Registro públicoEn riesgo
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-30 01:12 UTC
Spaceflow-Technologies-INC / gomlx
GoMLX: An Accelerated Machine Learning Framework For Go
Spaceflow-Technologies-INC/gomlx tiene un índice de salud de 42 sobre 100, lo que lo sitúa en la banda En riesgo. Su puntuación más alta es Vitality (80/100) y la más baja, Community & Adoption (12/100). Se actualizó por última vez hace 9 días. Una sola persona concentra la mayor parte del trabajo reciente.
42
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.
42
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
Spaceflow Technologies INCOrganización
0 seguidores5 repositorios públicosdesde abr 2026
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 |
|---|---|---|---|---|---|
| Go | github.com/gomlx/gomlxapunta a otro repositorio; no se puntúa | v0.28.1 | - | 68 | hace 1 día |
| Go | github.com/gomlx/gomlx/cmd/gomlx_checkpointsapunta a otro repositorio; no se puntúa | v0.2.0 | - | 8 | hace 8 días |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
80
Actividad de desarrollo
81Bueno
Cómo se puntúa
| 28.8/36 | Recencia de push — último push hace 9 días |
| 33.9/36 | Cadencia de commits — 49/52 semanas con commits |
| 18/18 | Volumen de commits — 1618 commits en el último año |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Datos de entrada utilizados
| commits_last_year | 1618 |
| human_commit_share | 1 |
| days_since_last_push | 9 |
| active_weeks_last_year | 49 |
Disciplina de publicación
78Bueno
Cómo se puntúa
| 16.2/27 | Publica versiones — 65 etiquetas de versión (sin releases de GitHub) |
| 27/36 | Recencia de las versiones — última versión hace 104 días |
| 27/27 | Cadencia de publicación — una versión cada ~14,7 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 65 |
| latest_release_tag | v0.27.3 |
| releases_from_tags | sí |
| days_since_latest_release | 104 |
| mean_days_between_releases | 14,7 |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
12
Popularidad y adopción
1Crítico
Cómo se puntúa
| 0/60 | Estrellas — 0 estrellas |
| 0/25 | Forks — 0 forks |
| 0/15 | Observadores — 0 observadores |
Datos de entrada utilizados
| forks | 0 |
| stars | 0 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
25Crítico
Cómo se puntúa
| 0/22.5 | 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 | no |
| has_license | no |
| 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?
25
Resiliencia de mantenedores (factor bus)
35En riesgo
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 2.1/22.5 | Distribución de commits — el principal contribuyente firma el 90% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 23 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 23 |
| top_contributor_share | 0,905 |
Cómo se puntúa
| 0/46.8 | Resolución de issues — sin issues o sin datos |
| 0/38.3 | Aceptación de PR — sin PR decididos o sin datos |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Resolución de issues, Aceptación de PR. Los pesos restantes se han renormalizado.
Propiedad y custodia
36En riesgo
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 0/25 | Alcance del propietario — 0 seguidores de Spaceflow-Technologies-INC |
| 6.2/25 | Trayectoria — 5 repos públicos, cuenta de ~0 años |
Datos de entrada utilizados
| followers | 0 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Spaceflow-Technologies-INC |
| public_repos | 5 |
| account_age_days | 91 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
62
Prácticas de ingeniería
80Bueno
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 4 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter — .golangci.yml |
| 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 | sí |
| has_precommit_config | no |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: CI-Tests. Los pesos restantes se han renormalizado.
Documentación
35En riesgo
Cómo se puntúa
| 0/30 | README |
| 25/25 | Directorio de documentación |
| 0/15 | Sitio de documentación / página del proyecto |
| 0/10 | Descripción del repositorio |
| 0/10 | Topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | — |
| has_wiki | sí |
| homepage | — |
| has_readme | no |
| has_docs_dir | sí |
| has_description | no |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
26
Postura de seguridad
26Crítico
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — sin datos |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 4 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 |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — sin datos |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 19 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 2,6 |
Excluidos de la puntuación (sin datos o no aplicable): ci_tests, packaging, signed_releases. Los pesos restantes se han renormalizado.
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.
68
Contexto y guía para agentes
62Moderado
Cómo se puntúa
| 45/45 | Instrucciones para agentes — .agents/AGENTS.md, .agents/CLAUDE.md, .agents/GEMINI.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 17.1/40 | Historial de commits legible — 32 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,32 |
| agent_instruction_files | .agents/AGENTS.md, .agents/CLAUDE.md, .agents/GEMINI.md |
| agent_instruction_max_bytes | 8615 |
Cómo se puntúa
| 12.6/18 | Arranque con un solo comando — cmd/gomlx_checkpoints/go.mod, examples/go.mod, go.mod (convención del toolchain, sin ejecutor de tareas) |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato — .golangci.yml |
| 11/11 | Verificación estática de tipos — Go (tipado estático) |
| 10/10 | Entorno reproducible — Dockerfile, lockfile |
| 4/10 | Práctica demostrada con agentes — 2 de los últimos 100 commits con autoría o crédito de agente |
| 0/8 | Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | go.sum |
| has_dockerfile | sí |
| typed_language | sí |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | — |
| agent_commit_share | 0,02 |
| toolchain_manifests | cmd/gomlx_checkpoints/go.mod, examples/go.mod, go.mod |
| dependency_bot_commit_share | 0 |
Legibilidad del código para modelos
100Excelente
Cómo se puntúa
| 45/45 | Código verificable por tipos — Go (tipado estático) |
| 54.7/55 | Tamaños de archivo manejables — 2/359 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Go |
| largest_source_bytes | 180.392 |
| source_files_sampled | 359 |
| oversized_source_files | 2 |
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, sample |
Datos de entrada utilizados
| example_dirs | examples, notebooks, sample |
| has_mcp_signal | no |
| api_schema_files | — |
Datos clave
0estrellas de GitHub
23contribuidores
1618commits en los últimos 12 meses
9días desde el último push
65versiones publicadas
1factor bus
0issues abiertas
Goecosistemas de paquetes
Advertencias de recopilación de datos
- Community profile unavailable
- go package 'github.com/gomlx/gomlx' points at a different repository (https://github.com/gomlx/gomlx); excluded from ecosystem scoring
- go package 'github.com/gomlx/gomlx/cmd/gomlx_checkpoints' points at a different repository (https://github.com/gomlx/gomlx); excluded from ecosystem scoring
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Más detalle
OpenSSF Scorecard 2.6 / 10
2.6agregado
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/d | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 4 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 |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| n/d | Packaging | packaging workflow not detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/d | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 19 existing vulnerabilities detected |
Dependencias directas 25
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| Go | github.com/MetalBlueberry/go-plotly | v0.7.0 | go.mod |
| Go | github.com/charmbracelet/lipgloss | v1.1.0 | go.mod |
| Go | github.com/erkkah/margaid | v0.3.0 | go.mod |
| Go | github.com/gomlx/bsplines | v0.2.0 | go.mod |
| Go | github.com/gomlx/compute | v0.0.0-20260711051148-8bbe6fb70a7b | go.mod |
| Go | github.com/gomlx/go-xla | v0.2.3-0.20260712091524-de24a9a82c56 | go.mod |
| Go | github.com/google/go-cmp | v0.7.0 | go.mod |
| Go | github.com/google/uuid | v1.6.0 | go.mod |
| Go | github.com/janpfeifer/gonb | v0.11.3 | go.mod |
| Go | github.com/muesli/termenv | v0.16.0 | go.mod |
| Go | github.com/pkg/errors | v0.9.1 | go.mod |
| Go | github.com/schollz/progressbar/v3 | v3.19.0 | go.mod |
| Go | github.com/stretchr/testify | v1.11.1 | go.mod |
| Go | golang.org/x/exp | v0.0.0-20260410095643-746e56fc9e2f | go.mod |
| Go | golang.org/x/tools | v0.44.0 | go.mod |
| Go | gonum.org/v1/plot | v0.15.2 | go.mod |
| Go | k8s.io/klog/v2 | v2.140.0 | go.mod |
| Go | github.com/MetalBlueberry/go-plotly | v0.7.0 | cmd/gomlx_checkpoints/go.mod |
| Go | github.com/charmbracelet/lipgloss | v1.1.0 | cmd/gomlx_checkpoints/go.mod |
| Go | github.com/gomlx/compute | v0.0.0-20260711051148-8bbe6fb70a7b | cmd/gomlx_checkpoints/go.mod |
| Go | github.com/gomlx/gomlx | v0.27.4-0.20260712091537-707651716aaf | cmd/gomlx_checkpoints/go.mod |
| Go | github.com/janpfeifer/gonb | v0.11.3 | cmd/gomlx_checkpoints/go.mod |
| Go | github.com/pkg/errors | v0.9.1 | cmd/gomlx_checkpoints/go.mod |
| Go | github.com/stretchr/testify | v1.11.1 | cmd/gomlx_checkpoints/go.mod |
| Go | k8s.io/klog/v2 | v2.140.0 | cmd/gomlx_checkpoints/go.mod |
Todas las dependencias no recopilado
No fue posible recopilar el conjunto de dependencias resuelto para este informe: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Informe JSON sin procesar legible por máquina
{
"data": {
"repo": {
"topics": [],
"is_fork": true,
"size_kb": 478700,
"has_wiki": true,
"homepage": null,
"languages": {
"Go": 2782264,
"Shell": 2341,
"Dockerfile": 6146,
"Jupyter Notebook": 104868
},
"pushed_at": "2026-07-20T17:00:43Z",
"created_at": "2026-07-20T16:59:23Z",
"owner_type": "Organization",
"updated_at": "2026-07-20T16:59:23Z",
"description": "GoMLX: An Accelerated Machine Learning Framework For Go",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Go",
"significant_languages": [
"Go"
]
},
"owner": {
"blog": null,
"name": "Spaceflow Technologies INC",
"type": "Organization",
"login": "Spaceflow-Technologies-INC",
"company": null,
"location": null,
"followers": 0,
"avatar_url": "https://avatars.githubusercontent.com/u/280408448?v=4",
"created_at": "2026-04-29T13:49:06Z",
"is_verified": null,
"public_repos": 5,
"account_age_days": 91
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": false
},
"activity": {
"releases": [
{
"tag": "v0.27.3",
"kind": "patch",
"published_at": "2026-04-16T09:37:45Z"
},
{
"tag": "v0.27.2",
"kind": "patch",
"published_at": "2026-03-21T15:11:58Z"
},
{
"tag": "v0.27.1",
"kind": "patch",
"published_at": "2026-03-17T10:18:33Z"
},
{
"tag": "v0.27.0",
"kind": "minor",
"published_at": "2026-03-13T07:00:25Z"
},
{
"tag": "v0.26.0",
"kind": "minor",
"published_at": "2025-12-17T19:43:11Z"
},
{
"tag": "v0.26.0-rc2",
"kind": "prerelease",
"published_at": "2025-12-16T06:51:20Z"
},
{
"tag": "v0.26.0-rc1",
"kind": "prerelease",
"published_at": "2025-12-14T16:32:18Z"
},
{
"tag": "v0.26.0-rc0",
"kind": "prerelease",
"published_at": "2025-12-13T08:52:43Z"
},
{
"tag": "v0.25.0",
"kind": "minor",
"published_at": "2025-12-05T12:33:31Z"
},
{
"tag": "v0.25.0-rc0",
"kind": "prerelease",
"published_at": "2025-12-04T20:11:46Z"
},
{
"tag": "v0.24.1",
"kind": "patch",
"published_at": "2025-10-23T08:04:00Z"
},
{
"tag": "v0.24.1-cli-v0.1.2",
"kind": "prerelease",
"published_at": "2025-10-23T08:52:47Z"
},
{
"tag": "v0.24.0",
"kind": "minor",
"published_at": "2025-10-21T06:05:09Z"
},
{
"tag": "v0.24.0-cli-v0.1.1",
"kind": "prerelease",
"published_at": "2025-10-21T11:26:09Z"
},
{
"tag": "v0.23.2",
"kind": "patch",
"published_at": "2025-09-29T17:39:28Z"
},
{
"tag": "v0.23.1",
"kind": "patch",
"published_at": "2025-09-25T07:58:48Z"
},
{
"tag": "v0.23.0",
"kind": "minor",
"published_at": "2025-09-21T14:53:15Z"
},
{
"tag": "v0.22.1",
"kind": "patch",
"published_at": "2025-08-22T12:00:02Z"
},
{
"tag": "v0.22.0",
"kind": "minor",
"published_at": "2025-08-22T09:29:23Z"
},
{
"tag": "v0.21.1",
"kind": "patch",
"published_at": "2025-08-16T09:01:06Z"
},
{
"tag": "v0.21.0",
"kind": "minor",
"published_at": "2025-07-01T10:26:17Z"
},
{
"tag": "v0.20.1",
"kind": "patch",
"published_at": "2025-06-12T07:03:51Z"
},
{
"tag": "v0.20.0",
"kind": "minor",
"published_at": "2025-06-03T15:58:12Z"
},
{
"tag": "v0.19.5",
"kind": "patch",
"published_at": "2025-05-30T11:02:35Z"
},
{
"tag": "v0.19.4",
"kind": "patch",
"published_at": "2025-05-24T08:49:14Z"
},
{
"tag": "v0.19.3",
"kind": "patch",
"published_at": "2025-05-20T08:37:39Z"
},
{
"tag": "v0.19.2",
"kind": "patch",
"published_at": "2025-05-01T12:13:03Z"
},
{
"tag": "v0.19.1",
"kind": "patch",
"published_at": "2025-04-30T18:59:51Z"
},
{
"tag": "v0.19.0",
"kind": "minor",
"published_at": "2025-04-29T11:21:58Z"
},
{
"tag": "v0.18.1",
"kind": "patch",
"published_at": "2025-04-13T19:13:25Z"
},
{
"tag": "v0.18.0",
"kind": "minor",
"published_at": "2025-04-11T06:28:17Z"
},
{
"tag": "v0.17.1",
"kind": "patch",
"published_at": "2025-02-26T09:52:08Z"
},
{
"tag": "v0.17.0",
"kind": "minor",
"published_at": "2025-02-01T12:31:23Z"
},
{
"tag": "v0.16.1",
"kind": "patch",
"published_at": "2024-12-19T16:11:20Z"
},
{
"tag": "v0.16.0",
"kind": "minor",
"published_at": "2024-12-19T10:22:33Z"
},
{
"tag": "v0.15.3",
"kind": "patch",
"published_at": "2024-11-25T09:33:40Z"
},
{
"tag": "v0.15.2",
"kind": "patch",
"published_at": "2024-11-17T18:53:56Z"
},
{
"tag": "v0.15.1",
"kind": "patch",
"published_at": "2024-11-11T06:43:14Z"
},
{
"tag": "v0.15.0",
"kind": "minor",
"published_at": "2024-11-01T10:38:31Z"
},
{
"tag": "v0.14.0",
"kind": "minor",
"published_at": "2024-10-24T09:43:03Z"
},
{
"tag": "v0.13.0",
"kind": "minor",
"published_at": "2024-10-07T06:47:33Z"
},
{
"tag": "v0.12.0",
"kind": "minor",
"published_at": "2024-09-23T10:23:19Z"
},
{
"tag": "v0.11.3",
"kind": "patch",
"published_at": "2024-08-29T10:31:10Z"
},
{
"tag": "v0.11.2",
"kind": "patch",
"published_at": "2024-08-28T07:36:09Z"
},
{
"tag": "v0.11.1",
"kind": "patch",
"published_at": "2024-08-28T07:29:17Z"
},
{
"tag": "v0.11.0",
"kind": "minor",
"published_at": "2024-08-16T17:36:49Z"
},
{
"tag": "v0.10.0",
"kind": "minor",
"published_at": "2024-06-12T05:44:53Z"
},
{
"tag": "v0.9.1",
"kind": "patch",
"published_at": "2024-04-20T05:35:11Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2024-04-18T17:04:36Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2023-11-30T22:39:31Z"
},
{
"tag": "v0.8.0-rc1",
"kind": "prerelease",
"published_at": "2023-11-28T13:23:02Z"
},
{
"tag": "v0.8.0-rc0",
"kind": "prerelease",
"published_at": "2023-11-27T07:02:26Z"
},
{
"tag": "v0.7.2",
"kind": "patch",
"published_at": "2023-10-27T08:50:50Z"
},
{
"tag": "v0.7.1",
"kind": "patch",
"published_at": "2023-10-26T03:49:43Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2023-10-25T19:14:59Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2023-08-07T20:45:59Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2023-07-10T10:44:23Z"
},
{
"tag": "v0.4.1",
"kind": "patch",
"published_at": "2023-06-26T07:46:35Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2023-06-16T09:39:56Z"
},
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2023-06-05T07:12:31Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2023-06-01T08:11:11Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2023-05-20T17:44:59Z"
},
{
"tag": "v0.1.1",
"kind": "patch",
"published_at": "2023-04-29T07:31:02Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2023-04-28T19:40:01Z"
},
{
"tag": "v0.0.1",
"kind": "patch",
"published_at": "2023-04-23T19:32:18Z"
}
],
"recent_commits": [
{
"oid": "b5a66f6ba81996886fb8152ef5510973f429bf0c",
"body": "Added new inference examples for SAM2 and Gemma4-4B-it.",
"is_bot": false,
"headline": "Update README with new inference examples",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-07-13T05:10:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82be1df2604260872c486f53711b89c027ea7ad6",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-12T09:18:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a6d674b28dee972bbf07a554479abf1c52ecb75",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-12T09:16:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "707651716aaf5c2575596422b8096f774e5ed345",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-12T09:15:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "875b5a7dc1d9bacebddb8c399defa0cc365afc5f",
"body": null,
"is_bot": false,
"headline": "Added `Store.MoveVariable`. (#438)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-07-12T08:53:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4e90c467da1ca98821b92726887969d720850d79",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T11:20:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b0d706552a5ceab4c8687055ff95b9cb2b2c0caf",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T11:18:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ff5f168ac15d793c5ad3bf9af734720877f427ec",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T11:17:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba18a034933d5770d8cf74bf48a39ee674a5d39c",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T06:21:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8ae6a9b0c7f6ef4b34fa0dddcd8e520ce3e71626",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T06:19:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9f6fb2fcdd81a03d1d0f3eeab8ade8abed85c40",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T06:17:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0209eb037962f1964b8ecdd8631b5e3e1990ba3c",
"body": null,
"is_bot": false,
"headline": "Updated FusedScaledDotProductAttention benchmark test.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T06:14:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d8f4cf61d8bf0f749faf326bae6008fb5cd9e48",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T05:17:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e25dd6e5a9e97fb4ea5810df760c0f047feb1e05",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T05:15:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "45817fa6c04b914a55d9e7de51e57e0571f6267b",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T05:14:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac40137e275de966f9f42847a0f12e1d92be5a46",
"body": "… (#437)\n\n* Updated `FusedScaledDotProductAttention` API:\n- Moved optional paramaters to `ScaledDotProductAttentionConfig`.\n- Removed redundant `numHeads` and `numKVHeads` parameters.\n\n* Enabled the Fused GQA attention parity test, now that xla:cuda added support to it.",
"is_bot": false,
"headline": "Update attention layers for refactored fused SDPA API and GQA support…",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-07-11T05:11:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5018d42e59d448b283ddb011e00ccac02cb3690d",
"body": "* Re-download cached files when checksum validation fails.\n\nDownloadIfMissing now re-downloads when an existing file fails SHA256\nvalidation (e.g. interrupted download), instead of exiting fatally.\nValidateChecksum(\"\") is a no-op for callers without a hash.\n\nCo-authored-by: Cursor <cursoragent@curso\n[…]\ne.\nPreserve returning close errors only when no other error occurred.\n\n* Update DownloadIfMissing godoc for checksum retry and .part staging\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Re-download cached files when checksum validation fails (#436)",
"author_name": "Suyash Goel",
"author_login": "suyashgoel",
"committed_at": "2026-07-11T04:10:15Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a0bb468a7072ae54a3549d40dfcf4fac6c2d652b",
"body": "Implements DyT from \"Transformers without Normalization\" as a drop-in LayerNorm replacement, registers it as \"dyt\", and wires it into the zoo transformer.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add Dynamic Tanh (DyT) normalization layer. (#435)",
"author_name": "Suyash Goel",
"author_login": "suyashgoel",
"committed_at": "2026-07-10T05:24:48Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6a938f55321a8751654410a808ed0cac2b60cfea",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-10T04:04:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4d3e330ea23077dd9e6377dd659603dbde2a168",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-10T04:02:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be9a84e9fcdf553be33a844cca708a565fee0e7e",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-10T04:00:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8c185e3ce82f9205d57862d6700ffcdc98e8df9",
"body": "* Removed \"Go Report\" badge, it's been retired.\n\n* Updated `convert_v0.28` to also convert references of constraint types from `dtypes` to the new `gotype` package.\n\n* Simplified comment.\n\n* Updated to use new `gotype` package.\n\n* Updated to use new `gotype` package.",
"is_bot": false,
"headline": "refactor: support migration to the new gotype package (#434)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-07-10T03:58:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ebbf0517cc203b64e3ac57e74f78f70c00474d5",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-08T09:05:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3619015202a1e4be0e8e23b13a931a0e250af91c",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-08T09:03:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5143105ec839cb1ee55d8b2aa3c675b4d16950bb",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-08T09:01:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1aeb4e0de3c450f6c625ec85251cbcdf5b7d8e50",
"body": "…27) (#430)\n\n* attention: additive attention bias via CoreOptions (Stage 2)\n\nAdd CoreOptions.AttentionBias + MultiHeadAttentionBuilder.WithAttentionBias\n(distinct from UseProjectionBias). Fused path threads it to the config (cuDNN\nfmhaScaleBias); decomposed path permutes [B,H,Sq,Skv] to score layout\n[…]\ntOfficialBackends,\nmatching TestSeqLenFusedParity; biased-fusion-less backends skip instead of failing.\nDrop the cuDNN fmhaScaleBias impl note from the AttentionBias doc. Addresses Jan review on #430.",
"is_bot": false,
"headline": "Stage 2: WithAttentionBias (additive attention bias, cumulative on #4…",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-07-08T06:09:15Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9df80010ae2d046559a696959cff65e799675207",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-05T04:53:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8cf10fb597df0b5e3cc67eb7e0a8527fdfd75977",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-05T04:51:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c0413f18a752a89478a965483957d8898858a29",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-05T04:49:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "507c112b47d466b4eb81cbdff588f4ffd79b5549",
"body": "…dynamic seqLen (#433)\n\n* Skipping some sub-byte dtype tests for XLA.\n\n* Refactor transformer API to use CallOptions and support dynamic seqLen in NaiveModelFn\n\n* Updated gemma3 to use the `generate` package.\n\n* Added conversion to string and logging of attention.CoreOptions.",
"is_bot": false,
"headline": "Description: Refactor Transformer API to use CallOptions and support …",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T15:03:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e89ac273eef2636e5afe980a103dc8a8a02079a1",
"body": "* Add comments explaining dense layer variables\n\n* Clarify comments in tutorial notebook",
"is_bot": false,
"headline": "Add comments explaining dense layer variables (#431)",
"author_name": "siftbits",
"author_login": "siftbits",
"committed_at": "2026-07-04T06:51:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "38c0b4b4e0a298e26e5089f2985b9035e9b27878",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T06:44:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e0c875454c698bb6744ebb90523720674876d21",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T06:42:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdfa3f2e81d8693811183cba4ae3a90a5d778b9d",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T06:41:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8cd41b81b0f80eb89b3e79dcca53140ca0ed0a4",
"body": "… (#432)\n\n- Packed optional parameters of attention.Core into a new CoreOptions struct.\n - Grouped related fields (masking, scoring, dropout options).\n - Renamed useFusion option to disableFusion to make its default (zero value) allow fusion.\n - Handled defaulting of the Scale parameter inside atten\n[…]\nntion, tests) and onnx-gomlx (converters and fusion logic) to use CoreOptions.\n - Removed unused Scope and Scale options from test calls where they default to nil and the standard scale, respectively.",
"is_bot": false,
"headline": "`ml/layers/attention`: refactored `Core` to use `CoreOptions` struct:…",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T06:28:44Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1d0602ec88d62d25a22cad269a0d1b8c8270cc4f",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T05:21:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d1361ab359bbbe4a19cab594bc14bea6e4c60ae",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T05:19:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a0c701530ad31e8f7dc74e37712b6e37a3f14b71",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-04T05:18:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "380262f55dcb93341174a1516dae888aa780e3fd",
"body": "* graph: add CustomCall op\n\nGeneric multi-output StableHLO custom_call node (e.g. cuDNN flash attention):\nreturns one node per spec.OutputShapes entry. A custom_call is opaque to autodiff,\nso CustomCall takes a caller-supplied vjpFn — the only one who knows the backward\n(typically the target's backw\n[…]\nwould de-duplicate it).\n\nLeave this change to a TODO, coordinated with go-huggingface. The `transformer` API needs a few adjustments anyway.\n\n---------\n\nCo-authored-by: Jan Pfeifer <pfeifer@gmail.com>",
"is_bot": false,
"headline": "attention: flash via typed FusedSDPA + backend VJP (#427)",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-07-04T05:04:04Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "16b275b6a609ef33c2b9a8d3d10a2dbec8a7106e",
"body": null,
"is_bot": false,
"headline": "Added comments on attention dropout usage.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-07-01T07:36:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa189c1fdfa71ec1ced5ad62ce5b15ff4219d9e5",
"body": "btw, After reading the whole tutorial, my overall impression is that it flows smoothly, but there is one main point of confusion. For example:\r\ncoefVar, biasVar := store.GetVariable(\"/dense/weights\"), store.GetVariable(\"/dense/biases\")\r\nIn this code, where does \"/dense/biases\" come from? How is it organized, and why does it start with \"/\"? This may need a bit more explanation to make it easier for beginners to understand",
"is_bot": false,
"headline": "Fix comments and notes in tutorial notebook (#429)",
"author_name": "siftbits",
"author_login": "siftbits",
"committed_at": "2026-07-01T07:23:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7184f73ef30173920bf1ef5f5cd27cd4bf48da1",
"body": null,
"is_bot": false,
"headline": "Updated README and CHANGELOG with \"xla\" backend new options.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-29T07:07:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "910ae1a0e28e86813e4d99cf53f49acab5454ac6",
"body": null,
"is_bot": false,
"headline": "Use `FusionEnv` constant instead of repeating the string.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-29T04:31:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "386f22de5905695058add108681bc81e28ab7320",
"body": "…(#428)\n\ndotGeneralVJP computed each operand's gradient by broadcasting the other\noperand, multiplying, and ReduceSum-ing over the contracted axes. That is\nmathematically a matmul, but XLA leaves it as an elementwise reduction for\nweight-gradient shapes (small output, large reduced axis), so the gra\n[…]\nparam Llama training step (bf16, seq 2048, RTX 3070 Ti) this took\nthe step from ~3.0s to ~0.16s (~18x), reaching ~80% of eager PyTorch on the\nsame GPU. Full core/graph gradient suite passes unchanged.",
"is_bot": false,
"headline": "core/graph: build DotGeneral gradients as gemms, not multiply+reduce …",
"author_name": "Guy J Grigsby",
"author_login": "guygrigsby",
"committed_at": "2026-06-24T18:18:11Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a6796e23b38e7edf2e08422978e356c15157096d",
"body": null,
"is_bot": false,
"headline": "Added SwiGLU activation. (#426)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-23T09:33:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c34b0fdb10e70848c45bcf6d2c85a301fc057f15",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-22T11:48:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65d00f0eac0f8adf195bca5c3aad9b804f328670",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-22T11:45:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1fd73e244191789439d4ef674686512543f8e7a2",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-22T11:44:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5db3f1d37081be917e9c9fe127044b257f125541",
"body": null,
"is_bot": false,
"headline": "Updated CHANGELOG and README with updates for Gradient Checkpointing.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-22T11:43:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b053ead5be070758cd81d88d7221ef564d256fa",
"body": "* Defined and documented isCheckpointed and needsRematerialization.\n\n* 1. core/graph/node.go :\n • Added the CloneWithInputs(originalNode *Node, newInputs ...*Node) *Node method to the node.go interface.\n • Implemented the node.go method on the Node struct. This method validates the no\n[…]\nserts that the checkpointed graph contains SchedulingBarrier and OptimizationBarrier nodes, whereas the non-checkpointed graph does not.\n\n* Check proper dependencies in GradientCheckpointing test.",
"is_bot": false,
"headline": "Implement Gradient Checkpointing (Rematerialization) for autodiff (#425)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-22T11:37:07Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "75d3c675542c28174a8d19b3dcea61ebaf0da1e8",
"body": "…riers and SchedulingBarrier (#424)",
"is_bot": false,
"headline": "Added VJP for barrier functions: OptimizationBarrier, OptimizationBar…",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-22T07:50:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "24b2944874ff34bc49a841ad138446017df96a2b",
"body": "…(#423)\n\n* Added `OptimizatonBarrier`, `OptimizationsBarriers` and `SchedulingBarrier`.\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkpoints\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx/examples\n\n* Update dep\n[…]\nlx/examples\n\n* Updated go.mod.\n\n* Updated go.mod.\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkpoints\n\n* Fixing go.mod",
"is_bot": false,
"headline": "Expose OptimizationBarrier and SchedulingBarrier in gomlx/core/graph …",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-21T21:04:17Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "516689cbe91329bf9aeac7750495a48bb85f9287",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-19T07:08:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "344676103ff01ae7e32dd6e855f4e8de245a47f7",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-19T07:06:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b9ddb09c5216a8f8282aba4a22f44b8bd6c5509",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-19T07:04:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d4e9c692f8ea80f2d595e197804f06aaec31084",
"body": null,
"is_bot": false,
"headline": "Updated README.md",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-19T06:58:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9be1f3830f7aa4605f053b5c054b3008ac40a4d5",
"body": null,
"is_bot": false,
"headline": "Updates to README.md",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-19T06:55:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e6506c8c92448ea6e45080484af57dc871e5a990",
"body": null,
"is_bot": false,
"headline": "Updated README.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-19T06:47:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a0dd7084f0913bdf71b44c2da6ff994e2888514",
"body": "* Renamed references from SimpleGo to \"Go backend\".\n\n* Added FrequencyDivisor option to RoPE.\n\n* Fixed mask shape checking.\n\n* Added `ml/nn.SoftCap`\n\n* Package `attention`: added `WithScoreSoftCap` and `WithPreProjected`\n\n* Moved definition of attention `LayerType` to package `attention`;\nAdded `ena\n[…]\nound reader to return and finalize its local\n buckets via accumulator.go.\n 4. Tests now iterate over \"official\" backends, and run for evey backend that support > 4 devices.\n\n* Updated CHANGELOG.",
"is_bot": false,
"headline": "Redesign KVCache and Text Generation (#421)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-19T06:26:30Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "db301a602f4b14bad37c3a02becb2ef0b0b45fe1",
"body": "…nd support flexible ModelFnCompatible signatures (#420)\n\n* Updated CHANGELOG with goals of this PR.\nAdded `train.Batch`.\n\n* Updated/improved the train.Dataset API, with a more consistent rules of ownership of the input tensors.\nNew train.Batch container of inputs, labels and spec.\n\n* Updated README\n[…]\n\n* Update for v0.28.\n\n* Updated KAN shapes notebook.\n\n* Fixed trainer aliases for no input parameters.\n\n* Fixed cosine schedule settings.\n\n* Update for v0.28.\n\n* Update for v0.28.\n\n* Update for v0.28.",
"is_bot": false,
"headline": "Redesign train.Dataset API to use iterators, introduce train.Batch, a…",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-12T09:13:08Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "565287c4b65414a045cd3aa54696595e49fbb252",
"body": "…nd simplify examples (#419)\n\n* Created aliases for the `modelFn` for the trainer, simplifying the API.\n\n* Updated documentation for train.ModelFn.\n\n* Updated examples to use new trainer aliases.\n\n* Updated documentation for the trainer aliases.\n\n* Cleaning up DogsVsCats demo.\n\n* feat: support flexi\n[…]\ncally re-execute and re-export notebooks.\n\n* Updated tutorial.ipynb.\n\n* Fixed/updated dogsvscats.ipynb.\n\n* Updated mnist.\n\n* Updated Spiral demo.\n\n* Updated Apache 2.0 license.\n\n* Updated adult.ipynb.",
"is_bot": false,
"headline": "feat: support flexible modelFn signatures with wrappers in ml/train a…",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-08T05:48:56Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e39577d366cf3d3862d5a6e7a38885d0eb891f01",
"body": "Announce upcoming reorganization of API and packages.",
"is_bot": false,
"headline": "Update README with upcoming features and plans",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-04T08:33:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63433da55057be9957d647ae1a75db917ee7b190",
"body": "* Examples for core-concepts.md.\n\n* Added gomlx_gopher_hiking.png.\n\n* Added training example.\n\n* Renamed ctx -> scope.",
"is_bot": false,
"headline": "Add runnable examples for GoMLX website's core concepts (#418)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-04T08:30:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d32e3d1350564732aa2406a1e1ba9c92ca78d0f0",
"body": "* Added Exec wrappers (packages `graph` and `ml/model`) for fixed number of outputs.\n\n* Updated CHANGELOG.",
"is_bot": false,
"headline": "New Exec wrappers with fixed number of outputs. (#417)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-03T10:16:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e5832c402e3b00ade508cdb075633a2fe9e699cf",
"body": "* Added skeleton for gomlx.github.io website code snippets examples.\n\n* Added cell2 and cell3 for core-concepts example.",
"is_bot": false,
"headline": "Add site examples (#416)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-03T09:44:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "677139a303d18375793e1390d0f119cb981eca38",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-01T10:38:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1601d229cd6ec28e6f72acc3423d6766b89f99ee",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-01T10:36:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96b30b652f29877d2588f31bb589f6e36cfd7020",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-06-01T10:35:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ea8b8a8e0c241e2b938e77ad59607b43018df80",
"body": "* 1. Added WithDynamicAxes configuration and caching to Exec ( core/graph/exec.go ) so that executing with differing batch sizes re-uses the same symbolic compiled graph.\n 2. Fixed BroadcastToShape ( core/graph/ops.go ) to support dynamic shapes, validate dimension compatibilities, and unify \n[…]\namic shapes.\n • Updated the sparse categorical accuracy metric in ml/train/metric/metric.go to use loss.MakeShapeLike .\n\n* Updated dependencies.\n\n* Updated dependencies.\n\n* Updated dependencies.",
"is_bot": false,
"headline": "Basic Dynamic Shapes support (#415)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-06-01T10:28:09Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f7d3a21c57158f6d33cd0952fe97fcf96b9d50fb",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-24T10:09:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98ad7d63c5299b5bdd1837f06e34cfdde2974e6c",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-24T10:07:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6bce2feb7eac89b64a803f8d8c9159a454dfb1b",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-24T10:06:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b0fa718b921ce553b483733169e93ee433399c7",
"body": "…pe changes. (#414)",
"is_bot": false,
"headline": "Updated gomlx_checkpoints -vars to alternate colors only when the sco…",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-05-24T10:05:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "21f424389b1be3e2a4a93047491f2e4e1d98e226",
"body": null,
"is_bot": false,
"headline": "chore: Updated coverage badge.",
"author_name": "GitHub Action",
"author_login": "actions-user",
"committed_at": "2026-05-24T09:54:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9f81d36d95fd7b2f1e09dab4b6a8ffabb81baba",
"body": "* - Moved pkg/core/... to core/...; Removed deprecated core/dtypes, core/shapes, backends/simplego, backends/xla, backends/notimplemented.\n\n* Fixed graph_generator.\n\n* Remove debugging message.\n\n* Moved pkg/support to support/\n\n* simplego -> compute/gobackend references.\n\n* Added support/pjson: a \"p\n[…]\nncies for github.com/gomlx/gomlx\n\n* Updated dependencies.\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkpoints\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"is_bot": false,
"headline": "New modelling api (#413)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-05-24T09:50:23Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "be65b73b76d6d82d43d17d31ecd6afc2357bb5dc",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-14T04:27:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f3d79bb692d4730c29080e119522030b7e2396ca",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-14T04:25:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a07eb84da0462a0805481f7bbf0123db4587c2b",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-14T04:24:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53bba4b8d9935969c12f71b58158b6b55dc44f63",
"body": null,
"is_bot": false,
"headline": "Updated environment variables.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-13T14:22:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aac1b3509350fe2b4064619d8152a22ee6fabcc",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-11T14:45:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74c3f8ddbdfc07e6fbad829945832e3d859c6f2b",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-11T14:43:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c63af7e3338010aceb8e46068057ca069d3fa1fc",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-11T14:42:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f66e1a4e1cc975b3aca4926eb9a78e94d8219b31",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' of github.com:gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-11T14:31:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8d31b28e67efcc6bb8f2f94664c90937259af7a4",
"body": "…412)\n\n* Updated DotGeneral performance.\n\n* Package `envutil` moved to github.com/gomlx/compute.\n\n* Registered klog flags in DotGeneral performance tests.\n\n* Added -perf_min_warmup_duration flags.\n\n* Added -dg_perf_layout flag to select layout of the test cases to run.\n\n* Improved skip message.\n\n* - Updated DotGeneral performance table.\n- Updated dependency to gomlx/compute.\n\n* Updated dependency to gomlx/compute.",
"is_bot": false,
"headline": "Update DotGeneral performance and migrate envutil to gomlx/compute (#…",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-05-11T14:31:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1afbad9c8e6a36a48222c7397dc715733d7439ec",
"body": null,
"is_bot": false,
"headline": "Updated DotGeneral performance.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-06T03:41:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "22cfb8c8eda35074ed182964146bf127ffd1730e",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-06T03:12:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "abeda22e1ed4b63cfbc74c54f38b343aee4e0a15",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-06T03:10:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5df18649e47d18ee228be3697f352195c9b8da70",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-06T03:10:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf80b176b329594149df39241dfe0fefd80b11d0",
"body": "* Improved documentation on TestDotGeneralDTypes.\n\n* Add node Id to it's String() representation.\n\n* - Added support for GOMLX_FUSION to control whether using fused operations is enabled.\n- Added `support/envutils` package, to parse environment variables.\n\n* Report error on failure.\n\n* Made Tensors.\n[…]\nfigurable thrown GOMLX_TENSORS_SUMMARY_SIZE env variable.\n\n* Documented GOMLX_TENSOR_SUMMARY_SIZE.\n\n* Add klog.InitFlags to test.\n\n* Updated dependency to latest compute.\n\n* Updated go-xla dependency.",
"is_bot": false,
"headline": "Small fixes and improvements (#411)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-05-06T03:09:04Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5a3ee264507a19cf378abd3d9700af1ac7c28fba",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/examples",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-02T18:47:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "138cf829f647e532e167a476b14671120acc1257",
"body": "…oints",
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkp…",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-02T18:45:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "68323a6fd19371c116fb0da49be2a99a6bdb1d91",
"body": null,
"is_bot": false,
"headline": "Update GoMLX dependencies for github.com/gomlx/gomlx",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-05-02T18:44:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e2784b3924c0c581366e13fd624067c4f7cf43f",
"body": "* Moved `bfloat16` references to use `compute` repo.\n\n* Moved `dtypes` to `compute`.\n\n* Moved `xslices` to `compute` repo.\n\n* Moved `shapes` to `compute` repo.\n\n* Replaced package `float16` with `compute` version.\n\n* Fixed float16.FromFloat32 to `compute` version.\n\n* Moved packages `backends` and `n\n[…]\ncies for github.com/gomlx/gomlx\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx/cmd/gomlx_checkpoints\n\n* Update GoMLX dependencies for github.com/gomlx/gomlx/examples\n\n* Updated documentation.",
"is_bot": false,
"headline": "Package `backends` -> `github.com/gomlx/compute` (#409)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-05-02T18:33:55Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "11be872b8191cac26ae2b6601c566c0d31dbad35",
"body": "…te reset (#410)",
"is_bot": false,
"headline": "Update MNIST example notebook: reset execution counts and fix RNG sta…",
"author_name": "Mayura Andrew",
"author_login": "mayura-andrew",
"committed_at": "2026-05-01T12:07:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2dfe15d31ee6019e05f43e07ba31c6a51b40c2c5",
"body": "Re-run tutorial notebook.",
"is_bot": false,
"headline": "Fixed gonb installation in the Dockerfile; (#407)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-04-17T16:09:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41471d2e2775ac9c84688be57de2bc18eb932e83",
"body": "* Updated gomlx projects dependencies.\n\n* Update internal dependency.\n\n* Updated CHANGELOG.\n\n* Updated Dockerfile for v0.27.3.",
"is_bot": false,
"headline": "Bump version to V0.27.3 (#405)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-04-16T09:37:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b453aed981efb0af751a8673928ddcd3143ff080",
"body": null,
"is_bot": false,
"headline": "Updated CHANGELOG.",
"author_name": "Jan Pfeifer",
"author_login": "janpfeifer",
"committed_at": "2026-04-15T09:06:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "032fc221e8a8ee0fbfd6cb2af245ab802c416caf",
"body": "* Make it robust for the bias variable to have a smaller rank (to be broadcast): this is the case when the weights are being imported from huggingface.\n\n* Add WithEmbedNormalization and WithTokenTypeEmbedding to support BERT type models.\n\n* Fixed initialization of EmbedNormalization.",
"is_bot": false,
"headline": "Tranformer: adding support for BERT like models (#404)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-04-15T09:04:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "85dc043ec9d563898c2df83cdec6c41b79a7ccb1",
"body": "* Fixed the ggml.DenseDecomposed to avoid the transpose.\n\n* - Fixed and renamed UnpackSubBytes; Added UnpackSubByteAt;\n- Fixed Tensor.Summary() not to create a copy of sub-byte packed values;\n- Added tests.\n\n* Backend `simplego`: Bitwise shift operations now use DTypeMap to dispatch to different types; included simplego on the bitwise tests for GoMLX graph.\n\n* Fixed ggml.DenseDecomposed.",
"is_bot": false,
"headline": "Small ggml operations fix (follow up on #364) (#403)",
"author_name": "Jan",
"author_login": "janpfeifer",
"committed_at": "2026-04-14T12:05:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6c8e1ef96ecf6af0880175bd56a03d5bc8e27c6b",
"body": "* Add GGML quantized ops, FusedQuantizedGather, and QuantizedGather layer\n\n- Add QuantGGML quantization scheme with GGMLQuantType enum supporting\n Q4_0, Q8_0, IQ4_NL, Q2_K, Q3_K, Q4_K, Q5_K, Q6_K block formats\n- Add FusedQuantizedGather op for quantized embedding lookups with\n graph builder, shape\n[…]\nide Int4/Uint4\n- Register mutableBytes and fillBuffer for Int2/Uint2\n- Rename unpackedPooled → isUnpackedOwned, idxPooled → isIdxOwned\n for clarity (all buffers are pooled; the bool tracks ownership)",
"is_bot": false,
"headline": "Add GGML fused quantized dense and gather ops (#364)",
"author_name": "AJ Roetker",
"author_login": "ajroetker",
"committed_at": "2026-04-14T06:06:56Z",
"body_truncated": true,
"is_coding_agent": false
}
],
"releases_count": 65,
"commits_last_year": 1618,
"latest_release_at": "2026-04-16T09:37:45Z",
"latest_release_tag": "v0.27.3",
"releases_from_tags": true,
"days_since_last_push": 9,
"active_weeks_last_year": 49,
"days_since_latest_release": 104,
"mean_days_between_releases": 14.7
},
"community": {
"has_readme": false,
"has_license": false,
"has_description": false,
"has_contributing": false,
"health_percentage": null,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "github.com/gomlx/gomlx",
"exists": true,
"license": null,
"keywords": [],
"ecosystem": "go",
"matches_repo": false,
"registry_url": "https://pkg.go.dev/github.com/gomlx/gomlx",
"is_deprecated": false,
"latest_version": "v0.28.1",
"repository_url": "https://github.com/gomlx/gomlx",
"versions_count": 68,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-07-28T15:54:57Z",
"latest_version_yanked": null,
"days_since_latest_publish": 1
},
{
"name": "github.com/gomlx/gomlx/cmd/gomlx_checkpoints",
"exists": true,
"license": null,
"keywords": [],
"ecosystem": "go",
"matches_repo": false,
"registry_url": "https://pkg.go.dev/github.com/gomlx/gomlx/cmd/gomlx_checkpoints",
"is_deprecated": false,
"latest_version": "v0.2.0",
"repository_url": "https://github.com/gomlx/gomlx",
"versions_count": 8,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-07-21T09:53:10Z",
"latest_version_yanked": null,
"days_since_latest_publish": 8
}
]
},
"popularity": {
"forks": 0,
"stars": 0,
"watchers": 0,
"fork_history": {
"days": [],
"complete": true,
"collected": 0,
"total_forks": 0
},
"star_history": {
"days": [],
"complete": true,
"collected": 0,
"total_stars": 0,
"collected_at": null
},
"open_issues_and_prs": 0
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks",
"sample"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [
"cmd/gomlx_checkpoints/go.mod",
"examples/go.mod",
"go.mod"
],
"largest_source_bytes": 180392,
"source_files_sampled": 359,
"oversized_source_files": 2,
"agent_instruction_files": [
".agents/AGENTS.md",
".agents/CLAUDE.md",
".agents/GEMINI.md"
],
"agent_instruction_max_bytes": 8615
},
"dependencies": {
"manifests": [
"examples/go.mod",
"go.mod"
],
"advisories": {
"error": null,
"scope": null,
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"go"
],
"dependencies": [
{
"name": "github.com/MetalBlueberry/go-plotly",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.7.0"
},
{
"name": "github.com/charmbracelet/lipgloss",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.1.0"
},
{
"name": "github.com/erkkah/margaid",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.3.0"
},
{
"name": "github.com/gomlx/bsplines",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.2.0"
},
{
"name": "github.com/gomlx/compute",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.0.0-20260711051148-8bbe6fb70a7b"
},
{
"name": "github.com/gomlx/go-xla",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.2.3-0.20260712091524-de24a9a82c56"
},
{
"name": "github.com/google/go-cmp",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.7.0"
},
{
"name": "github.com/google/uuid",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.6.0"
},
{
"name": "github.com/janpfeifer/gonb",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.11.3"
},
{
"name": "github.com/muesli/termenv",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.16.0"
},
{
"name": "github.com/pkg/errors",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.9.1"
},
{
"name": "github.com/schollz/progressbar/v3",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v3.19.0"
},
{
"name": "github.com/stretchr/testify",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v1.11.1"
},
{
"name": "golang.org/x/exp",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.0.0-20260410095643-746e56fc9e2f"
},
{
"name": "golang.org/x/tools",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.44.0"
},
{
"name": "gonum.org/v1/plot",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v0.15.2"
},
{
"name": "k8s.io/klog/v2",
"manifest": "go.mod",
"ecosystem": "go",
"version_constraint": "v2.140.0"
},
{
"name": "github.com/MetalBlueberry/go-plotly",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v0.7.0"
},
{
"name": "github.com/charmbracelet/lipgloss",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v1.1.0"
},
{
"name": "github.com/gomlx/compute",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v0.0.0-20260711051148-8bbe6fb70a7b"
},
{
"name": "github.com/gomlx/gomlx",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v0.27.4-0.20260712091537-707651716aaf"
},
{
"name": "github.com/janpfeifer/gonb",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v0.11.3"
},
{
"name": "github.com/pkg/errors",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v0.9.1"
},
{
"name": "github.com/stretchr/testify",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v1.11.1"
},
{
"name": "k8s.io/klog/v2",
"manifest": "cmd/gomlx_checkpoints/go.mod",
"ecosystem": "go",
"version_constraint": "v2.140.0"
}
],
"all_dependencies": {
"error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"source": null,
"packages": [],
"collected": false,
"truncated": false,
"total_count": null,
"direct_count": null,
"indirect_count": null
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 0,
"open_issues": 0,
"closed_ratio": null,
"closed_issues": 0,
"closed_unmerged_prs": 0
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "janpfeifer",
"commits": 3218,
"avatar_url": "https://avatars.githubusercontent.com/u/7460115?v=4"
},
{
"type": "User",
"login": "ajroetker",
"commits": 150,
"avatar_url": "https://avatars.githubusercontent.com/u/3198124?v=4"
},
{
"type": "User",
"login": "timkaye11",
"commits": 43,
"avatar_url": "https://avatars.githubusercontent.com/u/5176645?v=4"
},
{
"type": "User",
"login": "siherrmann",
"commits": 34,
"avatar_url": "https://avatars.githubusercontent.com/u/25087590?v=4"
},
{
"type": "User",
"login": "actions-user",
"commits": 26,
"avatar_url": "https://avatars.githubusercontent.com/u/65916846?v=4"
},
{
"type": "User",
"login": "TuSKan",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/10839799?v=4"
},
{
"type": "User",
"login": "diehle",
"commits": 15,
"avatar_url": "https://avatars.githubusercontent.com/u/83300001?v=4"
},
{
"type": "User",
"login": "siftbits",
"commits": 12,
"avatar_url": "https://avatars.githubusercontent.com/u/165639285?v=4"
},
{
"type": "User",
"login": "chatheriyan-thangaraju",
"commits": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/255792376?v=4"
},
{
"type": "User",
"login": "wunderbarb",
"commits": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/39924160?v=4"
}
],
"contributors_sampled": 23,
"top_contributor_share": 0.905
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"darwin_tests.yaml",
"linux_amd64_tests.yaml",
"linux_arm64_tests.yaml",
"windows_amd64_tests.yaml"
],
"has_docs_dir": true,
"linter_configs": [
".golangci.yml"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [
"go.sum"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": null,
"reason": "no pull request found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/30 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 4 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 0,
"reason": "project was created within the last 90 days. Please review its contents carefully",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 1,
"reason": "dependency not pinned by hash detected -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "no SAST tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "19 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "b5a66f6ba81996886fb8152ef5510973f429bf0c",
"ran_at": "2026-07-30T01:12:20Z",
"aggregate_score": 2.6,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": null,
"oldest_open_prs": [],
"last_merged_pr_at": null,
"ci_last_conclusion": null,
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/Spaceflow-Technologies-INC/gomlx",
"host": "github.com",
"name": "gomlx",
"owner": "Spaceflow-Technologies-INC"
},
"metrics": {
"overall": {
"key": "overall",
"band": "at_risk",
"name": "Overall health",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"security": 26,
"vitality": 80,
"community": 12,
"governance": 25,
"engineering": 62
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 80,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"commits_last_year": 1618,
"human_commit_share": 1,
"days_since_last_push": 9,
"active_weeks_last_year": 49
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 9 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 9
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "49/52 weeks with commits",
"points": 33.9,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 49
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "1618 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 1618
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 78,
"inputs": {
"releases_count": 65,
"latest_release_tag": "v0.27.3",
"releases_from_tags": true,
"days_since_latest_release": 104,
"mean_days_between_releases": 14.7
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "65 version tags (no GitHub releases)",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "version_tags_no_releases",
"params": {
"count": 65
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 104 days ago",
"points": 27,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 104
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~14.7 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 14.7
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "repository_too_young",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "critical",
"name": "Community & Adoption",
"value": 12,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 1,
"inputs": {
"forks": 0,
"stars": 0,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "0 stars",
"points": 0,
"status": "missed",
"details": [
{
"code": "stars",
"params": {
"count": 0
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 0
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "0 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "critical",
"name": "Community health",
"note": null,
"notes": [],
"value": 25,
"inputs": {
"has_readme": false,
"has_license": false,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "critical",
"name": "Sustainability & Governance",
"value": 25,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 35,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 23,
"top_contributor_share": 0.905
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 90% of commits",
"points": 2.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 90
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "23 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 23
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "critical",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution",
"pr_acceptance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"merged_prs": 0,
"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 0
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "no decided pull requests or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_decided_prs_or_data",
"params": {}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 36,
"inputs": {
"followers": 0,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "Spaceflow-Technologies-INC",
"public_repos": 5,
"account_age_days": 91
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "0 followers of Spaceflow-Technologies-INC",
"points": 0,
"status": "missed",
"details": [
{
"code": "owner_followers",
"params": {
"count": 0,
"login": "Spaceflow-Technologies-INC"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "5 public repos, account ~0 yr old",
"points": 6.2,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 5
}
},
{
"code": "account_age_years",
"params": {
"years": 0
}
}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 62,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 80,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".golangci.yml",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".golangci.yml"
}
}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "at_risk",
"name": "Documentation",
"note": null,
"notes": [],
"value": 35,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": false,
"has_docs_dir": true,
"has_description": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "critical",
"name": "Security",
"value": 26,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "critical",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"ci_tests",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 26,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 2.6
},
"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": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 4 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": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"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 1",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "19 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"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": 4
},
"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": "moderate",
"name": "AI Readiness",
"value": 68,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "moderate",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 62,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.32,
"agent_instruction_files": [
".agents/AGENTS.md",
".agents/CLAUDE.md",
".agents/GEMINI.md"
],
"agent_instruction_max_bytes": 8615
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".agents/AGENTS.md, .agents/CLAUDE.md, .agents/GEMINI.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".agents/AGENTS.md, .agents/CLAUDE.md, .agents/GEMINI.md"
}
}
],
"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": "32 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 17.1,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 32,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"go.sum"
],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.02,
"toolchain_manifests": [
"cmd/gomlx_checkpoints/go.mod",
"examples/go.mod",
"go.mod"
],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "cmd/gomlx_checkpoints/go.mod, examples/go.mod, go.mod (toolchain convention, no task runner)",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "toolchain_convention",
"params": {
"files": "cmd/gomlx_checkpoints/go.mod, examples/go.mod, go.mod"
}
}
],
"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": ".golangci.yml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".golangci.yml"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "2 of the last 100 commits agent-authored or agent-credited",
"points": 4,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 2,
"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 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 180392,
"source_files_sampled": 359,
"oversized_source_files": 2
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Go (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "2/359 source files over 60KB",
"points": 54.7,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 359,
"oversized": 2
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks",
"sample"
],
"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, notebooks, sample",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks, sample"
}
}
],
"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": [
"Community profile unavailable",
"go package 'github.com/gomlx/gomlx' points at a different repository (https://github.com/gomlx/gomlx); excluded from ecosystem scoring",
"go package 'github.com/gomlx/gomlx/cmd/gomlx_checkpoints' points at a different repository (https://github.com/gomlx/gomlx); excluded from ecosystem scoring",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-30T01:12:39.856424Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/Spaceflow-Technologies-INC/gomlx.svg",
"full_name": "Spaceflow-Technologies-INC/gomlx",
"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 — Go.