357)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-14T19:29:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fadb4d3fa89ece4345c1571959b4e9d59f97a76",
"body": "* instructor readme\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update README.md\r\n\r\nAdd langchain instructions\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/instructor README (#356)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T21:30:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06592a1c1960d10507fce6c9fc60dd1fb2ccb600",
"body": "* The diffusion readme about how diffusion doesn't work\r\n\r\n* nit\r\n\r\n* Update examples/inference-deployments/mosaic_diffusion/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/diffusion README (#354)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T20:49:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8850cb40911c40331946012a7b8dec5642981377",
"body": "* Examples/inference/mpt README\r\n\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inference/mpt README updates (#350)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T16:25:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aeac41c11db7b967720447c66f11f6c6a1d2842",
"body": "* mpt instruct ft yaml\r\n\r\n* pin versions",
"is_bot": false,
"headline": "Add mpt instruct faster transformers yaml (#353)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-13T01:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aab5ef7315715509cff9e08e862d41b3cbac83ad",
"body": "* update ft handler for go server and other tweaks",
"is_bot": false,
"headline": "Update MPT FT handler to work with go server (#346)",
"author_name": "Asfandyar Qureshi",
"author_login": "asfandyarq",
"committed_at": "2023-06-09T17:19:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5efc527a2460373c13b125d7537dbd8d2e946245",
"body": "pinning",
"is_bot": false,
"headline": "Pinning version for mpt yamls (#345)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T23:10:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "060a847ef07971fa010d61c5fcfeaae838c7505d",
"body": "use git_commit",
"is_bot": false,
"headline": "Use git_commit in example yaml (#344)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T01:09:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "703f331e07bbe60c5c9db3ae5f876bb5dc3c19b2",
"body": "Co-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "FasterTransformer model handler for the mpt series (#340)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-08T00:44:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c92d827ebf76dd0a52bcec1ed63c0bab3730764e",
"body": "* update models to work with batching and go server\r\n\r\n* wip\r\n\r\n* fix\r\n\r\n* fix mpt\r\n\r\n* revert\r\n\r\n* lint\r\n\r\n* lint\r\n\r\n* lint and pr comments\r\n\r\n* wip\r\n\r\n* done\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update inference models to work with batching and go server (#341)",
"author_name": "Roshan Regula",
"author_login": "RR4787",
"committed_at": "2023-06-08T00:22:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55e1bfcbe6984f970e4b951a2d373e0e68962a31",
"body": "update ssh_clone\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update example yaml to work without git secrets (#342)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-07T18:07:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44bc9baaf9e6d2514d19272e0b8852a6400792be",
"body": "* fix deeplab args\r\n* pin streaming everywhere",
"is_bot": false,
"headline": "Fixing a couple CI issues and pin streaming everywhere (#343)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-07T16:03:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7768cc6939093e3a6b86ce8b2d2ba4c10d592500",
"body": null,
"is_bot": false,
"headline": "Begin restructuring (#333)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-05-31T20:12:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09912d4b93164f998ecbee759599a51fab413f75",
"body": "* Refresh mosaicml platform yamls\r\n\r\n* lint\r\n\r\n* updates",
"is_bot": false,
"headline": "Refresh mosaicml platform yamls (#335)",
"author_name": "Anna",
"author_login": "aspfohl",
"committed_at": "2023-05-24T22:18:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d1a55d1f002844d5356fed5424b286af4931eaf",
"body": "* Update hf-bert-base-uncased.yaml\r\n\r\nchange precision from bf16 to amp_bf16\r\n\r\n* Update mosaic-bert-base-uncased.yaml (#326)\r\n\r\nchange bf16 to amp_bf16\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update hf-bert-base-uncased.yaml (#325)",
"author_name": "jacobfulano",
"author_login": "jacobfulano",
"committed_at": "2023-05-24T21:56:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdd0b859a0fcecf81404d530992d119ac3e76b05",
"body": null,
"is_bot": false,
"headline": "Fix Inference Quickstart link (#334)",
"author_name": "Abhi Venigalla",
"author_login": "abhi-mosaic",
"committed_at": "2023-05-24T21:10:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e37d79874dc9f7c2409e076a5155ff7d4c9d445c",
"body": "* pass kwargs correctly",
"is_bot": false,
"headline": "Sd dreambooth bugfix (#332)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2023-05-22T22:12:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f8bae6ed1106ad0be834e372b434fb1591d10960",
"body": null,
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],
"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",
"Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity",
"OpenSSF Scorecard did not return a usable result (2026/07/31 04:46:01 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-31T04:46:27.483151Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mosaicml/examples.svg",
"full_name": "mosaicml/examples",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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.