Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-29 15:55 UTC
triton-inference-server / model_analyzer
Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Server models.
triton-inference-server/model_analyzer erreicht einen Gesundheitsindex von 77 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Sustainability & Governance (87/100) ab, am schwächsten bei AI Readiness (44/100). Zuletzt vor 5 Tagen aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.
77
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
77
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
Triton Inference ServerOrganisation
2.032 Follower36 öffentliche Reposseit Juli 2020
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | triton-model-analyzer | 1.56.0 | 10.607 | 58 | vor 0 Tagen | tritontensorrtinferenceserverserviceanalyzernvidia |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
81
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 5 Tagen |
| 18/36 | Commit-Rhythmus — 26/52 Wochen mit Commits |
| 14.9/18 | Commit-Volumen — 45 Commits im letzten Jahr |
| 5/10 | OpenSSF Scorecard: Maintained — 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
Verwendete Eingangsdaten
| commits_last_year | 45 |
| human_commit_share | 1 |
| days_since_last_push | 5 |
| active_weeks_last_year | 26 |
Release-Disziplin
92Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 34 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 32 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 64,1 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 34 |
| latest_release_tag | v1.55.0 |
| releases_from_tags | nein |
| days_since_latest_release | 32 |
| mean_days_between_releases | 64,1 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
68
Popularität & Verbreitung
66Mittel
Wie die Bewertung erfolgt
| 44.1/60 | Stars — 523 Stars |
| 16.2/25 | Forks — 88 Forks |
| 5.3/15 | Watcher — 10 Watcher |
Verwendete Eingangsdaten
| forks | 88 |
| stars | 523 |
| watchers | 10 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
70Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Wie die Bewertung erfolgt
| 53.7/80 | Downloads pro Monat — 10.607 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | triton-model-analyzer |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10.607 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
87
Wie die Bewertung erfolgt
| 36/54 | Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab |
| 17.2/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 24 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 25 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 3 |
| contributors_sampled | 25 |
| top_contributor_share | 0,236 |
Reaktionsfähigkeit bei Issues & PRs
97Exzellent
Wie die Bewertung erfolgt
| 46/46.8 | Issue-Lösungsquote — 98 % der Issues geschlossen |
| 35.8/38.3 | PR-Annahme — 799/853 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Verwendete Eingangsdaten
| merged_prs | 799 |
| open_issues | 3 |
| closed_issues | 171 |
| issue_closed_ratio | 0,983 |
| closed_unmerged_prs | 54 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 23.8/25 | Reichweite des Inhabers — 2.032 Follower von triton-inference-server |
| 23.4/25 | Kontohistorie — 36 öffentliche Repos, Kontoalter ca. 6 Jahre |
Verwendete Eingangsdaten
| followers | 2.032 |
| owner_type | Organization |
| is_verified | — |
| owner_login | triton-inference-server |
| public_repos | 36 |
| account_age_days | 2.210 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen |
| 20/20 | Versionshistorie — 58 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | triton-model-analyzer |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 0 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
85
Engineering-Praktiken
92Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 3 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
75Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 4 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | deep-learning, inference, gpu, performance-analysis |
| has_wiki | nein |
| homepage | — |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
57
Sicherheitslage
57Mittel
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 7 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 3.8/7.5 | Maintained — 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| 0/5 | Packaging — keine Daten |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 4.5/5 | SAST — SAST tool detected but not run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,7 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
44
AI-Agentenkontext & Leitlinien
40Gefährdet
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 40/40 | Lesbare Commit-Historie — 97 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,97 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
AI-Verify-Loop (Build / Test / Typprüfung)
44Gefährdet
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — Dockerfile |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
AI-Code-Lesbarkeit für Modelle
54Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 54.5/55 | Handhabbare Dateigrößen — 3/347 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 82.674 |
| source_files_sampled | 347 |
| oversized_source_files | 3 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples |
Verwendete Eingangsdaten
| example_dirs | examples |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
523GitHub-Sterne
25Mitwirkende
45Commits, letzte 12 Monate
5Tage seit letztem Push
34Releases
3Bus-Faktor
3offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:triton-model-analyzer@1.56.0; advisories assessed against the repository dependency graph instead
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 88 ⇿
0Sterne
88Forks
34Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 0Minor 34Patch 0
Jeder Punkt umfasst 6 Tage.
OpenSSF Scorecard 5.7 / 10
5.7Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 29 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 7 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 5 | Maintained | 6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| k. A. | Packaging | packaging workflow not detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 9 | SAST | SAST tool detected but not run on all commits |
| 0 | Security-Policy | security policy file not detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direkte Abhängigkeiten 18
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | cryptography | >=3.3.2 | pyproject.toml |
| PyPI | distro | >=1.5.0 | pyproject.toml |
| PyPI | docker | >=4.3.1 | pyproject.toml |
| PyPI | gevent | >=22.08.0 | pyproject.toml |
| PyPI | grpcio | >=1.81.1 | pyproject.toml |
| PyPI | httplib2 | >=0.19.0 | pyproject.toml |
| PyPI | importlib_metadata | >=7.1.0 | pyproject.toml |
| PyPI | matplotlib | >=3.3.4 | pyproject.toml |
| PyPI | numba | >=0.51.2 | pyproject.toml |
| PyPI | optuna | ==3.6.1 | pyproject.toml |
| PyPI | pdfkit | >=0.6.1 | pyproject.toml |
| PyPI | prometheus_client | >=0.9.0 | pyproject.toml |
| PyPI | protobuf | — | pyproject.toml |
| PyPI | psutil | >=5.8.0 | pyproject.toml |
| PyPI | pyyaml | >=5.3.1 | pyproject.toml |
| PyPI | requests | >=2.24.0 | pyproject.toml |
| PyPI | tritonclient | >=2.4.0 | pyproject.toml |
| PyPI | urllib3 | >=2.0.7 | pyproject.toml |
Alle Abhängigkeiten nicht erhoben
Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [
"deep-learning",
"inference",
"gpu",
"performance-analysis"
],
"is_fork": false,
"size_kb": 6177,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 195453,
"Python": 2497107,
"Dockerfile": 1997,
"Go Template": 2393
},
"pushed_at": "2026-07-24T03:59:47Z",
"created_at": "2020-09-01T21:03:58Z",
"owner_type": "Organization",
"updated_at": "2026-07-28T07:48:59Z",
"description": "Triton Model Analyzer is a CLI tool to help with better understanding of the compute and memory requirements of the Triton Inference Server models.",
"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"
]
},
"owner": {
"blog": "https://developer.nvidia.com/nvidia-triton-inference-server",
"name": "Triton Inference Server",
"type": "Organization",
"login": "triton-inference-server",
"company": null,
"location": null,
"followers": 2032,
"avatar_url": "https://avatars.githubusercontent.com/u/68086070?v=4",
"created_at": "2020-07-09T22:27:32Z",
"is_verified": null,
"public_repos": 36,
"account_age_days": 2210
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.55.0",
"kind": "minor",
"published_at": "2026-06-26T16:26:15Z"
},
{
"tag": "v1.54.0",
"kind": "minor",
"published_at": "2026-06-02T17:32:11Z"
},
{
"tag": "v1.53.0",
"kind": "minor",
"published_at": "2026-04-28T04:10:49Z"
},
{
"tag": "v1.52.0",
"kind": "minor",
"published_at": "2026-03-27T16:38:16Z"
},
{
"tag": "v1.51.0",
"kind": "minor",
"published_at": "2026-03-02T18:05:51Z"
},
{
"tag": "v1.50.0",
"kind": "minor",
"published_at": "2026-02-17T16:21:20Z"
},
{
"tag": "v1.49.0",
"kind": "minor",
"published_at": "2026-01-28T18:07:31Z"
},
{
"tag": "v1.48.0",
"kind": "minor",
"published_at": "2026-01-28T18:06:35Z"
},
{
"tag": "v1.47.0",
"kind": "minor",
"published_at": "2024-12-23T19:18:36Z"
},
{
"tag": "v1.46.0",
"kind": "minor",
"published_at": "2024-11-26T17:55:31Z"
},
{
"tag": "v1.45.0",
"kind": "minor",
"published_at": "2024-10-29T15:38:32Z"
},
{
"tag": "v1.44.0",
"kind": "minor",
"published_at": "2024-09-27T16:51:26Z"
},
{
"tag": "v1.43.0",
"kind": "minor",
"published_at": "2024-08-27T18:03:43Z"
},
{
"tag": "v1.42.0",
"kind": "minor",
"published_at": "2024-07-24T19:33:36Z"
},
{
"tag": "v1.41.0",
"kind": "minor",
"published_at": "2024-06-28T00:32:32Z"
},
{
"tag": "v1.40.0",
"kind": "minor",
"published_at": "2024-05-25T02:04:57Z"
},
{
"tag": "v1.39.0",
"kind": "minor",
"published_at": "2024-04-30T17:46:58Z"
},
{
"tag": "v1.38.0",
"kind": "minor",
"published_at": "2024-03-27T17:01:19Z"
},
{
"tag": "v1.37.0",
"kind": "minor",
"published_at": "2024-03-01T01:12:52Z"
},
{
"tag": "v1.36.0",
"kind": "minor",
"published_at": "2024-01-30T01:17:31Z"
},
{
"tag": "v1.35.0",
"kind": "minor",
"published_at": "2023-12-20T01:03:04Z"
},
{
"tag": "v1.34.0",
"kind": "minor",
"published_at": "2023-12-01T23:31:59Z"
},
{
"tag": "v1.33.0",
"kind": "minor",
"published_at": "2023-10-27T01:24:00Z"
},
{
"tag": "v1.32.0",
"kind": "minor",
"published_at": "2023-09-27T21:36:19Z"
},
{
"tag": "v1.31.0",
"kind": "minor",
"published_at": "2023-08-30T17:33:51Z"
},
{
"tag": "v1.30.0",
"kind": "minor",
"published_at": "2023-07-31T15:53:28Z"
},
{
"tag": "v1.29.0",
"kind": "minor",
"published_at": "2023-06-30T01:35:42Z"
},
{
"tag": "v1.28.0",
"kind": "minor",
"published_at": "2023-07-25T22:56:12Z"
},
{
"tag": "v1.27.0",
"kind": "minor",
"published_at": "2023-07-25T22:55:10Z"
},
{
"tag": "v1.21.0",
"kind": "minor",
"published_at": "2023-07-25T22:53:45Z"
},
{
"tag": "v1.20.0",
"kind": "minor",
"published_at": "2023-07-25T22:52:34Z"
},
{
"tag": "v1.14.0",
"kind": "minor",
"published_at": "2023-07-25T22:50:53Z"
},
{
"tag": "v1.10.0",
"kind": "minor",
"published_at": "2023-07-25T22:44:29Z"
},
{
"tag": "v1.5.0",
"kind": "minor",
"published_at": "2023-07-25T22:42:53Z"
}
],
"recent_commits": [
{
"oid": "81158929c5f985a97981bc72624205d7607de4cf",
"body": "* update grpcio requirement\n\n* Update pyproject.toml\n\nCo-authored-by: Yingge He <157551214+yinggeh@users.noreply.github.com>\n\n* remove accidentally added file\n\n---------\n\nCo-authored-by: Yingge He <157551214+yinggeh@users.noreply.github.com>",
"is_bot": false,
"headline": "update grpcio requirement (#1030)",
"author_name": "J Wyman",
"author_login": "whoisj",
"committed_at": "2026-07-16T23:38:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "745b04b36bade6efb57d718c3a2cdfb1fa81555b",
"body": null,
"is_bot": false,
"headline": "chore: Update default branch to track 1.57.0 / 26.08 (#1028)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-07-08T16:31:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "16d319316c3114682bb1affc76451f050a128afb",
"body": "Strip dev suffixes for the 26.06 release and align container train.\n\n- VERSION 1.55.0dev -> 1.55.0\n- Dockerfile MODEL_ANALYZER_VERSION 1.55.0dev -> 1.55.0\n- Dockerfile MODEL_ANALYZER_CONTAINER_VERSION 26.06dev -> 26.06\n- BASE/SDK image tags and docs/helm/config refs 26.05 -> 26.06\n\nPart of TRI-1404.",
"is_bot": false,
"headline": "docs(versions): update README and versions for r26.06 (#1026) (#1027)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-06-29T15:50:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5be0a3fc9319a64020f61cde445b287b258ce51",
"body": null,
"is_bot": false,
"headline": "chore: Update version dev versions. (#1025)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-06-12T00:11:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "94592d9f18fce022c3b2d99f173f101f7c4a7e16",
"body": "* docs(versions): Update README and versions for r26.05 (#1023)\n\nVERSION 1.54.0dev -> 1.54.0. Dockerfile MODEL_ANALYZER_VERSION and\nMODEL_ANALYZER_CONTAINER_VERSION ARGs drop the dev suffix. Bump\nnvcr.io/nvidia/tritonserver tag references from 26.04-py3* to\n26.05-py3* and r26.04 server doc links to \n[…]\nm-chart/values.yaml, docs/{bls,ensemble,mm,quick}_quick_start.md,\ndocs/config.md, docs/kubernetes_deploy.md, and\nmodel_analyzer/config/input/config_defaults.py.\n\nRefs TRI-1048\n\n* fix: Update REAMDE.md",
"is_bot": false,
"headline": "post: Update default branch post-26.05 (#1024)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-06-02T17:12:40Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0c20f8e72974584e77ef2f9f4d06b02c70c97525",
"body": null,
"is_bot": false,
"headline": "chore(version): Update development version 1.55.0 / 26.06 (#1022)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-05-13T17:15:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63a0feccd893bc5674f77eeb5a627c03950b7170",
"body": "* docs(versions): Update README and versions (#1017)\n\n* fix: Addressing Dockerfile configuration for package installation",
"is_bot": false,
"headline": "post: Advance main to 26.05dev (#1021)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-04-28T23:02:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3f134cb02f6a77eb8ef71355f561d02e0876c6a",
"body": "Adds auditwheel to the pip install block in the model_analyzer Dockerfile\nfor wheel inspection and validation during development.",
"is_bot": false,
"headline": "feat(TRI-286): add auditwheel to model_analyzer devel container (#1019)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-04-18T00:19:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1ffdbe5164172b13987680b3bc54044c8c812fd9",
"body": "…0 / 26.05 (#1016)",
"is_bot": false,
"headline": "chore(versions): Update default branch to track development for 1.54.…",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-04-09T17:56:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "455ef426a3a5baad722188f0a798d268f755c597",
"body": "* Update README and version for 26.03 (#1013)\n\n* Update default branch to track development for 1.53.0 / 26.04\n\n* Update default branch reference\n\n* prever version in documentation references.\n\n* Keep point to last release",
"is_bot": false,
"headline": "post: Update default branch post-26.03 (#1014)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-03-30T22:43:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "68ef150af1ea5273a72c0ddd5d54b21b8726c105",
"body": "This reverts commit b7b518d4ad99b6051983df401eb275dad596d0bc.",
"is_bot": false,
"headline": "Revert \"Update README and version for 26.03 (#1011)\" (#1012)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-03-18T15:40:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7b518d4ad99b6051983df401eb275dad596d0bc",
"body": null,
"is_bot": false,
"headline": "Update README and version for 26.03 (#1011)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-03-18T15:02:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d982e56fb1a6fe0b052d10242aa2968128827c34",
"body": "* Update README and versions\n\n* Update REAMDE.md",
"is_bot": false,
"headline": "Update README and version fro 26.02 (#1007) (#1010)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-03-03T16:41:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ccbaa9212af6f491469df0a8f3d045f9f928520",
"body": null,
"is_bot": false,
"headline": "Update default branch to track development for 1.52.0 / 26.03 (#1006)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-02-10T17:30:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cceede34a1a5bca4299393e18396289693c2321e",
"body": null,
"is_bot": false,
"headline": "docs: Fix broken links in documents (#1005)",
"author_name": "Yingge He",
"author_login": "yinggeh",
"committed_at": "2026-02-03T23:45:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "98177fad1bc1e403c5a98341932c1fdfe537685a",
"body": null,
"is_bot": false,
"headline": "Update README and version for 26.01 (#1001) (#1004)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-02-03T20:18:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9539709e6b331da3a8183e3523cf60143af8378d",
"body": null,
"is_bot": false,
"headline": "Update default branch to track development for 1.51.0 / 26.02 (#1000)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2026-01-13T18:38:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a228c95638a3f14b54b8a4b6c2b4d4227492765",
"body": "* Update VERSION\n\n* Update docs/ headers\n\n* Update docs verions\n\n* Update default values\n\n* Removing old license headers\n\n* Update copyright headers\n\n* Update copyright headers",
"is_bot": false,
"headline": "docs: Update readme and versions (#998) (#999)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-12-30T16:12:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0fce9292b41077ecdf7fa685c8bf8c7d88fce43",
"body": "…s (#996)",
"is_bot": false,
"headline": "Add Quick search support for ensemble composing model parameter range…",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-12-10T21:06:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "300d3ccdc3699716ee88e3acc8cd7612448d61ec",
"body": "…997)",
"is_bot": false,
"headline": "ver: Update default branch to track development for 1.50.0 / 26.01 (#…",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-12-09T20:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41d6f92d4518c12f58a8f245a216dfcda99cc4e2",
"body": null,
"is_bot": false,
"headline": "Fix ensemble_add_sub tutorial issue by adding version directory (#994)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-12-03T17:01:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b36a7b15ad9fa85ea1b510743d944f3fca24ebc",
"body": null,
"is_bot": false,
"headline": "Fix GPU memory reporting in the result summary",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-12-02T22:44:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41f822b265c4f504ec4332d14693cb85a6df259c",
"body": null,
"is_bot": false,
"headline": "Add support for custom intervals (#814)",
"author_name": "Timothy Gerdes",
"author_login": "tgerdesnv",
"committed_at": "2025-12-02T22:38:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ed92c918182107d7172f77ecf7e6cf241c6384d1",
"body": "The copyright checker was failing because of the new SPDX format, but L0_copyright script only supported the old Apache license format.\n\nThis commit updates qa/common/check_copyright.py to recognize both:\n\nOld Apache format: Copyright 2020-2023, NVIDIA CORPORATION... (followed by full Apache 2.0 lic\n[…]\nused and validates accordingly. Both formats support year ranges and validate that:\n\nStart year is not greater than current year\nEnd year is not greater than current year\nYears are in increasing order",
"is_bot": false,
"headline": "Fix L0_copyrights to support both SPDX and old Apache format (#993)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-12-02T17:07:30Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6c49b35bf0d2e2fde583266f257c7edc20e8e48a",
"body": null,
"is_bot": false,
"headline": "Fix LLM profiling (#991)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-12-01T19:56:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f19ff832be983e1408128e30d9b43e79b1e598d",
"body": "* prep: Update version for 25.11 release (#985)\n\n* prep: Update version for 25.11 release\n\n* Update versions in documentation\n\n* docs: Update REAMDE.md link references. Copyright changes required by hook\n\n* Update development versions. Copyrights hook update",
"is_bot": false,
"headline": "post: Update default branch post-25.11 (#990)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-11-26T01:20:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b44135a34bc0b958868ce8f4f27072a5d4b4abab",
"body": null,
"is_bot": false,
"headline": "enhancement: auto-update copyrights via pre-commit (#989)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-21T17:57:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d76851ae3198a87c60abe2e83640ee3451b6d19e",
"body": null,
"is_bot": false,
"headline": "Update Triton version references to 25.11 (#988)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-20T20:42:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8374f8082978cfb5ea8bd8f9dd4b65fda01d4a52",
"body": null,
"is_bot": false,
"headline": "Fix L0_custom_ops test Docker mode for CI environment (#987)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-20T17:44:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6e600782671dcb99111176f266bb37e92dd26be",
"body": null,
"is_bot": false,
"headline": "fix: update L0_copyrights to skip egg-info directories",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-17T21:32:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a194716ff812b32278328071abbd88f71a6951e0",
"body": null,
"is_bot": false,
"headline": "build: Change metadata license to Apache. (#983)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-11-15T02:08:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fdf8abf7db69674ec572a8ac99934076483eaab",
"body": "* Add copyrights job\n\n* Update copyrights header",
"is_bot": false,
"headline": "Add copyrights job (#977)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-11-14T22:14:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62e77b22277de633f74aeeb960b80b97176138f7",
"body": null,
"is_bot": false,
"headline": "clean up: ignore test-generated artifacts (#981)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-13T23:58:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a715a8aa119b46e7892b16811c8333ec34f1bde",
"body": null,
"is_bot": false,
"headline": "fix: ensure expected checkpoint exists (#980)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-13T22:46:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5fb1af0327cc9d0c73e2fa1c8452eaf26f6138dc",
"body": null,
"is_bot": false,
"headline": "fix: use available models for L0_server_launch_modes (#979)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-12T18:01:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "16f9944f2d601e2fc242efdfe21804de05585c97",
"body": null,
"is_bot": false,
"headline": "Remove yapf as a dependency (#978)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-06T17:27:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "abe7e6373f2b2ee4620ec8d38f7008be6e9a44bb",
"body": null,
"is_bot": false,
"headline": "fix: revert pdf dependency removal (#976)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-04T20:11:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e62ffe95ab611bfe2cc7f68c291abf196b01f398",
"body": null,
"is_bot": false,
"headline": "fix: stability tests (#975)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-11-04T18:18:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5af02101015e363df0e529c03cca5395a4b81af",
"body": null,
"is_bot": false,
"headline": "fix(pre-commit): update hooks versions (#974)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-11-04T16:05:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a5d60556d416d3851b4d90602eb1ca5505672b9",
"body": "… straight forward. (#972)\n\n* Testing...\n\n* Remove unused package\n\n* restucture file\n\n* Sort lines ascending\n\n* Update Dockerfile base images\n\n* Preserver docker installation\n\n* remove plugin installation\n\n* Update dockerfile\n\n* Refactor project\n\n* Comment some progress\n\n* Update pyproject.toml\n\n* Update build scenario\n\n* update patterns\n\n* Remove default file location\n\n* Update copyrights",
"is_bot": false,
"headline": "refactor(wheel): Restructuring build process, looking to make it more…",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-11-03T18:25:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ec8d3eb2de5340f210db61cb549e0eacb4aa2b2",
"body": null,
"is_bot": false,
"headline": "fix: ci tests (#970)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-10-30T18:22:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7574c4cf2b98d142c294c712cb1a61d2fb4ce1c4",
"body": null,
"is_bot": false,
"headline": "fix: update dependency versions (#969)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-10-24T13:59:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d01bfa214045c404771d0799dee60167931b5576",
"body": null,
"is_bot": false,
"headline": "fix: get L0_unit_tests passing without syntax warnings (#968)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-10-22T23:24:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9567bbfed54c9f98bbae1ef36fe30cefa3bad4a4",
"body": null,
"is_bot": false,
"headline": "fix: remove outdated script, linter errors in build (#967)",
"author_name": "David Oy",
"author_login": "the-david-oy",
"committed_at": "2025-10-21T23:10:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f111d106d3935675327ec98fa97780f307943aea",
"body": null,
"is_bot": false,
"headline": "Remove deprecation text from README (#966)",
"author_name": "Ganesh Kudleppanavar",
"author_login": "ganeshku1",
"committed_at": "2025-10-08T21:23:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e3746f738b56118b31f28d9472db04f7361aaf8",
"body": null,
"is_bot": false,
"headline": "Add deprecation message (#963)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-04-21T16:28:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0986f4661e3f4c2f5938500ed8540175afcceab5",
"body": "* Update README and versions for 1.47.0 / 24.12 (#951)\n\n* Update REAMDE.md and version (#953)\n\n* Update branch post 24.12",
"is_bot": false,
"headline": "Update branch post 24.12 (#956)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2025-01-07T19:21:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "92c83867e9595e6a2a41d1c10681f7c3db52d248",
"body": "* Adding option to disable DCGM when in remote mode.\r\n\r\n* Updating documentation",
"is_bot": false,
"headline": "Adding option to disable DCGM when in remote mode (#952)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-12-20T20:20:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a66700ff5cac001fad6fe37f5f06e6668192005e",
"body": "* Update README and versions for 1.46.0 / 24.11 (#942)\r\n\r\n* Update base versions (#944)\r\n\r\n* Remove pip upgrade (#945)\r\n\r\n* Lock grpcio version (#946)",
"is_bot": false,
"headline": "Update `main` branch post 24.11 (#948)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-11-26T23:32:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0e14d5ff81a7404ca073a86dd2572dfe575e6b6e",
"body": null,
"is_bot": false,
"headline": "Update 'main' to track development for 1.47.0 / 24.12 (#941)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-11-07T18:01:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04ec5a9abe3ffa69cfe7dcdacfb59b9f3060b928",
"body": null,
"is_bot": false,
"headline": "Update MA versions post 24.10 (#940)",
"author_name": "Pavithra Vijayakrishnan",
"author_login": "pvijayakrish",
"committed_at": "2024-11-01T15:14:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "463df9e6b01565b1159b1eb139b2d42e85c4b91e",
"body": "* Update the versions post 24.09 release.\r\n\r\n* Update MA versions post 24.09",
"is_bot": false,
"headline": "Update the versions post 24.09 release. (#933)",
"author_name": "Pavithra Vijayakrishnan",
"author_login": "pvijayakrish",
"committed_at": "2024-10-02T19:26:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86708e68cdd6f99b775a5cda32080bedc8c2ea50",
"body": null,
"is_bot": false,
"headline": "Update MA version in master post 24.08 (#929)",
"author_name": "Pavithra Vijayakrishnan",
"author_login": "pvijayakrish",
"committed_at": "2024-08-27T19:16:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af62630f35ff1f434fb165c39418995d7ceea9f3",
"body": "…(#924)",
"is_bot": false,
"headline": "Adding missing file and fixing config file in BLS quickstart example …",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-08-13T13:34:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b5561100e3f8ba6bce86138d39bfe92e5ae33896",
"body": "* PA Migration: Doc Updates",
"is_bot": false,
"headline": "PA Migration: Doc Updates (#925)",
"author_name": "Francesco Petrini",
"author_login": "fpetrini15",
"committed_at": "2024-08-06T23:33:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0094dba818b75318949bac61e2d554f0596921d5",
"body": null,
"is_bot": false,
"headline": "Adding note to warn user about custom backend in docker mode (#923)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-08-02T20:45:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d681eb26a2aa7179de489cdc46842f1198948f55",
"body": "* Updating documentation based on VDR\r\n\r\n* Added missing link to new page",
"is_bot": false,
"headline": "Updating documentation based on VDR (#922)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-08-02T17:12:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1237844957418bbbdd4cc3964af2524ac9f4fffd",
"body": "* Creating new generator class for concurrency sweeping\r\n\r\n* Removing unused import",
"is_bot": false,
"headline": "Creating new generator class for concurrency sweeping (#921)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-07-31T16:43:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08590a2c49b2816981bbd947c9957005244c7dbb",
"body": "* Add reeuest rate parameter for optuna search\r\n\r\n* Fix pre-commit error\r\n\r\n* Remove unused variable\r\n\r\n* Fix comments\r\n\r\n* Modify TestOptunaRunConfigGenerator to support search based on request-rate\r\n\r\n* Add search by request-rate to OptunRunConfigGenerator\r\n\r\n* Changes\r\n\r\n* Fix codeql errors\r\n\r\n* \n[…]\ndisable concurrency sweep when request rate is specified\r\n\r\n* Modify test to check if concurrency-range is in perf_config\r\n\r\n* Fix codeql errors\r\n\r\n* Fix codeql errors\r\n\r\n* Fix comments\r\n\r\n* Fix error",
"is_bot": false,
"headline": "Add request rate parameter for optuna search (#915)",
"author_name": "Harshini Komali",
"author_login": "lkomali",
"committed_at": "2024-07-31T16:40:09Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2dabb62984400ae4e982dc7b4f1c536079a7784d",
"body": null,
"is_bot": false,
"headline": "Update NGC versions post-24.07 release (#918)",
"author_name": "Pavithra Vijayakrishnan",
"author_login": "pvijayakrish",
"committed_at": "2024-07-25T17:36:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b6668c8ed1e17324418a5e9515da970a6eca7e5",
"body": null,
"is_bot": false,
"headline": "Fixing copyright issue (#917)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-07-23T18:46:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "265cbae2f9e6cd8fcc8592681e348dee896367bf",
"body": "* Adding seed\r\n\r\n* Adding checkpointing of seed to optuna\r\n\r\n* Fixing issue if checkpoint doesn't contain optuna seed",
"is_bot": false,
"headline": "Add Optuna Seed to Checkpoint (#913)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-07-22T20:37:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "020ecb6683ba10c40dd70d38fec7a2a88a93847f",
"body": "* Optuna L0 tests for single and ensemble models\r\n\r\n* Adding BLS test\r\n\r\n* Adding L0 multi-model optuna test\r\n\r\n* Fixing multi-model test\r\n\r\n* Fixing CLI bugs\r\n\r\n* Attempt at fixing BLS test\r\n\r\n* Adding debug prints to all optuna tests\r\n\r\n* Fixing copyright dates\r\n\r\n* Fixing copyright dates\r\n\r\n* Revert \"Fixing copyright dates\"\r\n\r\nThis reverts commit 299b24ce64b0caf5ecba475dfeb2593b99ef044b.",
"is_bot": false,
"headline": "Optuna CI Testing (#912)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-07-17T14:47:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0bb381e33167077b22a9877f53cbb788f6d8e3b1",
"body": "* Initial code for multi-model. Live run working\r\n\r\n* Adding unit test\r\n\r\n* Fixing codeql issue\r\n\r\n* Changing L0 test to explicitly choose quick mode",
"is_bot": false,
"headline": "Add support for multi-model profiling to the Optuna RCG (#911)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-07-11T14:04:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "11f8a81bc4b717fda4dcfc41c1bf1bdf80be6cd4",
"body": "* Update README and versions for 1.41.0 / 24.06\r\n\r\n* Update README.md and versions post 24.06",
"is_bot": false,
"headline": "Update 'main' branch post-24.06 (#904)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-06-28T02:16:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "87ec68b636b7d84ce219c3bbbf3167d4253d0a75",
"body": null,
"is_bot": false,
"headline": "Adding ensemble support to optuna (#903)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-06-26T00:53:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5c7e283e2470c9116d4d6342445e63d51576eab3",
"body": "* Adding BLS composing models to SearchParameters (#898)\r\n\r\n* Adding BLS composing models to SearchParameters\r\n\r\n* Fixes based on PR\r\n\r\n* Adds BLS scaffolding to everything up-to OptunaRCG (#899)\r\n\r\n* Adding BLS to OptunaRCG (#900)\r\n\r\n* Adding BLS to OptunaRCG\r\n\r\n* Fixing codeQL issue\r\n\r\n* Fix based on PR + bug fix to concurrency formula\r\n\r\n* Adding missing TODO\r\n\r\n* Refactoring objective name creation",
"is_bot": false,
"headline": " Add BLS support to Optuna (#902)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-06-18T19:43:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4e96d21798efae73be0ed0ef9a80d8b8b21019bc",
"body": "* Documentation update for Optuna (alpha release)\r\n\r\n* More fixes based on PR",
"is_bot": false,
"headline": "Documentation update for Optuna (alpha release) (#895)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-06-07T05:04:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "acf085f5eb4cc7769fd00ac4c42a62d4c2915c2b",
"body": "* Adding cli option for optuna search (#867)\r\n\r\n* Adding cli option for optuna search\r\n\r\n* Changed RCS description\r\n\r\n* Class to hold info about parameters (#868)\r\n\r\n* Initial code for ConfigParameters class\r\n\r\n* Fixing codeql issue\r\n\r\n* Fixes based on review\r\n\r\n* Connect up parameter description cl\n[…]\n batch size (#892)\r\n\r\n* Adding support for client batch size\r\n\r\n* Fixes based on PR\r\n\r\n* Removing redundant keys()\r\n\r\n* Fixing codeQL issue\r\n\r\n* Attempt to fix unittest issue\r\n\r\n* Removing 3.8 testing",
"is_bot": false,
"headline": "Optuna Search Mode (Alpha) Release (#896)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-06-07T05:03:57Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ef12a857c526f25b49a18e0b3509502c4556a4c1",
"body": "* Update README and versions for 1.40.0 / 24.05 (#872)\r\n\r\n* Update README and versions for 1.40.0 / 24.05 (#883)\r\n\r\n* Update README and versions for 1.40.0 / 24.05\r\n\r\n* Fix the versions\r\n\r\n---------\r\n\r\nCo-authored-by: Misha Chornyi <99709299+mc-nv@users.noreply.github.com>",
"is_bot": false,
"headline": "Update main post 24.05 release (#888)",
"author_name": "Tanmay Verma",
"author_login": "tanmayv25",
"committed_at": "2024-05-29T19:18:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2112f39b0ee019311b732c3f423d390ab8cd5eb3",
"body": null,
"is_bot": false,
"headline": "Update 'main' to track development for 1.41.0 / 24.06 (#887)",
"author_name": "Tanmay Verma",
"author_login": "tanmayv25",
"committed_at": "2024-05-29T18:25:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd456dd322203de25a6772669c28f120834c4da8",
"body": "This pull request adds an automation to automatically run unit tests for new pull requests. It checks them against Python 3.8 and 3.11. I updated the supported Python versions to be aligned with those supported in PyTriton, Triton CLI, and GenAI-Perf, especially since Ubuntu 22.04 only supports 3.9+\n[…]\nl to speed up the running of unit tests. I also added the mypy cache to gitignore to avoid accidentally committing those files.\r\n\r\nYou can see the results in the new jobs that are running for this PR.",
"is_bot": false,
"headline": "Run CPU-only unit tests automatically for pull requests (#873)",
"author_name": "David Yastremsky",
"author_login": "the-david-oy",
"committed_at": "2024-05-14T16:28:58Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0f3520f9add4518fba524cd2b1a9ae5a5f75b261",
"body": null,
"is_bot": false,
"headline": "Remove gRPC version lock (#871)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-05-07T16:57:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ad3475b9b4b3ebffd7c0429eb87bc47b2c5f4dd",
"body": null,
"is_bot": false,
"headline": "Update README and versions for 1.39.0 / 24.04 (#858) (#866)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-04-30T17:46:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eefea55bca0ee57941367ee55f85e30f2882fd10",
"body": null,
"is_bot": false,
"headline": "Move mypy linter from test to pre-commit hook (#864)",
"author_name": "David Yastremsky",
"author_login": "the-david-oy",
"committed_at": "2024-04-25T17:05:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ed3c25f13784c1b2a0e110504009ddc05b6db8a",
"body": "Update Dockerfile configuration.\r\nreferences: https://docs.docker.com/engine/install/ubuntu/#install-using-the-repository",
"is_bot": false,
"headline": "Update Dockerfile configuartion. (#860)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-04-12T15:25:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "637ae7aa596978db47f4067d7b9b36ef1eab8d91",
"body": null,
"is_bot": false,
"headline": " Update 'main' to track development for 1.40.0 / 24.05 (#859)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-04-11T22:58:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c46418761bb43ee22c6e1bef24053c0245e33282",
"body": "* Updating documentation for LLM metric support\r\n\r\n* Rewriting LLM config search paragraph for clarity",
"is_bot": false,
"headline": "Adding LLM Metrics to MA documentation (#856)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-04-09T20:50:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8298d8371beadd948f3b6d01d73ac86cd46782e4",
"body": "* New Records for LLM metrics (#839)\r\n\r\n* Adding new LLM metrics\r\n\r\n* Adding base class for perf, inter_token, and time_to_first latency records\r\n\r\n* Add --llm-mode option (#842)\r\n\r\n* Adding CLI hook for LLM\r\n\r\n* Changing to use --model-type\r\n\r\n* Capture LLM metrics from genai-perf in MA (#844)\r\n\r\n*\n[…]\nperf CLI\r\n\r\n* Remove dead code\r\n\r\n* Removing genai_perf collateral\r\n\r\n* Fixing codeQL issue\r\n\r\n* Adding streaming to genai_perf_config\r\n\r\n---------\r\n\r\nCo-authored-by: root <root@braf-linux.nvidia.com>",
"is_bot": false,
"headline": "Merge LLM Metrics changes to main (#855)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-04-08T22:46:46Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "792f2a46d24cb3ec4be26374f0eb544048d80eba",
"body": "* Update 'main' to track development for 1.39.0 / 24.04\r\n\r\n* Update README and versions for 1.38.0 / 24.03 (#834)\r\n\r\n---------\r\n\r\nCo-authored-by: Kyle McGill <101670481+nv-kmcgill53@users.noreply.github.com>",
"is_bot": false,
"headline": "Update 'main' post-24.03 (#851)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-04-01T20:51:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e6c7fc800327715c14c102663629cd7cfab06be",
"body": null,
"is_bot": false,
"headline": "Update concurrency autofill if request-rate set (#840)",
"author_name": "dyastremsky",
"author_login": "the-david-oy",
"committed_at": "2024-03-19T23:54:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f6b2fb6663c9421d09528e4ab449a54e33d6c9e",
"body": null,
"is_bot": false,
"headline": "Remove early access note (#841)",
"author_name": "dyastremsky",
"author_login": "the-david-oy",
"committed_at": "2024-03-19T15:16:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "16aadb922daaea8f2cdab3b4f9d645744a72b744",
"body": null,
"is_bot": false,
"headline": "Update 'main' to track development for 1.39.0 / 24.04 (#836)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-03-11T23:53:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "462e0189529faf664432302cd789e8dcb4444c9f",
"body": "* Update README and versions for 1.37.0 / 24.02 (#824)\r\n\r\n* Update README.md post 24.02",
"is_bot": false,
"headline": "Update 'main' post-24.02 (#831)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-03-02T22:27:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60813c113d0d61664fba895fe104b84bc2f53dab",
"body": "* Updating server config keys\r\n\r\n* Fixing typos",
"is_bot": false,
"headline": "Updating Triton Server Arg Keys (#829)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-02-20T23:52:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6f58032227652a88eb96d396bf0286b4c7754b96",
"body": "* Fix/Remove incorrect remote mode warnings.\r\n\r\n* Adding in grpc code",
"is_bot": false,
"headline": "Fix incorrect remote mode warnings (#828)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-02-20T21:26:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2607a5d07aca9cd549de303b95102eeeb610be12",
"body": null,
"is_bot": false,
"headline": "Update 'main' to track development for 1.38.0 / 24.03 (#826)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-02-16T20:11:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d800c93f09528831822ea5b319bf450f15973f4d",
"body": "* Update README and versions for 1.36.0 / 24.01 (#813)\r\n\r\n* Update README and versions for 1.36.0 / 24.01\r\n\r\n* Update redme\r\n\r\n* fix typoe\r\n\r\n* Update REAMDE.md post 24.01\r\n\r\n* Fix version",
"is_bot": false,
"headline": "Update README.md and versions post-24.01 (#822)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-01-30T04:47:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f69b439c41fdbd8371640f352e0210228eadf367",
"body": "* Updating QRCG to use calculated concurrency value for default config\r\n\r\n* Adding new method to calculate default instance count with unit testing\r\n\r\n* Removing unused import\r\n\r\n* Creating a new private method to decouple string parsing logic",
"is_bot": false,
"headline": "Update QRCG to set concurrency for default config (#820)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-01-29T23:12:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48449731e741628662990655ee7ff6785dfc9192",
"body": null,
"is_bot": false,
"headline": "Fixing bug in capture gpu metrics logic (#819)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-01-24T16:01:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6019852ec0de54428e4f73f45c3b662f9ad2f814",
"body": "* Revert \"Add MVP LLM support to MA (#783)\"\r\n\r\nThis reverts commit f15427ef86a68777a5d718af26d50e0b23907df2.\r\n\r\n* Fixing merge conficts",
"is_bot": false,
"headline": "Revert LLM changes (#818)",
"author_name": "Brian Raf",
"author_login": "nv-braf",
"committed_at": "2024-01-23T21:24:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9cde1601d7f58748837bede2b813cd8854a05d91",
"body": null,
"is_bot": false,
"headline": "Fix loading of composing models for ensembles (#810)",
"author_name": "Timothy Gerdes",
"author_login": "tgerdesnv",
"committed_at": "2024-01-18T04:54:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "398c6885594fb73a01ca54137b65326b142fd355",
"body": null,
"is_bot": false,
"headline": "Update 'main' to track development for 1.37.0 / 24.02 (#811)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-01-12T22:33:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcb1b4c8a59f401d665ae3f2fedbdfc23d1bc3fc",
"body": "* Update plot colors to be colorblind compatible\r\n\r\n* add website link",
"is_bot": false,
"headline": "Update plot colors to be colorblind compatible (#807)",
"author_name": "Timothy Gerdes",
"author_login": "tgerdesnv",
"committed_at": "2024-01-11T16:30:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19f69e4b2b3d124ac1d95759791890c3ec0c7781",
"body": "* Fix case where remote server has GPU but local machine does not\r\n\r\n* remove unused import",
"is_bot": false,
"headline": "Fix case where remote server has GPU but local machine does not (#806)",
"author_name": "Timothy Gerdes",
"author_login": "tgerdesnv",
"committed_at": "2024-01-11T14:20:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcb86b41c91ebe0f3575fd10f9e3d74e8ddb7e6e",
"body": null,
"is_bot": false,
"headline": "Set urllib3 version (#809)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2024-01-10T22:01:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65bc1abf6129598d29bd2f477d6489e857ff672b",
"body": "* Update README and versions for 23.12 branch (#796)\r\n\r\n* Update README and versions for 23.12 branch\r\n\r\n* Address review comments\r\n\r\n* Update notification bunner on README.md\r\n\r\n* fix Typo\r\n\r\n---------\r\n\r\nCo-authored-by: Tanmay Verma <tanmay2592@gmail.com>",
"is_bot": false,
"headline": "Update `main` post-23.12 release (#803)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2023-12-26T16:28:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "749e171e7cbf5b29ba3bc8fdd5ae3d23b52b6fb0",
"body": "* use older version of grpcio\r\n\r\n* update comment",
"is_bot": false,
"headline": "Fix gRPC SSL support (#801)",
"author_name": "Timothy Gerdes",
"author_login": "tgerdesnv",
"committed_at": "2023-12-20T21:17:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a2f6914b2c58da0835ce5ca8a0b7c8ec14b20e05",
"body": "* Fix tests so that artifacts show up on failure\r\n\r\n* Fix bug in extract_model_name_from_variant_name\r\n\r\n* Discard auto-generated preferred_batch_size\r\n\r\n* prep for ensemble fix. Boyscout some types\r\n\r\n* fix type checking\r\n\r\n* PR feedback",
"is_bot": false,
"headline": "Misc fixes (#799)",
"author_name": "Timothy Gerdes",
"author_login": "tgerdesnv",
"committed_at": "2023-12-12T16:59:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcc24246956db429260946279b584cbba4ade43d",
"body": null,
"is_bot": false,
"headline": "Update 'main' to track development for 1.36.0 / 24.01 (#798)",
"author_name": "Misha Chornyi",
"author_login": "mc-nv",
"committed_at": "2023-12-12T00:44:58Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 34,
"commits_last_year": 45,
"latest_release_at": "2026-06-26T16:26:15Z",
"latest_release_tag": "v1.55.0",
"releases_from_tags": false,
"days_since_last_push": 5,
"active_weeks_last_year": 26,
"days_since_latest_release": 32,
"mean_days_between_releases": 64.1
},
"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": "triton-model-analyzer",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"triton",
"tensorrt",
"inference",
"server",
"service",
"analyzer",
"nvidia",
"Environment :: Console",
"Intended Audience :: Developers",
"Intended Audience :: Information Technology",
"Intended Audience :: Science/Research",
"Natural Language :: English",
"Operating System :: POSIX :: Linux",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Topic :: Scientific/Engineering",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Scientific/Engineering :: Image Recognition",
"Topic :: Software Development :: Libraries",
"Topic :: Utilities"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/triton-model-analyzer/",
"is_deprecated": false,
"latest_version": "1.56.0",
"repository_url": "https://github.com/triton-inference-server/model_analyzer",
"versions_count": 58,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 10607,
"first_published_at": "2021-09-10T01:44:52.006886Z",
"latest_published_at": "2026-07-29T15:52:29.644133Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 88,
"stars": 523,
"watchers": 10,
"fork_history": {
"days": [
{
"date": "2020-09-08",
"count": 1
},
{
"date": "2020-09-12",
"count": 1
},
{
"date": "2020-09-27",
"count": 1
},
{
"date": "2020-10-27",
"count": 1
},
{
"date": "2020-11-18",
"count": 1
},
{
"date": "2020-12-16",
"count": 1
},
{
"date": "2020-12-18",
"count": 1
},
{
"date": "2020-12-26",
"count": 1
},
{
"date": "2021-02-02",
"count": 1
},
{
"date": "2021-02-19",
"count": 1
},
{
"date": "2021-03-01",
"count": 1
},
{
"date": "2021-03-03",
"count": 1
},
{
"date": "2021-03-16",
"count": 1
},
{
"date": "2021-04-20",
"count": 1
},
{
"date": "2021-05-08",
"count": 1
},
{
"date": "2021-06-10",
"count": 1
},
{
"date": "2021-06-29",
"count": 1
},
{
"date": "2021-06-30",
"count": 1
},
{
"date": "2021-07-22",
"count": 1
},
{
"date": "2021-08-06",
"count": 1
},
{
"date": "2021-08-12",
"count": 1
},
{
"date": "2021-08-28",
"count": 1
},
{
"date": "2021-09-07",
"count": 1
},
{
"date": "2021-10-03",
"count": 1
},
{
"date": "2021-11-10",
"count": 1
},
{
"date": "2022-01-19",
"count": 1
},
{
"date": "2022-01-21",
"count": 1
},
{
"date": "2022-02-02",
"count": 1
},
{
"date": "2022-02-09",
"count": 1
},
{
"date": "2022-02-27",
"count": 1
},
{
"date": "2022-03-31",
"count": 2
},
{
"date": "2022-04-05",
"count": 1
},
{
"date": "2022-04-09",
"count": 1
},
{
"date": "2022-04-30",
"count": 1
},
{
"date": "2022-05-11",
"count": 1
},
{
"date": "2022-05-25",
"count": 1
},
{
"date": "2022-06-29",
"count": 1
},
{
"date": "2022-07-08",
"count": 1
},
{
"date": "2022-08-11",
"count": 1
},
{
"date": "2022-09-15",
"count": 1
},
{
"date": "2022-11-07",
"count": 1
},
{
"date": "2022-11-14",
"count": 1
},
{
"date": "2022-11-15",
"count": 1
},
{
"date": "2023-01-05",
"count": 1
},
{
"date": "2023-01-11",
"count": 1
},
{
"date": "2023-01-29",
"count": 1
},
{
"date": "2023-01-31",
"count": 1
},
{
"date": "2023-02-06",
"count": 2
},
{
"date": "2023-02-19",
"count": 1
},
{
"date": "2023-02-28",
"count": 2
},
{
"date": "2023-03-03",
"count": 1
},
{
"date": "2023-03-08",
"count": 2
},
{
"date": "2023-03-14",
"count": 1
},
{
"date": "2023-04-05",
"count": 1
},
{
"date": "2023-04-07",
"count": 1
},
{
"date": "2023-04-20",
"count": 1
},
{
"date": "2023-04-26",
"count": 1
},
{
"date": "2023-05-28",
"count": 1
},
{
"date": "2023-06-29",
"count": 1
},
{
"date": "2023-07-20",
"count": 1
},
{
"date": "2023-12-31",
"count": 1
},
{
"date": "2024-02-23",
"count": 1
},
{
"date": "2024-03-11",
"count": 1
},
{
"date": "2024-03-21",
"count": 1
},
{
"date": "2024-04-16",
"count": 1
},
{
"date": "2024-07-04",
"count": 1
},
{
"date": "2024-07-09",
"count": 1
},
{
"date": "2024-10-14",
"count": 1
},
{
"date": "2024-11-20",
"count": 1
},
{
"date": "2025-01-30",
"count": 1
},
{
"date": "2025-02-06",
"count": 1
},
{
"date": "2025-06-23",
"count": 1
},
{
"date": "2025-10-21",
"count": 1
},
{
"date": "2025-10-29",
"count": 1
},
{
"date": "2026-01-18",
"count": 1
},
{
"date": "2026-02-10",
"count": 1
},
{
"date": "2026-02-13",
"count": 1
},
{
"date": "2026-02-19",
"count": 2
},
{
"date": "2026-04-19",
"count": 1
},
{
"date": "2026-05-21",
"count": 1
},
{
"date": "2026-07-18",
"count": 1
},
{
"date": "2026-07-25",
"count": 1
},
{
"date": "2026-07-27",
"count": 1
}
],
"complete": true,
"collected": 88,
"total_forks": 88
},
"star_history": null,
"open_issues_and_prs": 4
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 82674,
"source_files_sampled": 347,
"oversized_source_files": 3,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": null,
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "cryptography",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.3.2"
},
{
"name": "distro",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.5.0"
},
{
"name": "docker",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.3.1"
},
{
"name": "gevent",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=22.08.0"
},
{
"name": "grpcio",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.81.1"
},
{
"name": "httplib2",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.19.0"
},
{
"name": "importlib_metadata",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=7.1.0"
},
{
"name": "matplotlib",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.3.4"
},
{
"name": "numba",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.51.2"
},
{
"name": "optuna",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==3.6.1"
},
{
"name": "pdfkit",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.6.1"
},
{
"name": "prometheus_client",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.9.0"
},
{
"name": "protobuf",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "psutil",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=5.8.0"
},
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=5.3.1"
},
{
"name": "requests",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.24.0"
},
{
"name": "tritonclient",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.4.0"
},
{
"name": "urllib3",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.0.7"
}
],
"all_dependencies": {
"error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"source": null,
"packages": [],
"collected": false,
"truncated": false,
"total_count": null,
"direct_count": null,
"indirect_count": null
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 799,
"open_issues": 3,
"closed_ratio": 0.983,
"closed_issues": 171,
"closed_unmerged_prs": 54
},
"bus_factor": 3,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "nv-braf",
"commits": 141,
"avatar_url": "https://avatars.githubusercontent.com/u/92820864?v=4"
},
{
"type": "User",
"login": "tgerdesnv",
"commits": 117,
"avatar_url": "https://avatars.githubusercontent.com/u/50968584?v=4"
},
{
"type": "User",
"login": "mc-nv",
"commits": 87,
"avatar_url": "https://avatars.githubusercontent.com/u/99709299?v=4"
},
{
"type": "User",
"login": "Tabrizian",
"commits": 64,
"avatar_url": "https://avatars.githubusercontent.com/u/10105175?v=4"
},
{
"type": "User",
"login": "the-david-oy",
"commits": 42,
"avatar_url": "https://avatars.githubusercontent.com/u/58150256?v=4"
},
{
"type": "User",
"login": "dzier",
"commits": 32,
"avatar_url": "https://avatars.githubusercontent.com/u/42390249?v=4"
},
{
"type": "User",
"login": "debermudez",
"commits": 23,
"avatar_url": "https://avatars.githubusercontent.com/u/6505145?v=4"
},
{
"type": "User",
"login": "matthewkotila",
"commits": 22,
"avatar_url": "https://avatars.githubusercontent.com/u/7692737?v=4"
},
{
"type": "User",
"login": "pskiran1",
"commits": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/37763116?v=4"
},
{
"type": "User",
"login": "kthui",
"commits": 15,
"avatar_url": "https://avatars.githubusercontent.com/u/18255193?v=4"
}
],
"contributors_sampled": 25,
"top_contributor_share": 0.236
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"codeql.yml",
"pre-commit.yml",
"python-package.yaml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 6,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 9,
"reason": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 10,
"reason": "all changesets reviewed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 7 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 5,
"reason": "6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 1,
"reason": "dependency not pinned by hash detected -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 9,
"reason": "SAST tool detected but not run on all commits",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "81158929c5f985a97981bc72624205d7607de4cf",
"ran_at": "2026-07-29T15:55:16Z",
"aggregate_score": 5.7,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": true,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-29T01:31:54Z",
"oldest_open_prs": [
{
"number": 1002,
"created_at": "2026-01-20T11:24:44Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-07-16T23:38:57Z",
"ci_last_conclusion": "STARTUP_FAILURE",
"oldest_open_issues": [
{
"number": 1015,
"created_at": "2026-04-06T19:56:24Z",
"last_comment_at": "2026-04-20T10:14:41Z",
"last_comment_author": "corentin87"
},
{
"number": 1018,
"created_at": "2026-04-14T11:15:12Z",
"last_comment_at": "2026-04-20T10:19:24Z",
"last_comment_author": "corentin87"
},
{
"number": 1020,
"created_at": "2026-04-28T03:06:08Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/triton-inference-server/model_analyzer",
"host": "github.com",
"name": "model_analyzer",
"owner": "triton-inference-server"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"security": 57,
"vitality": 81,
"community": 68,
"governance": 87,
"engineering": 85
},
"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": 74,
"inputs": {
"commits_last_year": 45,
"human_commit_share": 1,
"days_since_last_push": 5,
"active_weeks_last_year": 26
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 5 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 5
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "26/52 weeks with commits",
"points": 18,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 26
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "45 commits in the last year",
"points": 14.9,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 45
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
"points": 5,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 92,
"inputs": {
"releases_count": 34,
"latest_release_tag": "v1.55.0",
"releases_from_tags": false,
"days_since_latest_release": 32,
"mean_days_between_releases": 64.1
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "34 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 34
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 32 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 32
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~64.1 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 64.1
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "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": 12,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 12 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 12
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 68,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"forks": 88,
"stars": 523,
"watchers": 10,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "523 stars",
"points": 44.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 523
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "88 forks",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 88
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "10 watchers",
"points": 5.3,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 10
}
}
],
"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
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 67,
"inputs": {
"packages": [
"triton-model-analyzer"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 10607
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "10,607 downloads/month across pypi",
"points": 53.7,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 10607,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "excellent",
"name": "Sustainability & Governance",
"value": 87,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"bus_factor": 3,
"contributors_sampled": 25,
"top_contributor_share": 0.236
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 3
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 24% of commits",
"points": 17.2,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 24
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "25 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 25
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "excellent",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 97,
"inputs": {
"merged_prs": 799,
"open_issues": 3,
"closed_issues": 171,
"issue_closed_ratio": 0.983,
"closed_unmerged_prs": 54
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "98% of issues closed",
"points": 46,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 98
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "799/853 decided PRs merged",
"points": 35.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 799,
"decided": 853
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "all changesets reviewed",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"followers": 2032,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "triton-inference-server",
"public_repos": 36,
"account_age_days": 2210
},
"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": "2,032 followers of triton-inference-server",
"points": 23.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 2032,
"login": "triton-inference-server"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "36 public repos, account ~6 yr old",
"points": 23.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 36
}
},
{
"code": "account_age_years",
"params": {
"years": 6
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"triton-model-analyzer"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"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 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "58 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 58
}
}
],
"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": "excellent",
"name": "Engineering Quality",
"value": 85,
"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": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
}
}
],
"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": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 18,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"deep-learning",
"inference",
"gpu",
"performance-analysis"
],
"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": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
}
}
],
"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": "moderate",
"name": "Security",
"value": 57,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 57,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.7
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 7 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "6 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool detected but not run on all commits",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 44,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.97,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "97 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 97,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 82674,
"source_files_sampled": 347,
"oversized_source_files": 3
},
"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": "3/347 source files over 60KB",
"points": 54.5,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 347,
"oversized": 3
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"deps.dev does not index pypi:triton-model-analyzer@1.56.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-29T15:55:58.107249Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/triton-inference-server/model_analyzer.svg",
"full_name": "triton-inference-server/model_analyzer",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.