Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-26 15:25 UTC

iree-org / wave

Wave: Python Domain-Specific Language for High Performance Machine Learning

Python · C++ · MLIRApache-2.0★ 58 estrellas⑂ 32 forksdesde jul 2025Ver en GitHub ↗

iree-org/wave tiene un índice de salud de 70 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (81/100) y la más baja, Security (46/100). Se actualizó por última vez hace 26 días. 4 personas concentran la mayor parte del trabajo reciente.

70
global / 100
Bueno

Índice 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.

70
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)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

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

IREEOrganización
205 seguidores33 repositorios públicosdesde jun 2022

Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIwave-lang3.9.1-9hace 214 días

Métricas por categoría

Vitalidad

¿Está vivo el proyecto: se escribe código y se publican versiones?

81Bueno · 22% del índice global
Cómo se puntúa
28.8/36Recencia de push — último push hace 26 días
27.7/36Cadencia de commits — 40/52 semanas con commits
18/18Volumen de commits — 882 commits en el último año
0/10OpenSSF Scorecard: Maintained — sin datos
Datos de entrada utilizados
commits_last_year882
human_commit_share0,89
days_since_last_push26
active_weeks_last_year40
Cómo se puntúa
27/27Publica versiones — 9 versiones publicadas
16.2/36Recencia de las versiones — última versión hace 214 días
27/27Cadencia de publicación — una versión cada ~19,7 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count9
latest_release_tagv3.9.1
releases_from_tagsno
days_since_latest_release214
mean_days_between_releases19,7

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

57Moderado · 18% del índice global
Cómo se puntúa
28.5/60Estrellas — 58 estrellas
12.4/25Forks — 32 forks
3.9/15Observadores — 6 observadores
Datos de entrada utilizados
forks32
stars58
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?

76Bueno · 24% del índice global
Cómo se puntúa
43.2/54Factor bus — la mitad de los commits recae en 4 contribuyente(s)
18.6/22.5Distribución de commits — el principal contribuyente firma el 17% de los commits
13.5/13.5Amplitud de contribuyentes — 61 contribuyentes
0/10OpenSSF Scorecard: Contributors — sin datos
Datos de entrada utilizados
bus_factor4
contributors_sampled61
top_contributor_share0,173
Cómo se puntúa
20.7/46.8Resolución de issues — 44% de issues cerradas
33.5/38.3Aceptación de PR — 924/1054 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — sin datos
Datos de entrada utilizados
merged_prs924
open_issues93
closed_issues74
issue_closed_ratio0,443
closed_unmerged_prs130
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
16.6/25Alcance del propietario — 205 seguidores de iree-org
19.3/25Trayectoria — 33 repos públicos, cuenta de ~4 años
Datos de entrada utilizados
followers205
owner_typeOrganization
is_verified
owner_loginiree-org
public_repos33
account_age_days1495
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
26/35Recencia de publicación — última publicación hace 214 días
20/20Historial de versiones — 9 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packageswave-lang
ecosystemspypi
any_deprecatedno
min_days_since_publish214

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

81Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 8 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — sin datos
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

65Moderado
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
0/10Wiki
Datos de entrada utilizados
topics
has_wikino
homepage
has_readme
has_docs_dir
has_description

Seguridad

¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?

46En riesgo · 16% del índice global
Cómo se puntúa
0/30Política de seguridad (SECURITY.md)
25/25Configuración de Dependabot
0/25Lockfiles de dependencias — biblioteca publicada — los lockfiles son cosa de las aplicaciones, no se esperan aquí
0/20Flujo de trabajo de CodeQL
Datos de entrada utilizados
sourcefile_signals
lockfiles
manifestspyproject.toml, requirements-iree-pinned.txt, setup.py, water/requirements-dev.txt
has_codeql_workflowno
has_security_policyno
has_dependabot_config
Excluidos de la puntuación (sin datos o no aplicable): Lockfiles de dependencias. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages2
unassessed_packages31
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 2 dependencias resueltas con OSV. 31 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

72Bueno · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — .github/instructions/water-review.instructions.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 88 de 89 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,989
agent_instruction_files.github/instructions/water-review.instructions.md
agent_instruction_max_bytes1071
Cómo se puntúa
12.6/18Arranque con un solo comando — wave_lang/kernel/wave/scheduling/aplp/Cargo.toml (convención del toolchain, sin ejecutor de tareas)
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — devcontainer, Dockerfile
10/10Práctica demostrada con agentes — 15 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 1 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — sin datos
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_languageno
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0,15
toolchain_manifestswave_lang/kernel/wave/scheduling/aplp/Cargo.toml
dependency_bot_commit_share0,01
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
53/55Tamaños de archivo manejables — 19/528 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes162.291
source_files_sampled528
oversized_source_files19
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples, notebooks
Datos de entrada utilizados
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Datos clave

58estrellas de GitHub
61contribuidores
882commits en los últimos 12 meses
26días desde el último push
9versiones publicadas
4factor bus
93issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • OpenSSF Scorecard did not return a usable result (exit code -9); skipping Scorecard checks

Más detalle

Historial de estrellas y forks 0 ★ / 32 ⇿
0Estrellas
32Forks
9Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

01325383242025-072025-122026-04
Mayor 0Menor 2Parche 3
Dependencias directas 8
RegistroPaqueteRestricción de versiónManifiesto
PyPIdillpyproject.toml
PyPIiree-base-compiler~=3.12.0rcpyproject.toml
PyPIiree-base-runtime~=3.12.0rcpyproject.toml
PyPIml_dtypespyproject.toml
PyPInumpypyproject.toml
PyPIsympypyproject.toml
PyPItorch>=2.6,<2.10pyproject.toml
PyPItyping_extensionspyproject.toml
Todas las dependencias 33

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 10 paquetes directos y 23 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIdilldirecta
PyPIiree-base-compilerdirecta
PyPIiree-base-compiler3.12.0rc20260410directa
PyPIiree-base-runtimedirecta
PyPIiree-base-runtime3.12.0rc20260410directa
PyPIml-dtypesdirecta
PyPInumpydirecta
PyPIsympydirecta
PyPItorchdirecta
PyPItyping-extensionsdirecta
crates.iopyo3indirecta
crates.iorayonindirecta
PyPIcmakeindirecta
PyPIfilecheckindirecta
PyPIlitindirecta
PyPImypyindirecta
PyPImyst-parserindirecta
PyPInanobindindirecta
PyPIninjaindirecta
PyPIpre-commitindirecta
PyPIpytestindirecta
PyPIpytest-timeoutindirecta
PyPIpytest-xdistindirecta
PyPIruffindirecta
PyPIsetuptoolsindirecta
PyPIsetuptools-rustindirecta
PyPIsetuptools-scmindirecta
PyPIshibuyaindirecta
PyPIsphinxindirecta
PyPIsphinx-autobuildindirecta
PyPIsphinx-rtd-themeindirecta
PyPIsphinxcontrib-mermaidindirecta
PyPIwheelindirecta
Avisos de dependencias 0

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 2 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 0 tienen avisos conocidos, de los cuales 0 son directas. 31 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

Ningún aviso conocido afecta a las dependencias evaluadas.

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 14315,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "C": 32028,
        "C++": 1853650,
        "CSS": 2939,
        "MLIR": 1459145,
        "Rust": 9239,
        "CMake": 35003,
        "Shell": 21742,
        "Python": 4910136,
        "Dockerfile": 654,
        "JavaScript": 15608,
        "Linker Script": 360
      },
      "pushed_at": "2026-06-29T15:54:50Z",
      "created_at": "2025-07-16T15:01:29Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-16T15:49:43Z",
      "description": "Wave: Python Domain-Specific Language for High Performance Machine Learning",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "C++",
        "MLIR"
      ]
    },
    "owner": {
      "blog": "iree.dev",
      "name": "IREE",
      "type": "Organization",
      "login": "iree-org",
      "company": null,
      "location": null,
      "followers": 205,
      "avatar_url": "https://avatars.githubusercontent.com/u/107954215?v=4",
      "created_at": "2022-06-21T19:14:04Z",
      "is_verified": null,
      "public_repos": 33,
      "account_age_days": 1495
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": null,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.9.1",
          "kind": "patch",
          "published_at": "2025-12-23T17:45:20Z"
        },
        {
          "tag": "v3.9",
          "kind": "other",
          "published_at": "2025-11-25T22:34:24Z"
        },
        {
          "tag": "v3.8.2",
          "kind": "patch",
          "published_at": "2025-11-04T01:01:43Z"
        },
        {
          "tag": "v3.8.1.post1",
          "kind": "other",
          "published_at": "2025-11-04T00:53:08Z"
        },
        {
          "tag": "v3.8.0",
          "kind": "minor",
          "published_at": "2025-10-14T18:17:52Z"
        },
        {
          "tag": "v3.7.0",
          "kind": "minor",
          "published_at": "2025-09-04T23:28:43Z"
        },
        {
          "tag": "v1.0.1",
          "kind": "patch",
          "published_at": "2025-07-28T22:10:31Z"
        },
        {
          "tag": "v1.0.0-beta.1",
          "kind": "prerelease",
          "published_at": "2025-07-22T05:08:57Z"
        },
        {
          "tag": "dev-wheels",
          "kind": "other",
          "published_at": "2025-07-18T18:28:13Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "ceaa2b571b7d4ad10c45978e8adf5c720466e007",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260409...iree-3.12.0rc20260410\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: \n[…]\n898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>\nCo-authored-by: Gaurav Verma <48321602+xintin@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1289)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-04-27T20:50:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f08f0cc073ff63ba3cabf39f76525ee49ceb13d6",
          "body": "The core things added are split-k gemm, and it is tested for (1)\ngeneration of the `buffer_atomic_pk_add_bf16` instruction that we wanted\nto use, and (2) for gemm correctness.\n\nOverview of changes unrelated to wave_asm:\n\n- `remove_global_indexing` in `general_utils.py`: Zeroes out tiling\nconstraint \n[…]\n overshoot, avoiding the\nspurious bound. (This was necessary to get scale_preshuffle to have 4x\nvector loads when combined with split-k.)\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "Implement mxfp4 split-k gemm (#958)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-04-21T15:02:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a69ed25699811d54cdb38727daa3e5a3a4797ad4",
          "body": "This PR:\n- Optimizes MXFP 8w schedule with respect to counters and memory ops.\n\n- Includes a handwritten MLIR snippet that performs swizzle and dword\nstores to global memory (instead of u shorts). This optmization brings\napprox 7% improprement.\n\n- Unrolls the kernel twice to remove forced vmcnt(0) +\n[…]\nociated with gather_to_lds operations. This avoids inserting costly\nmasking logic in the dynamic case and improves performance.\n\n\n---------\n\nSigned-off-by: Aurore De Spirlet <aurore.despirlet@amd.com>",
          "is_bot": false,
          "headline": "MXFP4 8w Optimizations Dynamic (#1211)",
          "author_name": "Aurore De Spirlet",
          "author_login": "adedespirlet",
          "committed_at": "2026-04-17T20:10:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9f2b641fd0081d28ef3d03ac4f4da4debd7e93fb",
          "body": "…1292)\n\nAdd interactive IR editing via PassInstrumentation. After (or before) a specified pass, the current IR is written to a temporary file and compilation blocks until the user presses Enter, allowing manual edits to the IR mid-pipeline.\n\n- `--mlir-edit-ir-after=<pass>` / `--mlir-edit-ir-before=<\n[…]\naveCompileOptions` extended with matching fields\n- Lit test covering selective firing, all-pass variants, and IR\nround-trip\n\nFixes #1291\n\n---------\n\nSigned-off-by: Martin Lücke <martin.luecke@amd.com>",
          "is_bot": false,
          "headline": "[water] Add --mlir-edit-ir-{before,after,all} pass instrumentation (#…",
          "author_name": "Martin Paul Lücke",
          "author_login": "martin-luecke",
          "committed_at": "2026-04-14T07:22:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5966cb13b6b365cac73712a5ef66fe7b6099dbf7",
          "body": "As mentioned in PR comments from\nhttps://github.com/iree-org/wave/pull/1266 using `uv` is nice for\ndevelopment generally, so let's just standardize on it in the setup\ninstructions.\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "suggest uv instead of normal pip in docs (#1276)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-04-13T16:53:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d746da2c7d03f25827fd513bc4c6a77502a6dc3a",
          "body": "Use module-level alias for index mappings to decrease their verbosity in\nthe overall IR: only the alias name is printed at use sites and\nidentical mappings have the same alias. This is similar to affine maps.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>\n\n---------\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] module-level alias for WaveIndexMappingAttr (#1287)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-10T13:09:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f41382c6d319848535db3be2e2785dfa54f8683",
          "body": "…ison (#1228)\n\nTeach the MLIR-to-FX importer to handle ops used by the MXFP4 GEMM\nkernel and fix the roundtrip comparison for MMA index expressions.\n\nFX emitter:\n- Add `_handle_mma_like_op` handling both `wave.mma` and\n`wave.scaled_mma`\n- Add `_handle_bitcast_op` for `wave.bitcast`.\n- Add derived di\n[…]\nations and lost during MLIR serialization.\n- Add WaveConstraint comparator and thread `subs` into\n`assert_traces_equivalent`\n\nFixes #920\n\n---------\n\nSigned-off-by: Martin Lücke <martin.luecke@amd.com>",
          "is_bot": false,
          "headline": "[wave2water] Add MXFP4 support to fx_emitter and fix roundtrip compar…",
          "author_name": "Martin Paul Lücke",
          "author_login": "martin-luecke",
          "committed_at": "2026-04-10T12:15:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a3521bc0c63e9fbb07f3608a5b4e38e884adf764",
          "body": "## Wide epilogue stores for bf16 MXFP4 GEMM via `v_permlane16_swap`\n\nIn MXFP4 GEMM kernels with bf16 output, the MMA accumulator layout\n(`F32_16x16x128_F8F6F4`) distributes results across threads in a\nnon-contiguous pattern each thread holds 4 values spanning 4 rows but\nonly 1 column. Without optimi\n[…]\n60) | 2936.09 | 3352.67 | 1.142x |\n| (14848, 12672, 10496) | 2781.61 | 3254.58 | 1.170x |\n| (1792, 19968, 60928) | 3115.72 | 3392.02 | 1.089x |\n\n---------\n\nSigned-off-by: xintin <gaurav.verma@amd.com>",
          "is_bot": false,
          "headline": "Add wide_stores support for MXFP4 (4wave) GEMM (llvm backend) (#1282)",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-04-09T21:05:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "518649555bad8f5f04cf8e5cecb3eba096b84ae6",
          "body": "This was a clutch introduced to correct for upstream DictionaryAttr not\npreserving the original order of keys when used for index expressions.\nWith WaveSymbolMappingAttr in place, this is no longer necessary and the\ninformation contained in `ordered_syms` is just duplicating what is\navailable in the index expression.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>\nAssisted-by: GPT 5.3 Codex / Cursor\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] remove ordered_syms, NFC (#1284)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-09T19:34:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "249f7a5d6909f3beeb7cf11ab08052a43f9b376c",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260408...iree-3.12.0rc20260409\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1285)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-04-09T17:24:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f6d8bef627466a94843b8db0ba1d5a8dfb66e13",
          "body": "Hyperparameters are indexed by symbol names so using a dedicated\ncontainer removes the need to go through opaque attributes or strings.\n\nNote that the definition of the hyperparameter attribute had to be moved\nso it can access the definition of the mapping attribute.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>\n\n---------\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] use WaveSymbolMappingAttr for hyperparams (#1279)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-09T16:54:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ca0dbf5cdd78568e71362750bafa9fa44772309",
          "body": "Replace the two parallel ArrayRef parameters (keys/values) with a single\nArrayRef<pair<WaveSymbolAttr, Attribute>> parameter, making the\nattribute directly iterable via range-for. Update all use sites\naccordingly:\n\n- Replace getKeys()/getValues() accessors with structured bindings over\ngetMapping() \n[…]\nhe C API and Python bindings\n\n---------\n\nSigned-off-by: Tim Gymnich <tim@gymni.ch>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>\nCo-authored-by: Oleksandr \"Alex\" Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] Refactor WaveSymbolMappingAttr to pair-based storage (#1275)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-04-09T08:43:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6a8d9bbcf488522ec3e7ed0bea37f7467ea5624f",
          "body": "LINEAR_INDEX global reads previously forced maskedload\n(linear_buffer_ops = False) to ensure numerics match between IREE and\nwave runtime. However, maskedload on AMD hardware can fault on OOB\naddresses even with an all-false mask, because the hardware may touch\nthe address before checking the mask.\n\n[…]\nes and linearized reads interact\nwith epilogue elimination. So we add one so that we won't accidentally\nbreak epilogue elimination again.\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "reconcile linearization and epilogue elimination (#1278)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-04-09T05:05:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7e5c23744616708f559a19a7e9bdc05325c82d91",
          "body": "This PR moves the scheduling passes to the end of the compilation\npipeline, after all optimization and analysis passes. This lets the\nschedule reason about the final optimized graph : merged reads,\nsimplified indices, computed bounds ,... rather than the intermediate\nstate that existed before.\n\nMovi\n[…]\nory. Fix in update_index_for_unroll() to substitute in dict\nkeys, not just values. And Unroll() to handle bounds expressions too\n\n---------\n\nSigned-off-by: Aurore De Spirlet <aurore.despirlet@amd.com>",
          "is_bot": false,
          "headline": "Move scheduling passes to the end of the pipeline (#1191)",
          "author_name": "Aurore De Spirlet",
          "author_login": "adedespirlet",
          "committed_at": "2026-04-09T01:36:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dfa45bb3e1a5719ac9c1fd27c40e76e6c2ed8a45",
          "body": "This PR adds support for dynamic strides through the waveasm backend.\n\n# 4 Cases for Dynamic Strides\nThere are 4 main cases that needed to be addressed to ensure complete\nsupport.\n\n## Case 1: waveasm + dynamic strides\n\nThe loads were already using correct static offsets. The only issue was\n`num_reco\n[…]\n 1 fix (computeBufferSizeFromMemRef)\n```\n\n---------\n\nSigned-off-by: Surya Jasper <45545431+suryajasper@users.noreply.github.com>\nCo-authored-by: Gaurav Verma <48321602+xintin@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Dynamic stride support through waveasm (#1091)",
          "author_name": "Surya Jasper",
          "author_login": "suryajasper",
          "committed_at": "2026-04-08T16:17:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5e242938a29a062b7c99ebf5913279fc37a51d38",
          "body": "The pinned IREE compiler (3.12.0rc20260407) renamed this flag. Update\nthe two call sites to match.\n\nMade-with: Cursor\n\nSigned-off-by: Aurore De Spirlet <aurore.despirlet@amd.com>",
          "is_bot": false,
          "headline": "Rename --iree-rocm-target to --iree-hip-target (#1277)",
          "author_name": "Aurore De Spirlet",
          "author_login": "adedespirlet",
          "committed_at": "2026-04-08T16:08:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce49b1b8ca6642b038de2c7782c28ed7594a9c3e",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260407...iree-3.12.0rc20260408\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\n---------\n\nSign\n[…]\n Gymnich <tim@gymni.ch>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>\nCo-authored-by: Tim Gymnich <tim@gymni.ch>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1280)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-04-08T15:36:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f559e539a9158d22d9657350d9a8e2a496e16842",
          "body": "- Replace identity lambda in applyConstraint with llvm::to_vector\n- Pass getLatticeValue directly instead of wrapping in a lambda\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\nSigned-off-by: Tim Gymnich <tim@gymni.ch>",
          "is_bot": false,
          "headline": "[water] Simplify map_to_vector lambda expressions in IndexExpr (#1281)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-04-08T14:36:32Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ee87b748ded34c5d6ae48984f80f2547be693a13",
          "body": "Signed-off-by: Tim Gymnich <tim@gymni.ch>",
          "is_bot": false,
          "headline": "bump llvm to 6d3d88f74c405db660a20103905787fc67087287 (#1272)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-04-08T12:12:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ce3ad8e6e681c31e2761b7eb4a5e5b43ab3baf3",
          "body": "…(#1266)\n\nThis is based on a build script that I've been using to streamline\nworking with worktrees. IE I wanted a single command to set up a\nworktree (main worktree OR extra worktrees), for myself and for agents\nto easily get going. The main way to use it is to run\n`./build_tools/wave-dev-setup.sh \n[…]\nuirement detection script to\nget the right pytorch. And it always builds waveasm and water.\nBut I think these are all the right defaults.\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "Add wave-dev-setup.sh for worktree-aware build and environment setup …",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-04-07T20:41:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "28e8528cc57aa50699e7badf2e41136fb06d89ea",
          "body": "Vendor the ixsimpl expression simplifier (commit d41a625) as a\nfirst-party vendored dependency instead of a git+https pin. The full\nproject structure is preserved for easy upstream syncing.\n\nBuild integration: a plain setuptools Extension compiles the amalgamated\nC source into the ixsimpl._ixsimpl C\n[…]\nld_extension now delegates non-CMake extensions to the\nbase class.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Vendor ixsimpl as third_party/ixsimpl (#1217)",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-04-07T18:31:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "140ad78c2f7d615b9e378ac4bbdb9a826189950b",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260331...iree-3.12.0rc20260407\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1274)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-04-07T17:13:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c04e597770adfa99370c5f2d0ed87c24bd96353b",
          "body": "…resentations (#1271)",
          "is_bot": false,
          "headline": "[wave2water] Teach roundtrip comparison to accept more equivalent rep…",
          "author_name": "Martin Paul Lücke",
          "author_login": "martin-luecke",
          "committed_at": "2026-04-07T15:43:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc7cdf51bc577541e769d675ca38913daf6c87fe",
          "body": "The initial linearization PR didn't apply to GatherToLDS ops. This fixes\nthat and thus reduces register pressure.\n\nThis enables annotate_iv_strides (which already handles GatherToLDS) and\nthe codegen LINEAR_INDEX path to work for GatherToLDS ops.\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "Extend flatten_read_indices to linearize GatherToLDS src indices (#1241)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-04-07T15:11:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "16ffa6140d9724a4417cf40203839d23839e0341",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260330...iree-3.12.0rc20260331\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1214)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-04-07T13:48:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ee4b11b703c9d02bd80a8c9a7217e54050f3379",
          "body": "Avoids most string attribute boxing/unboxing.",
          "is_bot": false,
          "headline": "[water] use WaveSymbolMappingAttr in lattice consistently (#1270)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-07T12:43:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47516d49bfe128d247afbb37f7f35b65989736cf",
          "body": "Unlike DictionaryAttr, this container preserves the order of keys given\nat construction (as opposed to sorting alphabetically), which is\nload-bearing for later stages of Wave compilation.\n\nThis also avoids the reliance on strings and string comparisons when\nsymbols are processed.",
          "is_bot": false,
          "headline": "[water] use WaveSymbolMappingAttr for index expressions (#1235)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-07T11:15:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58d97282b2d84d4b2365f23f45de8bf78d5bf675",
          "body": "…(#1269)\n\nThe ceiling() wrapping that handles bare fractions before affine conversion was gated on `isinstance(expr, sympy.Mul)`. Compound expressions like `A + B*floor(T/64)/2` (from MXFP4 wave_shape=(2,2)\ndivision) have `Add` as the top-level type and bypassed the guard, hitting `AffineConversionE\n[…]\nconditionally. `sympy.ceiling()` distributes correctly, and the converter's existing `ceiling` handler produces valid `ceildiv` affine expressions.\n\nSigned-off-by: Martin Lücke <martin.luecke@amd.com>",
          "is_bot": false,
          "headline": "[water_emitter] Fix ceiling wrapping for compound affine expressions …",
          "author_name": "Martin Paul Lücke",
          "author_login": "martin-luecke",
          "committed_at": "2026-04-07T11:03:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c2d2e7b052cfae841d081041690c20759697823c",
          "body": "Bumps the github-actions group with 7 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [pypa/cibuildwheel](https://github.com/pypa/cibuildwheel) | `3.4.0` |\n`3.4.1` |\n| [actions/upload-artifact](https://github.com/actions/upload-artifact)\n| `4.6.2` | `7.0.0` |\n|\n[actions/do\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump the github-actions group across 1 directory with 7 updates (#1264)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-07T10:52:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1c9d0c1ddb5da0397d274e738d91b925e307531f",
          "body": "The major blocker for universal read linearization was non-contiguous\ntensors under the LLVM dynamic-stride ABI. This PR enables\nflatten_read_indices for those paths by default and guards correctness\nwith a runtime contiguity assertion at kernel launch.\n\nWhat changes:\n\n- flatten_read_indices now run\n[…]\nts, import ordering fix.\n\nThis does not yet remove the linearize_reads compilation option. We\nstill need Water support and a few other minor things.\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "Enable linearization for dynamic-stride and attention paths (#1240)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-04-06T21:56:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "59902dd116b3f788ca28f9e0cf0f4c324bcabf8a",
          "body": "…dedup, soffset folding, and SGPR address chain support (#1242)\n\nAdd localCSERange for cloned address chain deduplication. Add voffset\ndecomposition into (VGPR base, SGPR addend, instOffset constant) for\ncross-load deduplication. Add peepholeSoffsetFold to fold constant\nsoffsets into instOffset. Sup\n[…]\nrom gfx942 to gfx950\n- Added negative stride lit test (downward-counting IV with step=-1)\n\n---------\n\nSigned-off-by: xintin <gaurav.verma@amd.com>\nCo-authored-by: Sanket Pandit <sanket.pandit@amd.com>",
          "is_bot": false,
          "headline": "[asm] Enhance buffer load strength reduction with local CSE, voffset …",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-04-04T05:32:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eae862b9ad0b09adfebc20f69667601bcaaf5a18",
          "body": "…gmentation (#1236)\n\nPost-allocation pass that reassigns physical VGPRs using shortest-first\ngreedy packing to eliminate fragmentation from interleaved `buffer_load`\n(long-lived) and `ds_read` (short-lived) destinations. Wired as\n`--waveasm-vgpr-compaction` in the pass pipeline after linear scan\nall\n[…]\nady locally optimal for minimizing `.vgpr_count`; the\npost-pass closes the remaining alignment gaps.\n\nSigned-off-by: xintin <gaurav.verma@amd.com>\nCo-authored-by: Sanket Pandit <sanket.pandit@amd.com>",
          "is_bot": false,
          "headline": "[asm] Cherry-pick: Add VGPR compaction pass to eliminate register fra…",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-04-03T23:12:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6f4bd59b2eb35da77d850bfd3480fe371a0ddfa8",
          "body": "Add VGPR/SGPR rematerialization to shorten live ranges before allocation\nCherry-picked from\n[panditsa/wave@49d096c974c3](https://github.com/iree-org/wave/commit/49d096c974c3e7c99dddb9e5e63628329c2348a6)\n\n([4waveasm-256x192x256](https://github.com/iree-org/wave/compare/main...panditsa:wave:4waveasm-a\n[…]\nrity\n    - Add pressure-aware TODO replacing vague \"sophisticated algorithm\"\n    - Add lit tests covering all three remat patterns + loop guard\n\n---------\n\nSigned-off-by: xintin <gaurav.verma@amd.com>",
          "is_bot": false,
          "headline": "[asm]cherry pick and add tests for s/vgpr remat changes (#1226)",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-04-03T21:51:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "397a29833d48e9e45fc07a7f4e1f8eabafa893ef",
          "body": "Model the AMDGCN Scalar Condition Code (SCC) flag as a first-class MLIR\ntype in WaveASM instead of treating it as an implicit side effect.\n\n### Problem\n\nMany SALU instructions (bitwise, shifts, adds, compares) clobber the\nhardware SCC flag, but WaveASM previously had no way to represent this\nin the \n[…]\nllision with another PR\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Sanket Pandit <sanket.pandit@amd.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Reland [asm] Explicit SCC modeling (#1219) (#1239)",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-04-03T20:55:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d8b7c88f1620226f2c16c6ba241899ae9689f8a6",
          "body": "This reverts commit b07277d3b05989d004fa87960cd2af4408c96364.\n\nSigned-off-by: xintin <gaurav.verma@amd.com>",
          "is_bot": false,
          "headline": "Revert \"[asm] Explicit SCC modeling (#1219)\" (#1237)",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-04-03T19:37:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d99e86e3160162e97358099d5687e1ced6a12886",
          "body": "…ation (#1218)\n\n- **Replace O(n) RegPool with O(1) BitVector and add bidirectional VGPR\nallocation** — Register operations use `llvm::BitVector` instead of\nsorted free-list scans. Multi-register VGPR ranges spanning >75% of the\nprogram are allocated from the top of expected usage, separating\nlong-li\n[…]\nw `linear-scan-bidirectional.mlir` covers long-lived\nvs short-lived allocation, loop double-buffer pattern, and\nsingle-reg/SGPR bypass.\n\n---------\n\nSigned-off-by: Sanket Pandit <sanket.pandit@amd.com>",
          "is_bot": false,
          "headline": "[asm] Rewrite RegPool with BitVector and add bidirectional VGPR alloc…",
          "author_name": "Sanket Pandit",
          "author_login": "panditsa",
          "committed_at": "2026-04-03T17:37:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b319e9161bb17f01c8f193a5142c6d7cb17cc6cd",
          "body": "…LU add/mul (#1225)\n\n- **Add compile-time constant folding for `V_ADD_U32` and\n`V_MUL_LO_U32`** — When both operands are compile-time constants\n(including through `V_MOV_B32` indirections via `getConstantValue`),\nfold the operation into a `v_mov_b32` of the computed result with 32-bit\nwrapping. Mult\n[…]\ncovering constant folding (add, mul), 32-bit\noverflow wrapping, large-operand truncation, and MOV-indirection for\nzero/one elimination.\n\n---------\n\nSigned-off-by: Sanket Pandit <sanket.pandit@amd.com>",
          "is_bot": false,
          "headline": "[asm] Enhance peephole pass with compile-time constant folding for VA…",
          "author_name": "Sanket Pandit",
          "author_login": "panditsa",
          "committed_at": "2026-04-03T17:00:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b07277d3b05989d004fa87960cd2af4408c96364",
          "body": "Model the AMDGCN Scalar Condition Code (SCC) flag as a first-class MLIR\ntype in WaveASM instead of treating it as an implicit side effect.\n\n### Problem\n\nMany SALU instructions (bitwise, shifts, adds, compares) clobber the\nhardware SCC flag, but WaveASM previously had no way to represent this\nin the \n[…]\nte operands.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Sanket Pandit <sanket.pandit@amd.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[asm] Explicit SCC modeling (#1219)",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-04-03T16:40:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a5f720d2229f1cc33eb547ee0e38edf167d8c671",
          "body": "…ss sort order + tests and fixes (#1220)\n\n- Cherry-picks\n[125cdc2](https://github.com/iree-org/wave/commit/125cdc213593411768ea494088e2f12eb81849c7)\n(\"Generalize WAR hazard detection and improve liveness sort order\")\nwhich extends WAR hazard detection beyond buffer_load to cover any\niter_arg/block_a\n[…]\nalue always has a defining op\n> - Adds tie-break rationale to the sort comparator comment\n\n---------\n\nSigned-off-by: xintin <gaurav.verma@amd.com>\nCo-authored-by: Sanket Pandit <sanket.pandit@amd.com>",
          "is_bot": false,
          "headline": "[asm] Cherry pick: Generalize WAR hazard detection and improve livene…",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-04-03T16:10:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "059c25ba2c0ee76bd260f3ead5e92dfee1407c25",
          "body": "The main goal of this is to be able to have memory addresses for reads\nin a loop be simplified to `start + IV * stride`, with each of those\nvalues either being constant or at least able to be hoisted outside of\nthe loop body.\n\nAdds a pre-codegen pipeline that flattens N-dimensional read addresses\nin\n[…]\n reads\n\nThis adds some new lit tests that show that with our mxfp4 shuffle\nlayout we can generate linearized reads with constant stride.\n\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "Linearize read indices pipeline (#1196)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-04-03T15:06:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e85de690aa6c77fcef9eb9fd610a38f0ff98410b",
          "body": "ScaledMMA is an MMA for heuristic purposes, should be treated in the\nsame way.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] account for ScaledMMA in propagation heuristic (#1234)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-03T14:20:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e2e5faa6113eddf2a6219d8409f3a09a6f140607",
          "body": "Mostly NFC.\n\nThis provides a more sound alternative with the right key type to\nDictionaryAttr and will allow to remove string-based comparisons.\n\n---------\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] use WaveSymbolMappingAttr for vector shapes (#1233)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-03T13:04:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bef40dba3767287b6a0b9c77bbff14d33c9fc14d",
          "body": "Group all logic pertaining to index expressions in\nIndexExprInference.h/cpp. This fixes the layering between interfaces\nthat need be op-agnostic and analysis using the interface that isn't.\n\nMove the index expression inference pass into its own file from\nInferTypes.cpp where it was originally bootstrapped to reuse lattice\nutilities.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[water] reorganize index expr related files, NFC (#1231)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-03T08:55:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3a3fd6fcdb797dd6228ccccb047eb929e06e08ac",
          "body": "This is a separate field of the index expression lattice so it is\nhelpful to highlight which field is causing conflicts.\n\n---------\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>\nCo-authored-by: Tim Gymnich <tim@gymni.ch>",
          "is_bot": false,
          "headline": "[water] improve error message for source vector shape conflict (#1230)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-02T21:18:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "baaff6cfbc2231040fc9c23174ba428057b84515",
          "body": null,
          "is_bot": false,
          "headline": "Add a e2e test for water index exprsssions in attention (#1171)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-02T19:18:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "193d30b02c6bf35ea891d0f5c85020594c5ff407",
          "body": "Signed-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "fix syntax error (#1232)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-02T16:54:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de592dcd5df783b78c8c39e1304484a854e3a1fb",
          "body": "It is unfortunately necessary to introduce this additional complexity to\nreflect the naive non-dataflow approach in the python counterpart: keep\ntrack of the vector shape of the operation from which the lattice\noriginally propagates. This is required by the propagation-stopper\nheuristic that cannot \n[…]\ne, but necessary to match\nthe current behavior. It must be revised as soon as possible to avoid\npriorities and non-local behavior altogether.\n\n---------\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] provenance-based propagation heuristic (#1206)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-02T15:41:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d0c4b8bd0c21fc3c8cabcc1738413bf3f45e295c",
          "body": "This has been failing intermittently on CI for over a month with no\nintention to fix, I'm tired of having to triage.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "disable flaky rdna4 test (#1229)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-04-02T15:38:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c283f993f95d6fb58075f1515aeaebdeab65cc42",
          "body": "- Add ScaledMMAOp\nfixes #924\n\n---------\n\nSigned-off-by: Tim Gymnich <tim@gymni.ch>",
          "is_bot": false,
          "headline": "[water] Add ScaledMMAOp (#1136)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-04-02T13:50:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2301899ffb626bf4cd269451816f02690358f04",
          "body": "Add a progressive MLIR roundtrip test for the tagged MXFP4 GEMM kernel\n(`get_tagged_mxfp4_gemm` + `get_mxfp4_dbuf_schedule`), matching the\nconfiguration used in `examples/python/7.1_schedule.py`. All 49 pipeline\npasses are xfailed, with currently visible causes being:\n\n- Passes 1-11: emitter lacks a\n[…]\nn_progressive_roundtrip` resilient to pass crashes\nvia try/except/else so a single crashing pass no longer aborts the\nremaining passes.\n\nFixes #925\n\nSigned-off-by: Martin Lücke <martin.luecke@amd.com>",
          "is_bot": false,
          "headline": "[wave2water] Add MXFP4 GEMM progressive roundtrip test (#1224)",
          "author_name": "Martin Paul Lücke",
          "author_login": "martin-luecke",
          "committed_at": "2026-04-02T06:48:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6fb475195ff2eaea8e8cf932a96307010394d92d",
          "body": "…209)\n\nAdd NonEmittingOp trait to replace the hardcoded op list in\nHazardMitigation, and add InsertOp as the dual of ExtractOp for in-place\nsub-register replacement in wide registers.\n\nNonEmittingOp trait is applied to PackOp, ExtractOp, InsertOp,\nPrecoloredSRegOp, PrecoloredVRegOp, ConstantOp, DCEP\n[…]\nandleFatRawBufferCast\nsuppress-swizzle path for PackOp-built SRDs.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[waveasm] Add NonEmittingOp trait and InsertOp to WaveASM dialect (#1…",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-04-01T15:17:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "725f3bae7c4819c76cba95f7a72ade2ebcf790f7",
          "body": "…R roundtrip (#1213)\n\nFix `in_thread_transpose` passing a bare `int` to `Reshape.target_vector_shape` where the type annotation requires `dict[IndexSymbol, int]`. This was the only call site violating the contract (e.g. `decompose_scan_ops.py` does it correctly). Removes the FIXME(#873) workaround i\n[…]\nr always recreates one per iterate result.\n\nTogether, these fixes resolve all outstanding round-trip failures for the attention kernel.\nFixes #1019\n\nSigned-off-by: Martin Lücke <martin.luecke@amd.com>",
          "is_bot": false,
          "headline": "[wave2water] Fix Reshape type violation and enable full attention MLI…",
          "author_name": "Martin Paul Lücke",
          "author_login": "martin-luecke",
          "committed_at": "2026-04-01T09:29:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "99697f0bcd64898455ddf720732f0d414df3c7c9",
          "body": "When the compiler emits IR for sympy expressions containing multiple\nfraction additions, it defaulted to cross-multiplication even when the\ndenominator was the same across all fractions. This caused denominator\nexplosion. This is now fixed : it identifies when denominators are\nidentical and directly adds the corresponding numerators instead.\n\n---------\n\nSigned-off-by: Aurore De Spirlet <aurore.despirlet@amd.com>",
          "is_bot": false,
          "headline": "Optimize same-denominator fraction addition in gen_sympy_index (#1212)",
          "author_name": "Aurore De Spirlet",
          "author_login": "adedespirlet",
          "committed_at": "2026-04-01T00:32:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d4eb3f916ba7e82e1fb6d9729246af99292e420",
          "body": "Fix opsel scaled_mfma pass for (2,2) wave shapes and asymmetric blocks\n\nSquashed cherry-pick of 7 opsel/scale coalescing fixes from\n`panditsa:4waveasm-256x192x256`:\n1. Handle untraceable yield values in _find_mergeable_groups (aa2a9754)\n2. Add _merge_scale_byte_loads for unrolled sub-word scale load\n[…]\n was passed to scf.YieldOp, which crashed.\nFix: Added a filter to drop unresolved groups (yield_source=None) before\nbuilding the coalesce plan.\n\n---------\n\nSigned-off-by: xintin <gaurav.verma@amd.com>",
          "is_bot": false,
          "headline": "[asm] Cherry pick opsel scaled mfma fix (#1215)",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-03-31T22:59:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0cbff5e8406989e3e10753532820c4917a815a8d",
          "body": "Support roundtripping vector shapes. This required special handling for\nMMA ops where, on the MLIR side, we set vector shapes as a list for LHS,\nRHS, Accumulator and Result similarly to index expressions and, on the\nFX side, there is a single vector shapes entry that contains dimensions\nfrom all val\n[…]\nrateOp in the dialect\ninstead since GetResult are fundamentally absent from the MLIR\ncounterpart. An alternative solution could be to simply ignore GetResult\nduring comparison of vector shape entries.",
          "is_bot": false,
          "headline": "[wave2water] roundtrip vector shapes (#1202)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-31T10:41:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "46a069d90204092866a0e74f0e428b9a72658d13",
          "body": "- Adds `_resolve_chained_subs` to\n`wave_lang/kernel/_support/indexing.py` which topologically sorts\nsubstitution entries by their symbol dependencies, ensuring derived\nsymbols like `K_SCALE = K // 32` fully resolve when `K` is also in the\nsubstitution dict.\n- `IndexingContext.set_subs` now calls `_r\n[…]\ngle/multi-level chains, floor-div,\nPiecewise, circular dependency warnings, order independence, and\nintegration with `IndexingContext`.\n\n---------\n\nSigned-off-by: Sanket Pandit <sanket.pandit@amd.com>",
          "is_bot": false,
          "headline": "Resolve chained symbol dependencies in IndexingContext.set_subs (#1183)",
          "author_name": "Sanket Pandit",
          "author_login": "panditsa",
          "committed_at": "2026-03-30T21:29:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f2028ec55c8e61bcacbc22232b1f596609d39e9e",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260327...iree-3.12.0rc20260330\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1207)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-03-30T20:24:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e94fc5a59ee4975d815a59f6bc459c95fc9ef86f",
          "body": "…(#1188)\n\nEliminate all raw assembly string manipulation from SRD (Shader Resource\nDescriptor) construction, replacing it with typed MLIR ops visible to\nthe register allocator.\n\n### What changed\n\n**Core refactor:** SRD construction in `handleFatRawBufferCast`,\n`emitSRDBaseAdjustment`, and `handleMak\n[…]\n pass now inserts explicit copies for ExtractOp\ninputs to PackOps.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[asm] Replace RawOp with typed SALU ops + PackOp in SRD construction …",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-03-30T19:02:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d518d4ef77c5f9234ca2b2f458b433b50534b25a",
          "body": "…1184)\n\nisMultiWaveKernel() only checked workgroup_size_y > 1 or _z > 1, missing\nkernels like [256, 1, 1] that pack 4 waves into the X dimension. This\ncaused gpu.thread_id to emit v_mbcnt (lane_id 0-63) instead of reading\nhardware v0 (workitem_id_x 0-255), so every wave saw the same thread IDs\nand wrote to the same output region.\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "Fix isMultiWaveKernel() to detect multi-wave kernels with wgX > 64 (#…",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-03-30T17:12:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52f520409118b4fe09f4ac85ff609665c2420edb",
          "body": "…calization (#1208)\n\nPreviously, `vector_shapes` were only present on `IterArg` and\n`GetResult` nodes from the original graph, but not propagated when new\ninstances of these nodes were created during software pipelining or when\ncapture placeholders were materialized for region-captured operands.\n\nTh\n[…]\nlders created by\n`materialize_capture_placeholder` and `_canonicalize_nested_region`,\nfixing missing shapes on region-captured operands.\n\n---------\n\nSigned-off-by: Martin Lücke <martin.luecke@amd.com>",
          "is_bot": false,
          "headline": "Propagate vector_shapes through loop reconstruction and region canoni…",
          "author_name": "Martin Paul Lücke",
          "author_login": "martin-luecke",
          "committed_at": "2026-03-30T16:18:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6e3416cc79cf95b1255390ca62ff8c5334f62ec9",
          "body": "…(#1197)\n\nWhen the waveasm backend runs out of registers, the assembler previously\nproduced many repeated \"register index is out of range\" errors (one per\ninstruction using an out-of-range register). Replace this with a single\ndiagnostic that states how many registers the kernel needs vs. how many\na\n[…]\nlimit (which can happen when\nthe emitter adds swap-temp registers for loop back-edge copies), emit\none error before writing any assembly.\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "[waveasm] Emit a single clear error when register budget is exceeded …",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-03-30T16:06:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "35799f1b4410a2ff1a3c934e6743b6280e3ba524",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260325...iree-3.12.0rc20260327\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\n---------\n\nSign\n[…]\nreply.github.com>\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>\nCo-authored-by: Ivan Butygin <ivan.butygin@gmail.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1201)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-03-28T23:52:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2989d7a056493439c64d5c9d66572b768afcf314",
          "body": "Introduces wave.bitcast, a new Water dialect op that reinterprets the\nraw bits of a register-resident tensor as a different element type.\nUnlike a plain type cast, bitcast preserves the total bit count by\nscaling exactly one tensor dimension by the source-to-destination\nelement bitwidth ratio.\n\nNew \n[…]\n dimension symbolically.\n\nLowering\n- Pattern to lower wave.bitcast between fully-typed wave tensors to an\narith.bitcast on the underlying vector.\n\nfixes #922\n\nSigned-off-by: Tim Gymnich <tim@gymni.ch>",
          "is_bot": false,
          "headline": "[water] Add BitcastOp and Scaled Dimensions (#1135)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-03-28T08:38:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2d2aeaa16ae0e97cfa86b13e41d62c9ee9926fd9",
          "body": "Reverts iree-org/wave#1187\n\nThis is breaking some tests, but wasn't caught by CI because of a race\nin merges.",
          "is_bot": false,
          "headline": "Revert \"Bump IREE requirement pins to their latest versions.\" (#1204)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-27T17:11:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbbca6529bec51531577e7009b6e1971aee0fe23",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.12.0rc20260324...iree-3.12.0rc20260325\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1187)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-03-27T09:08:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3e3cd9be5800246c41ca49f0e3f414f43932484",
          "body": "Port the heuristic stopping index expression propagation from pywave. It\nis vaguely based on the notion of completeness and avoids propagating\nincomplete index expression sets, i.e., sets that are not covering\ndimensions that will be subject to expansion later on. In practice, it\nserves to avoid expression conflicts in attention kernels.",
          "is_bot": false,
          "headline": "[water] index propagation stopper heuristic (#1165)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-27T09:06:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "775f1a3d5b239e09b46b091b16bdddfa8a14021e",
          "body": "All of our requirements files have a maximum bound of torch <2.9, except\nour pyproject.toml was different (<2.10). This standardizes them by\nbumping up to 2.10 everywhere. Previously a bump up broke CI, but I want\nto try again without the other changes that were in the last PR that did\nthis, and see whether they are real failures or just flakey tests.\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "standardize torch version bounds, bumping up to 2.10 (#1190)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-03-26T20:44:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c832971c2b78c182cee163054ceaf6493e27a0b",
          "body": "Signed-off-by: Tim Gymnich <tim@gymni.ch>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add requirements-pytorch-rocm-generated.txt to gitignore (#1195)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-03-26T12:41:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f8519c917f5a01974cc91dc35f64102fbd42e921",
          "body": "remove left over write to file\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nSigned-off-by: Tim Gymnich <tim@gymni.ch>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove debug output in tests (#1193)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-03-26T11:58:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "32e5fc752d125431b6812f7b8c59badc250029ed",
          "body": "This is similar to index expressions and should arguably be integrated\nwith them. For now, attaching these as attributes for consistency with\npywave.",
          "is_bot": false,
          "headline": "[water] attach vector shapes to ops (#1181)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-26T10:46:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "951ad78ddcfc2ceea4bbf5a219255422066f04fc",
          "body": "## Summary\n- Bumps `iree-base-compiler` and `iree-base-runtime` from `~=3.11.0rc`\nto `~=3.12.0rc` in `pyproject.toml`\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nSigned-off-by: Tim Gymnich <tim@gymni.ch>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump IREE RC version to 3.12 (#1192)",
          "author_name": "Tim Gymnich",
          "author_login": "tgymnich",
          "committed_at": "2026-03-26T09:16:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "396ee770f9286faee162ebe6fba99d5d2301a8e8",
          "body": "The gen-pytorch-rocm-requirements.py script was selecting the first\nwheel source whose URL responded to an HTTP HEAD, without checking\nwhether it actually contained a torch version matching the spec. When\nthe PyTorch Foundation rocm7.2 index only carries torch>=2.11 but\nTORCH_SPEC requires <2.9, the\n[…]\ning a source.\nThis lets the script correctly fall through to the AMD --find-links repo\nwhen the PyTorch index lacks a compatible version.\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "Probe for matching torch version, not just live URL (#1185)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-03-25T15:53:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ca6e6fd112d65b4ea36f5f759c95f2befec38196",
          "body": "Only add them to tensors indexed by the induction variable.",
          "is_bot": false,
          "headline": "[water] don't add tiling constraints to irrelevant indexes (#1170)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-25T12:00:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4ddd3d9a73f509e1731308c55cf1f7879ccdc28",
          "body": "Remove the microoptimization since it results in `getresult` operation\nhaving index expressions, just incorrect ones, confusing for whoever\nattempts to debug the algorithm.",
          "is_bot": false,
          "headline": "propagate indices into getresult (#1169)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-25T12:00:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65b65882849add20b5e41f0cf434f7310b2bc7ab",
          "body": "Add instructions attempting to improve code review quality.",
          "is_bot": false,
          "headline": "[water] add copilot instructions (#1186)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-25T11:59:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee4018ac38ce72f16e4f774efd9588d44cbba808",
          "body": "These were not supported originally but may happen in practice, in\nparticular for fused attentions.",
          "is_bot": false,
          "headline": "[wave2water] water analysis for multi-result iterates (#1167)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-25T09:27:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e85ef37c627fb6cede30af4451ff2fd103b8ed8",
          "body": "Identification of dimensions categories wasn't taking into account batch\ndimensions since it was written before we introduced those.",
          "is_bot": false,
          "headline": "[wave2water] correctly convert index expressions for batched mma (#1168)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-25T08:54:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5f330db3d50a944048e6b75b65c8331d0ce4712",
          "body": "Pywave may insert broadcasts and reshapes during the index inference and\nthey won't have water_id, or index expressions for that matter.",
          "is_bot": false,
          "headline": "[wave2water] handle missing water_id gracefully (#1166)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-25T08:21:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bef3b82c5502504f9d6cc1ef5009562ab36d4736",
          "body": "Set the co-called thread-independent constraints for all operations, not\nonly for privileged operations such as mmas and writes, during index\nexpression propagation. These include quantities derived from vector\nshapes, now available, or default indexing with 0 offset for dimensions\nnot involved in privileged operations and otherwise not deducible.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>\n\n---------\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] default-initialize index expressions for all ops (#1162)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-24T18:42:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f223c86396b699a65b7e62e49f27fed65cf03987",
          "body": "… (#1147)\n\nThe static file hardcoded ROCm 6.4, which breaks on other ROCm versions.\nUse gen-pytorch-rocm-requirements.py everywhere (IE in documentation,\nCI) instead, which auto-detects the installed ROCm version and probes\nfor a matching PyTorch wheel source.\n\nThis is a follow-up to the discussion in\nhttps://github.com/iree-org/wave/pull/1134\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "remove the static pytorch-rocm-requirements.txt, always use generator…",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-03-24T17:23:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "583f4b11c799859ec88fa0d8e34f02c8e8f4a720",
          "body": "Fixes the xfail tests for streamk.\n\nCommit 3865d264 introduced unconditional linearization of global-memory\nwrites, but the linearized offsets are computed from symbolic strides\n(strides_from_symbolic_shape) which can differ from the physical layout\nstrides. Memories with an explicit MemoryLayout --\n[…]\n linearization when the\nmemory's physical_layout shape differs from its symbolic shape, falling\nback to correct multi-dimensional stores.\n\n---------\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "[compiler] Guard write linearization (#1095)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-03-24T17:22:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6765b19b90ba17b06505bf67e21f7a8322a435ac",
          "body": "PackOp is a register allocation directive: its N inputs must form a\ncontiguous register block matching the pack result. Previously, pack\ninputs got independent allocations to arbitrary registers while the\nresult got a correct contiguous allocation, leaving downstream consumers\nreading uninitialized \n[…]\nr properly handling SRD construction instead of\nusing raw asm ops.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[asm] Handle PackOp inputs in regalloc liveness and linear scan (#1144)",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-03-24T17:14:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2320d7daef77c05b762efb0159ffd451031bfd1e",
          "body": "Add propagation of index expressions across reductions, which is a\nprerequirement for inferring index expression in attention kernels. This\ndoesn't yet add initialization for index expressions, which isn't needed\nfor this use case.",
          "is_bot": false,
          "headline": "[water] propagate index expressions across reductions (#1161)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-24T15:56:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "231d6cc1252dc2ec4456ccc3a42b4d80eba30156",
          "body": "…unrolled loops (#1175)\n\nFix G2S guard formula for eliminate_epilogue with unrolled loops\nThe guard_g2s_with_bounds_check function used (num_stages-1)*step as\nthe prefetch offset, which is incorrect when loop unrolling is active.\nWith step=2 (unroll factor 2) and a 3-stage pipeline, this produced\nIV\n[…]\n -- all with ee + sched + bufops\n```\n\n---------\n\nSigned-off-by: Sanket Pandit <sanket.pandit@amd.com>\nSigned-off-by: xintin <gaurav.verma@amd.com>\nCo-authored-by: Sanket Pandit <sanket.pandit@amd.com>",
          "is_bot": false,
          "headline": "[Cherry-pick][asm] Fix G2S guard formula for eliminate_epilogue with …",
          "author_name": "Gaurav Verma",
          "author_login": "xintin",
          "committed_at": "2026-03-24T15:34:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0e153e3fcd9ffe00739f6599ea68e66df2c118a5",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.11.0...iree-3.12.0rc20260324\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1177)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-03-24T14:57:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5be470f11db64042e930f865ff6b1f218e875a0",
          "body": "These two quantities are related: vector shapes indicate the (desired)\nshape of the data processed by each operation instance after\ndistribution and unrolling, index expressions the position of the that\nin the larger tensor. In some cases, they may influence each other\nduring propagation. In future, we should consider folding them into one\ndata structure but for now be consistent with pywave.",
          "is_bot": false,
          "headline": "[water] propagate vector shapes along index expressions (#1160)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-24T14:42:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "185c538a57013c29b3a918e9d864bb38637284ec",
          "body": "Simplifies buffer GEP handling in `translateFromLLVM` and properly folds\nbare-pointer offsets into SRD base addresses.\n\n- **Unify buffer GEP paths**: Instead of propagating bare-pointer\noffsets through `setBaseOffset` into a special-case branch in\n`handleGEP`, collapse the two buffer GEP code paths \n[…]\ntlane_b32` (or a pair for i64);\nno-op passthrough for SGPR inputs.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "[asm] Improve TranslateFromLLVMDialect GEP handling (#1173)",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-03-24T14:41:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "20dd2b2cf86134f996c3da093fb39220b8ed61dc",
          "body": "Default linking with BFD takes unnecessarily long, bias towards LLD.",
          "is_bot": false,
          "headline": "[water] improve build description (#1176)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-24T12:38:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06e1116b8d9b2dcbbd1e599ce6f9d2af38ced91c",
          "body": "MMA ops require specific index expressions set during initialization of\nthe analysis. We shouldn't allow these values to be overwritten, even\nwith indexes defined by other MMA ops to avoid indexing and hit the\nright instruction. If the index for an MMA operand specified at its\ndefinition point diffe\n[…]\nions rather than immediately detecting conflicts. A separate\nanalysis would then choose between the possible expressions based on\nsome criteria, materialize meaningful reshapes and drop the noop ones.",
          "is_bot": false,
          "headline": "[water] don't propagate index expressions through MMA ops (#1149)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-24T12:36:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "604f2595631ee57e9cae8362ecba20c2f78e2350",
          "body": "This has been failing intermittently with no attempt to fix for multiple\nmonths. Disabling.",
          "is_bot": false,
          "headline": "disable flaky test (#1164)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-24T12:35:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14507461df8aff493f57fb42b70b8024fcb7e936",
          "body": "Existing logic would override MMA vector_shape with the user-specified\nvalue from hardware constraints. This is incorrect unless the\nuser-specified value matches the vector shape expected by the MMA\ninstruction.",
          "is_bot": false,
          "headline": "don't override MMA vector_shape (#1141)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-24T10:29:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6fa1054e79371663aa256c101669bfb743740b82",
          "body": "We don't want to accidentally break these. Fix the pre-existing\nfailures.",
          "is_bot": false,
          "headline": "[water] test documentation builds on CI (#1172)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-23T13:54:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e1e0e3b4e02806bde6ea697300de441ccd38806",
          "body": "Several places in the index expression analysis have been directly\noverriding pre-existing lattice values, in particular for:\n\n - block arguments during forward initialization, with bottom;\n - terminator operands during backward initialization, with bottom;\n - op operands during backward initializat\n[…]\nto that is to meld initalization and visitation functions, but\nit comes with higher code complexity of visitation functions and\npotentially higher cost.\n\nSigned-off-by: Alex Zinenko <git@ozinenko.com>",
          "is_bot": false,
          "headline": "[water] dont blindly override index lattice values (#1148)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-23T08:43:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "226700f0ed00fb080e5fd015cd83e87fe734405b",
          "body": "They were hurting my aesthetic feelings for way too long.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Sort lists in cmake files in pre-commit (#1084)",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-03-21T00:32:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "65601846fb4d2af78209e99ad4cd703cdb2b54c0",
          "body": "Kernel execution is async, it can outlive the test function if we don't\ncheck the result or explicitly synchronize.\n\n---------\n\nSigned-off-by: Ivan Butygin <ivan.butygin@gmail.com>",
          "is_bot": false,
          "headline": "Disable flaky cache test (#1151)",
          "author_name": "Ivan Butygin",
          "author_login": "Hardcode84",
          "committed_at": "2026-03-20T18:57:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "80e64d3c23f7980096af657ffdcb1dbe25fe6f4a",
          "body": "Diff:\nhttps://github.com/iree-org/iree/compare/iree-3.11.0rc20260318...iree-3.11.0\n\nAuto-generated by GitHub Actions using\n[`.github/workflows/update_iree_requirement_pins.yml`](https://github.com/iree-org/wave/blob/main/.github/workflows/update_iree_requirement_pins.yml).\n\nSigned-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: iree-pr-automator[bot] <iree-github-actions-bot@google.com>",
          "is_bot": true,
          "headline": "Bump IREE requirement pins to their latest versions. (#1158)",
          "author_name": "iree-pr-automator[bot]",
          "author_login": "iree-pr-automator[bot]",
          "committed_at": "2026-03-20T14:12:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d23224074f2766b3c69d00e2b57f326c35ff70c0",
          "body": null,
          "is_bot": false,
          "headline": "bump LLVM version (#1157)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-20T14:12:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f8ace936e9f442ae73530237b7073fea9e568ae",
          "body": "Re: https://github.com/iree-org/wave/pull/1150\n\nSigned-off-by: William G Hatch <william@hatch.uno>",
          "is_bot": false,
          "headline": "add upper bound to gen-pytorch-rocm-requirements.py (#1154)",
          "author_name": "William G Hatch",
          "author_login": "willghatch",
          "committed_at": "2026-03-19T17:09:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d8c1c6b0ea2291c2271256a4ad1f0941bd6b22a",
          "body": "These are much less expensive than e2e tests and may show errors without\nwaiting for e2e to complete.",
          "is_bot": false,
          "headline": "Run LIT tests earlier in the CI workflow (#1152)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-19T16:35:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "336951908cda11f2e1674878d046bfbc1b7290fa",
          "body": "Reverts iree-org/wave#1134. Let's see if this somehow broke wave runtime\ntests.",
          "is_bot": false,
          "headline": "Revert \"fix torch specs in requirements files\" (#1150)",
          "author_name": "Oleksandr \"Alex\" Zinenko",
          "author_login": "ftynse",
          "committed_at": "2026-03-19T16:00:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 9,
      "commits_last_year": 882,
      "latest_release_at": "2025-12-23T17:45:20Z",
      "latest_release_tag": "v3.9.1",
      "releases_from_tags": false,
      "days_since_last_push": 26,
      "active_weeks_last_year": 40,
      "days_since_latest_release": 214,
      "mean_days_between_releases": 19.7
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 50,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "wave-lang",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/wave-lang/",
          "is_deprecated": false,
          "latest_version": "3.9.1",
          "repository_url": "https://github.com/iree-org/wave/",
          "versions_count": 9,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2025-07-22T05:11:58.063091Z",
          "latest_published_at": "2025-12-23T18:12:55.315247Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 214
        }
      ]
    },
    "popularity": {
      "forks": 32,
      "stars": 58,
      "watchers": 6,
      "fork_history": {
        "days": [
          {
            "date": "2025-07-16",
            "count": 4
          },
          {
            "date": "2025-07-17",
            "count": 2
          },
          {
            "date": "2025-07-21",
            "count": 2
          },
          {
            "date": "2025-07-22",
            "count": 2
          },
          {
            "date": "2025-07-24",
            "count": 3
          },
          {
            "date": "2025-07-25",
            "count": 1
          },
          {
            "date": "2025-07-28",
            "count": 1
          },
          {
            "date": "2025-07-30",
            "count": 1
          },
          {
            "date": "2025-07-31",
            "count": 1
          },
          {
            "date": "2025-08-18",
            "count": 1
          },
          {
            "date": "2025-08-20",
            "count": 1
          },
          {
            "date": "2025-09-04",
            "count": 1
          },
          {
            "date": "2025-09-09",
            "count": 2
          },
          {
            "date": "2025-09-24",
            "count": 1
          },
          {
            "date": "2025-11-12",
            "count": 1
          },
          {
            "date": "2026-01-07",
            "count": 1
          },
          {
            "date": "2026-02-07",
            "count": 1
          },
          {
            "date": "2026-02-11",
            "count": 1
          },
          {
            "date": "2026-02-21",
            "count": 1
          },
          {
            "date": "2026-03-13",
            "count": 1
          },
          {
            "date": "2026-03-30",
            "count": 1
          },
          {
            "date": "2026-04-14",
            "count": 1
          },
          {
            "date": "2026-04-25",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 32,
        "total_forks": 32
      },
      "star_history": null,
      "open_issues_and_prs": 174
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": true,
      "typecheck_configs": [],
      "toolchain_manifests": [
        "wave_lang/kernel/wave/scheduling/aplp/Cargo.toml"
      ],
      "largest_source_bytes": 162291,
      "source_files_sampled": 528,
      "oversized_source_files": 19,
      "agent_instruction_files": [
        ".github/instructions/water-review.instructions.md"
      ],
      "agent_instruction_max_bytes": 1071
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "requirements-iree-pinned.txt",
        "setup.py",
        "water/requirements-dev.txt"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 2,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 31,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "dill",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "iree-base-compiler",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.12.0rc"
        },
        {
          "name": "iree-base-runtime",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.12.0rc"
        },
        {
          "name": "ml_dtypes",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "sympy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.6,<2.10"
        },
        {
          "name": "typing_extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "dill",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "iree-base-compiler",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "iree-base-compiler",
            "direct": true,
            "version": "3.12.0rc20260410",
            "ecosystem": "pypi"
          },
          {
            "name": "iree-base-runtime",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "iree-base-runtime",
            "direct": true,
            "version": "3.12.0rc20260410",
            "ecosystem": "pypi"
          },
          {
            "name": "ml-dtypes",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyo3",
            "direct": false,
            "version": null,
            "ecosystem": "crates"
          },
          {
            "name": "rayon",
            "direct": false,
            "version": null,
            "ecosystem": "crates"
          },
          {
            "name": "cmake",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "filecheck",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lit",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "myst-parser",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nanobind",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ninja",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools-rust",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools-scm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "shibuya",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autobuild",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-mermaid",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wheel",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 33,
        "direct_count": 10,
        "indirect_count": 23
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 81,
        "merged_prs": 924,
        "open_issues": 93,
        "closed_ratio": 0.443,
        "closed_issues": 74,
        "closed_unmerged_prs": 130
      },
      "bus_factor": 4,
      "bot_contributors": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "Hardcode84",
          "commits": 262,
          "avatar_url": "https://avatars.githubusercontent.com/u/3274859?v=4"
        },
        {
          "type": "User",
          "login": "harsh-nod",
          "commits": 224,
          "avatar_url": "https://avatars.githubusercontent.com/u/3144552?v=4"
        },
        {
          "type": "User",
          "login": "ftynse",
          "commits": 181,
          "avatar_url": "https://avatars.githubusercontent.com/u/1512299?v=4"
        },
        {
          "type": "User",
          "login": "raikonenfnu",
          "commits": 108,
          "avatar_url": "https://avatars.githubusercontent.com/u/68087699?v=4"
        },
        {
          "type": "User",
          "login": "tgymnich",
          "commits": 83,
          "avatar_url": "https://avatars.githubusercontent.com/u/7985149?v=4"
        },
        {
          "type": "User",
          "login": "willghatch",
          "commits": 67,
          "avatar_url": "https://avatars.githubusercontent.com/u/4922506?v=4"
        },
        {
          "type": "User",
          "login": "tyb0807",
          "commits": 63,
          "avatar_url": "https://avatars.githubusercontent.com/u/23738463?v=4"
        },
        {
          "type": "User",
          "login": "stellaraccident",
          "commits": 60,
          "avatar_url": "https://avatars.githubusercontent.com/u/494208?v=4"
        },
        {
          "type": "User",
          "login": "martin-luecke",
          "commits": 51,
          "avatar_url": "https://avatars.githubusercontent.com/u/16363540?v=4"
        },
        {
          "type": "User",
          "login": "xintin",
          "commits": 46,
          "avatar_url": "https://avatars.githubusercontent.com/u/48321602?v=4"
        }
      ],
      "contributors_sampled": 61,
      "top_contributor_share": 0.173
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build_and_release.yml",
        "ci-gpu.yaml",
        "ci-happy.yml",
        "ci.yaml",
        "perf.yaml",
        "pre-commit.yaml",
        "pypi-publish.yml",
        "update_iree_requirement_pins.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": null,
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-26T07:42:23Z",
      "oldest_open_prs": [
        {
          "number": 87,
          "created_at": "2025-07-24T08:45:34Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 93,
          "created_at": "2025-07-24T21:23:41Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 101,
          "created_at": "2025-07-25T17:22:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 105,
          "created_at": "2025-07-26T00:39:05Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 140,
          "created_at": "2025-07-31T19:10:24Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 163,
          "created_at": "2025-08-05T03:10:36Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 182,
          "created_at": "2025-08-09T00:20:52Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 198,
          "created_at": "2025-08-13T20:12:46Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 231,
          "created_at": "2025-08-22T21:20:49Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 247,
          "created_at": "2025-08-27T22:58:56Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 312,
          "created_at": "2025-09-23T13:43:27Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 330,
          "created_at": "2025-10-01T01:51:18Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 342,
          "created_at": "2025-10-07T00:30:47Z",
          "last_comment_at": "2025-10-07T22:12:43Z",
          "last_comment_author": "harsh-amd"
        },
        {
          "number": 347,
          "created_at": "2025-10-08T20:02:42Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 451,
          "created_at": "2025-11-15T01:34:01Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 490,
          "created_at": "2025-11-26T23:22:29Z",
          "last_comment_at": "2025-12-01T12:06:08Z",
          "last_comment_author": "ftynse"
        },
        {
          "number": 500,
          "created_at": "2025-11-30T19:35:25Z",
          "last_comment_at": "2025-12-01T12:03:03Z",
          "last_comment_author": "ftynse"
        },
        {
          "number": 534,
          "created_at": "2025-12-05T13:04:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 542,
          "created_at": "2025-12-08T16:44:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 560,
          "created_at": "2025-12-10T16:51:21Z",
          "last_comment_at": "2025-12-11T00:22:40Z",
          "last_comment_author": "ScottTodd"
        }
      ],
      "last_merged_pr_at": "2026-04-27T20:50:55Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 63,
          "created_at": "2025-07-22T07:23:47Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 67,
          "created_at": "2025-07-22T10:15:17Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 92,
          "created_at": "2025-07-24T14:34:12Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 97,
          "created_at": "2025-07-25T02:11:26Z",
          "last_comment_at": "2025-08-21T07:54:29Z",
          "last_comment_author": "yichiche"
        },
        {
          "number": 106,
          "created_at": "2025-07-26T01:16:04Z",
          "last_comment_at": "2025-09-03T01:24:15Z",
          "last_comment_author": "yichiche"
        },
        {
          "number": 142,
          "created_at": "2025-07-31T21:30:14Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 143,
          "created_at": "2025-08-01T01:33:48Z",
          "last_comment_at": "2025-08-20T23:31:20Z",
          "last_comment_author": "paulzzy"
        },
        {
          "number": 171,
          "created_at": "2025-08-07T12:26:17Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 172,
          "created_at": "2025-08-07T12:30:28Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 173,
          "created_at": "2025-08-07T12:37:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 189,
          "created_at": "2025-08-11T18:24:44Z",
          "last_comment_at": "2025-08-16T17:55:17Z",
          "last_comment_author": "tyb0807"
        },
        {
          "number": 199,
          "created_at": "2025-08-13T23:52:09Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 208,
          "created_at": "2025-08-18T23:01:00Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 211,
          "created_at": "2025-08-19T09:27:48Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 230,
          "created_at": "2025-08-22T16:32:42Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 304,
          "created_at": "2025-09-16T18:20:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 314,
          "created_at": "2025-09-23T15:28:16Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 337,
          "created_at": "2025-10-03T11:59:19Z",
          "last_comment_at": "2025-10-03T18:57:20Z",
          "last_comment_author": "Hardcode84"
        },
        {
          "number": 458,
          "created_at": "2025-11-18T16:49:14Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 459,
          "created_at": "2025-11-18T23:18:29Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/iree-org/wave",
    "host": "github.com",
    "name": "wave",
    "owner": "iree-org"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 70,
      "inputs": {
        "security": 46,
        "vitality": 81,
        "community": 57,
        "governance": 76,
        "engineering": 81
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 81,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "commits_last_year": 882,
              "human_commit_share": 0.89,
              "days_since_last_push": 26,
              "active_weeks_last_year": 40
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 26 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 26
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "40/52 weeks with commits",
                "points": 27.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 40
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "882 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 882
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "releases_count": 9,
              "latest_release_tag": "v3.9.1",
              "releases_from_tags": false,
              "days_since_latest_release": 214,
              "mean_days_between_releases": 19.7
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "9 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 214 days ago",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 214
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~19.7 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 19.7
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "OpenSSF Scorecard unavailable",
                "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": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 96,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 96 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 96
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 57,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 45,
            "inputs": {
              "forks": 32,
              "stars": 58,
              "watchers": 6,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "58 stars",
                "points": 28.5,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 58
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "32 forks",
                "points": 12.4,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 32
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "6 watchers",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "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": 18,
                "status": "met",
                "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": "good",
        "name": "Sustainability & Governance",
        "value": 76,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "bus_factor": 4,
              "contributors_sampled": 61,
              "top_contributor_share": 0.173
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "4 contributor(s) cover half of all commits",
                "points": 43.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 17% of commits",
                "points": 18.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 17
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "61 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 61
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "merged_prs": 924,
              "open_issues": 93,
              "closed_issues": 74,
              "issue_closed_ratio": 0.443,
              "closed_unmerged_prs": 130
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "44% of issues closed",
                "points": 20.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 44
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "924/1054 decided PRs merged",
                "points": 33.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 924,
                      "decided": 1054
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "followers": 205,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "iree-org",
              "public_repos": 33,
              "account_age_days": 1495
            },
            "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": "205 followers of iree-org",
                "points": 16.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 205,
                      "login": "iree-org"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "33 public repos, account ~4 yr old",
                "points": 19.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 33
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "packages": [
                "wave-lang"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 214
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 214 days ago",
                "points": 26,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 214
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "9 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "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": 10,
                "status": "met",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dependency_lockfiles"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 33,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [],
              "manifests": [
                "pyproject.toml",
                "requirements-iree-pinned.txt",
                "setup.py",
                "water/requirements-dev.txt"
              ],
              "has_codeql_workflow": false,
              "has_security_policy": false,
              "has_dependabot_config": true
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": "published library — lockfiles are an application concern, not expected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "lockfiles_not_expected",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 2 resolved dependencies against OSV; 31 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 2
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 31
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 2,
              "unassessed_packages": 31,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 2,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 12
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 72,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.989,
              "agent_instruction_files": [
                ".github/instructions/water-review.instructions.md"
              ],
              "agent_instruction_max_bytes": 1071
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/instructions/water-review.instructions.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".github/instructions/water-review.instructions.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": "88 of 89 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 88,
                      "sampled": 89
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.15,
              "toolchain_manifests": [
                "wave_lang/kernel/wave/scheduling/aplp/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0.01
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "wave_lang/kernel/wave/scheduling/aplp/Cargo.toml (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "wave_lang/kernel/wave/scheduling/aplp/Cargo.toml"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "15 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 15,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "1 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 162291,
              "source_files_sampled": 528,
              "oversized_source_files": 19
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "19/528 source files over 60KB",
                "points": 53,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 528,
                      "oversized": 19
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "OpenSSF Scorecard did not return a usable result (exit code -9); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T15:25:15.590031Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iree-org/wave.svg",
  "full_name": "iree-org/wave",
  "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 agregadasPyPI.