Öffentliches RegisterGefährdet
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-31 04:46 UTC
mosaicml / examples
Fast and flexible reference benchmarks
mosaicml/examples erreicht einen Gesundheitsindex von 49 von 100 und liegt damit im Bereich Gefährdet. Am stärksten schneidet es bei Sustainability & Governance (76/100) ab, am schwächsten bei Security (21/100). Zuletzt vor 127 Tagen aktualisiert. 4 Mitwirkende tragen den Großteil der jüngsten Arbeit.
49
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.
49
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
Databricks Mosaic ResearchOrganisation
1.098 Follower7 öffentliche Reposseit Nov. 2020
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
30
Entwicklungsaktivität
15Kritisch
Wie die Bewertung erfolgt
| 9.9/36 | Push-Aktualität — letzter Push vor 127 Tagen |
| 0.7/36 | Commit-Rhythmus — 1/52 Wochen mit Commits |
| 2.7/18 | Commit-Volumen — 1 Commits im letzten Jahr |
| 0/10 | OpenSSF Scorecard: Maintained — keine Daten |
Verwendete Eingangsdaten
| commits_last_year | 1 |
| human_commit_share | 1 |
| days_since_last_push | 127 |
| active_weeks_last_year | 1 |
Release-Disziplin
52Mittel
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 2 Releases veröffentlicht |
| 0/36 | Release-Aktualität — letztes Release vor 1.207 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 55 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 2 |
| latest_release_tag | v0.0.4 |
| releases_from_tags | nein |
| days_since_latest_release | 1.207 |
| mean_days_between_releases | 55 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
59
Popularität & Verbreitung
67Mittel
Wie die Bewertung erfolgt
| 43.3/60 | Stars — 466 Stars |
| 17.7/25 | Forks — 133 Forks |
| 5.8/15 | Watcher — 12 Watcher |
Verwendete Eingangsdaten
| forks | 133 |
| stars | 466 |
| watchers | 12 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
50Mittel
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 0/18 | 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 | nein |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
76
Wie die Bewertung erfolgt
| 43.2/54 | Bus-Faktor — 4 Beitragende decken die Hälfte aller Commits ab |
| 18.7/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 17 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 36 Beitragende |
| 0/10 | OpenSSF Scorecard: Contributors — keine Daten |
Verwendete Eingangsdaten
| bus_factor | 4 |
| contributors_sampled | 36 |
| top_contributor_share | 0,167 |
Wie die Bewertung erfolgt
| 29.4/46.8 | Issue-Lösungsquote — 63 % der Issues geschlossen |
| 32/38.3 | PR-Annahme — 337/403 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — keine Daten |
Verwendete Eingangsdaten
| merged_prs | 337 |
| open_issues | 16 |
| closed_issues | 27 |
| issue_closed_ratio | 0,628 |
| closed_unmerged_prs | 66 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 21.9/25 | Reichweite des Inhabers — 1.098 Follower von mosaicml |
| 17.9/25 | Kontohistorie — 7 öffentliche Repos, Kontoalter ca. 5 Jahre |
Verwendete Eingangsdaten
| followers | 1.098 |
| owner_type | Organization |
| is_verified | — |
| owner_login | mosaicml |
| public_repos | 7 |
| account_age_days | 2.071 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
53
Engineering-Praktiken
62Mittel
Wie die Bewertung erfolgt
| 0/24 | CI-Workflows |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — keine Daten |
Verwendete Eingangsdaten
| has_ci | nein |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
40Gefährdet
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | nein |
| homepage | — |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
21
Sicherheitslage
1Kritisch
Wie die Bewertung erfolgt
| 0/30 | Sicherheitsrichtlinie (SECURITY.md) |
| 0/25 | Dependabot-Konfiguration |
| 0/25 | Lockfiles für Abhängigkeiten |
| 0/20 | CodeQL-Workflow |
Verwendete Eingangsdaten
| source | file_signals |
| lockfiles | — |
| manifests | pyproject.toml |
| has_codeql_workflow | nein |
| has_security_policy | nein |
| has_dependabot_config | nein |
Abhängigkeits-Advisories
100Exzellent
Wie die Bewertung erfolgt
| 35/35 | Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory |
| 0/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar |
| 0/40 | Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum |
Verwendete Eingangsdaten
| source | osv |
| advisories | 308 |
| affected_packages | 10 |
| assessed_packages | 28 |
| unassessed_packages | 6 |
| affected_by_severity | critical 3, high 3, moderate 1, unknown 3 |
| direct_affected_packages | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 28 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 6 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.
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.
41
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 — 93 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,93 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
AI-Verify-Loop (Build / Test / Typprüfung)
37Gefährdet
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 0/10 | Reproduzierbare Umgebung |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — keine Daten |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | nein |
| 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
55Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Shell ohne Typprüfungs-Konfiguration |
| 55/55 | Handhabbare Dateigrößen — 0/81 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Shell |
| largest_source_bytes | 47.605 |
| source_files_sampled | 81 |
| oversized_source_files | 0 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples, notebooks |
Verwendete Eingangsdaten
| example_dirs | examples, notebooks |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
466GitHub-Sterne
36Mitwirkende
1Commits, letzte 12 Monate
127Tage seit letztem Push
2Releases
4Bus-Faktor
16offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity
- OpenSSF Scorecard did not return a usable result (2026/07/31 04:46:01 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 133 ⇿
0Sterne
133Forks
2Releases
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 0Patch 2
Jeder Punkt umfasst 4 Tage.
Alle Abhängigkeiten 34
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 34 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | boto3 | 1.26.134 | indirekt |
| PyPI | botocore | 1.29.154 | indirekt |
| PyPI | composer | 0.14.1 | indirekt |
| PyPI | composer | 0.15.0 | indirekt |
| PyPI | composer | 0.15.1 | indirekt |
| PyPI | datasets | 2.14.6 | indirekt |
| PyPI | diffusers | 0.11.1 | indirekt |
| PyPI | einops | 0.5.0 | indirekt |
| PyPI | faiss-cpu | 1.7.4 | indirekt |
| PyPI | gradio | 3.33.1 | indirekt |
| PyPI | instructorembedding | 1.0.0 | indirekt |
| PyPI | langchain | 0.0.205 | indirekt |
| PyPI | mmsegmentation | 0.22.0 | indirekt |
| PyPI | mosaicml | — | indirekt |
| PyPI | mosaicml-cli | 0.4.17 | indirekt |
| PyPI | mosaicml-cli | 0.4.4 | indirekt |
| PyPI | mosaicml-streaming | 0.4.1 | indirekt |
| PyPI | oauthlib | — | indirekt |
| PyPI | omegaconf | — | indirekt |
| PyPI | omegaconf | 2.2.3 | indirekt |
| PyPI | omegaconf | 2.3.0 | indirekt |
| PyPI | pydantic | 1.10.10 | indirekt |
| PyPI | scipy | 1.11.1 | indirekt |
| PyPI | sentencepiece | 0.1.97 | indirekt |
| PyPI | sentencepiece | 0.1.99 | indirekt |
| PyPI | torch | — | indirekt |
| PyPI | torch | 1.13.1 | indirekt |
| PyPI | torchvision | — | indirekt |
| PyPI | transformers | 4.25.1 | indirekt |
| PyPI | transformers | 4.28.1 | indirekt |
| PyPI | transformers | 4.29.2 | indirekt |
| PyPI | triton | 2.0.0.dev20221103 | indirekt |
| PyPI | xformers | — | indirekt |
| PyPI | xformers | 0.0.20 | indirekt |
Abhängigkeits-Advisories 10
Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 28 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 10 tragen bekannte Advisories, davon 0 direkte. 6 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.
| Paket | Version | Beziehung | Schweregrad | Advisories | Behoben in |
|---|---|---|---|---|---|
| gradio | 3.33.1 | indirekt | kritisch | 78 | 6.16.0 |
| langchain | 0.0.205 | indirekt | kritisch | 41 | 2.8.5 |
| torch | 1.13.1 | indirekt | kritisch | 28 | 2.13.0 |
| diffusers | 0.11.1 | indirekt | hoch | 5 | 0.38.0 |
| sentencepiece | 0.1.97 | indirekt | hoch | 2 | 0.2.1 |
| sentencepiece | 0.1.99 | indirekt | hoch | 2 | 0.2.1 |
| pydantic | 1.10.10 | indirekt | mittel | 2 | 2.4.0 |
| transformers | 4.25.1 | indirekt | unbekannt | 50 | — |
| transformers | 4.28.1 | indirekt | unbekannt | 50 | — |
| transformers | 4.29.2 | indirekt | unbekannt | 50 | — |
Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 62853,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 2848
},
"pushed_at": "2026-03-25T20:11:02Z",
"created_at": "2022-06-08T18:37:33Z",
"owner_type": "Organization",
"updated_at": "2026-06-30T16:41:52Z",
"description": "Fast and flexible reference benchmarks",
"is_archived": false,
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"license_spdx": "Apache-2.0",
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]
},
"owner": {
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"name": "Databricks Mosaic Research",
"type": "Organization",
"login": "mosaicml",
"company": null,
"location": "United States of America",
"followers": 1098,
"avatar_url": "https://avatars.githubusercontent.com/u/75143706?v=4",
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"license": {
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"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": null,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.0.4",
"kind": "patch",
"published_at": "2023-04-11T01:44:00Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2023-02-15T02:45:02Z"
}
],
"recent_commits": [
{
"oid": "c5b7b87c63c68003074741d43dcdb6f40968bc35",
"body": "Co-authored-by: Isaac",
"is_bot": false,
"headline": "Remove GitHub Actions workflows (#459)",
"author_name": "Abhay Gupta",
"author_login": "gupta-abhay",
"committed_at": "2026-03-25T20:10:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "daddaeff7a535273ff984b0134da4839c70a45b3",
"body": null,
"is_bot": false,
"headline": "Pin sd fine-tuning yamls to working commit (#448)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2024-02-06T06:11:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa3d60e71f1a9b10dc8b0c6b3933d55849234def",
"body": "* update mcloud yamls + requirements for sd and sd-dreambooth",
"is_bot": false,
"headline": "update mcloud yamls + requirements for sd and sd-dreambooth (#446)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2024-02-06T02:05:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7003793b15ad0ee28bc09d0fceb91eb2d0104961",
"body": "image and compute",
"is_bot": false,
"headline": "Bump images for llama2 and update compute (#436)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-09-19T02:39:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1813eafaf1a16fcecb2a49127acebd650660ef34",
"body": "0.1.40",
"is_bot": false,
"headline": "Bump inference image 0.1.40 (#435)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-09-06T22:33:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5f0e36af276697565f9f7b30c47c3b5d54a1d8b",
"body": "This PR is just to pin the commit version of the examples repo",
"is_bot": false,
"headline": "pin examples repo (#434)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-09-01T00:13:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "686e73ccc146a9f7afba3e0ed6d5a72bab0d1eb3",
"body": "Created a demo on how to use MosaicML products, Langchain, and FAISS to create a chatbot!\r\nThis PR covers how to get GitHub data, how to convert it into MDS format, how to use that data to fine-tune our model, and how to run retrieval on it to create a chatbot in a gradio app. It also offers different ways to improve the retrieval process to get even better results. Huge thanks to @dakinggg !",
"is_bot": false,
"headline": "Support bot (#378)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-08-31T23:21:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6c0ebe06d914a2be438f30c73fe9fa0ab73dacb9",
"body": "* better examples\r\n\r\n* default open\r\n\r\n* llama2 lint",
"is_bot": false,
"headline": "Llama2 example + better no-code deployment docs (#433)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-08-30T01:00:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c233b5402ce77456c49e90ebb2e93359c19ff756",
"body": "* use latest image\r\n\r\n* bump version",
"is_bot": false,
"headline": "Fix no code image version (#432)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-08-28T23:02:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29e298c3adbbdf342da3121d02dd099429180b60",
"body": "* wip\r\n\r\n* update\r\n\r\n* done",
"is_bot": false,
"headline": "no code examples (#429)",
"author_name": "Roshan Regula",
"author_login": "RR4787",
"committed_at": "2023-08-17T22:44:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7b86ad5e9070b965cca9047d1513bab2bc133f3",
"body": "fix typo",
"is_bot": false,
"headline": "Fix typo in path (#430)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-08-11T21:28:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a18e2c0db226b7118ed7ebbaecd8edb57dc59335",
"body": "* typo\r\n\r\n* update bf16 --> amp_bf16 in bert yamls\r\n\r\n* update mcloud yamls to run on mosaicml/examples main branch with correct file structure\r\n\r\n* updated git repo branch in 40gb yaml",
"is_bot": false,
"headline": "Update BERT yamls for compatibility with main branch (#427)",
"author_name": "jacobfulano",
"author_login": "jacobfulano",
"committed_at": "2023-08-03T18:14:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d86f1ba0010d80eb5ab5fbafda0b036a572fc4c1",
"body": null,
"is_bot": false,
"headline": "fix streaming handler (#424)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-07-27T19:56:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "845bfe23c77316264d5dd6e2a6b7c46cefa4519a",
"body": "update",
"is_bot": false,
"headline": "Fix yaml (#423)",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-26T18:50:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d4d7d4458dfad8b7d88eccd416856c5d78c36b01",
"body": "…name (#422)\n\n* fixed git commit and handler name\r\n\r\n* use latest commit\r\n\r\n* updated image versions to 0.1.16\r\n\r\n* lint",
"is_bot": false,
"headline": "Updated inference mpt yaml with new git commit and corrected handler …",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-25T01:30:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df65ce9448f2e4c7803f7082930f80c8dc4e8fe1",
"body": "* add gcp commit to yaml\r\n\r\n* Update mpt_7b_instruct_ft.yaml\r\n\r\nlittle typo\r\n\r\n---------\r\n\r\nCo-authored-by: Margaret Qian <margaret.qian@MacBook-Pro.local>\r\nCo-authored-by: tianshuc <135737595+tianshuc@users.noreply.github.com>",
"is_bot": false,
"headline": "Add gcp commit to yaml (#421)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-21T00:40:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d1cd9293b3eb943d38e912a3b9f4abd8bad52b5b",
"body": "Make FT handler download from GCP (#417)\r\n\r\n* Make FT handler download from GCP\r\n\r\n* lint\r\n\r\n* fix lint\r\n\r\n---------\r\n\r\nCo-authored-by: Ajay Saini <ajay@mosaicml.com>\r\nCo-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Add GCP downloader in example (#419)",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-20T22:19:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fb449f8106811f216aa1938df85cc2bdaf5df998",
"body": "… for conversion script (#415)\n\nupdate commit",
"is_bot": false,
"headline": "Update llm-foundry commit for allowing trust_remote_code in tokenizer…",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-14T07:08:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a61497fde56ba9dac3212fd5c5310f79f1c36a55",
"body": null,
"is_bot": false,
"headline": "Remove docker workflow (#412)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-07-07T00:30:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cf51b2e2e1e8d3c6cd527b72dc1fcdc3be7c7ffe",
"body": "* update instructor yamls",
"is_bot": false,
"headline": "Update instructor yamls (#409)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-07-06T23:45:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "625e1ed9e4dff3eee6922d45cfa37f0ee9cebef1",
"body": null,
"is_bot": false,
"headline": "Pin foundry and fix a minor yaml change with latest foundry (#410)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-07-06T16:52:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b747d40cc1b080ba6c8849f055b02b5acbdaad2",
"body": "* fix\r\n\r\n* bump image",
"is_bot": false,
"headline": "Specify gpu num in 30b yaml (#404)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:34:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da0be56e9bc07840919fd5d235686e1207aa603e",
"body": "fix",
"is_bot": false,
"headline": "Fix pydantic version (#405)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:12:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5eaea5ccdc0809a64bf4ebb8ef8c23e0ad359f0",
"body": "update commit",
"is_bot": false,
"headline": "Update commit for replit yaml (#403)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:20:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63b6e009a36768fcc295c6676c7a775715f45e91",
"body": "* tokenizer update\r\n\r\n* replit",
"is_bot": false,
"headline": "Allow clean_up_tokenization_spaces parameters for mpt handler (#402)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:06:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d62a7285b34b637d3b8a4321715bc91ed7827919",
"body": null,
"is_bot": false,
"headline": "Use FT in end-to-end example (#395)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-27T18:49:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "307ae2547ceed97223f1ca23a2379ec2cddbd434",
"body": null,
"is_bot": false,
"headline": "Add secrets check as part of pre-commit (#398)",
"author_name": "Karan Jariwala",
"author_login": "karan6181",
"committed_at": "2023-06-26T16:21:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2d9b0ede4363e48e2d487b7adf7dc0f93ed95e69",
"body": "fix mpt 7b yamls",
"is_bot": false,
"headline": "Fix mpt 7b yamls (#397)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:44:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba7946c404b36bbcc24c9efabb085bc9c6b2aeca",
"body": "* Add 30b yaml",
"is_bot": false,
"headline": "Add new yaml (#394)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:35:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0402412ae7c81f779546d08a66bb2720e950d09a",
"body": "* Update 06b_deploy_embedding_model.yaml\r\n\r\nNew image + compute params + update command",
"is_bot": false,
"headline": "Update 06b_deploy_embedding_model.yaml (#393)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T20:36:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "47e2abfa9f4f695b28effb3e16ab6494414d928c",
"body": "* add mentions of 30b\n\n* more comments\n\n* update",
"is_bot": false,
"headline": "Update documentation (#392)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-22T15:48:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27230fa1c883c17a2a45a3762239ff7f5b0ef8ce",
"body": null,
"is_bot": false,
"headline": "Update MPT Handler (#390)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-22T04:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "828001480091b17407756a56eb6ea6ab092433ba",
"body": "This reverts commit 1a0492376cb1fc0b83e6e5db1e6edbb06c60c175.",
"is_bot": false,
"headline": "Enable CodeQL for pull requests (#374)",
"author_name": "bandish-shah",
"author_login": "bandish-shah",
"committed_at": "2023-06-21T23:32:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "efbcadf774b339ed0ffaa6e655d75d64c12e2564",
"body": null,
"is_bot": false,
"headline": "update yamls (#380)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-21T06:31:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "434c3d370d3176afbdd2d380e6ef1d4d79b6917d",
"body": null,
"is_bot": false,
"headline": "Add extra comment about how to turn on wandb (#376)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T23:44:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2515a73e8020d97e3d08eb6d02e4987185329294",
"body": null,
"is_bot": false,
"headline": "End to end retrieval QA example (#352)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T21:36:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcc4c4dff002d282a2f432ccfcab4b61dc6a53af",
"body": null,
"is_bot": false,
"headline": "Fix for multi-gpu inference (#363)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-16T18:18:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "000eedf1656097807b1c019fee1c8bfdef47d982",
"body": null,
"is_bot": false,
"headline": "Update compute in MPT YAMLs (#369)",
"author_name": "Ajay Saini",
"author_login": "ajaysaini725",
"committed_at": "2023-06-16T01:32:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59a8c02550fa96aadb8ab1f2c042107acff6e77f",
"body": "one more ssh_clone",
"is_bot": false,
"headline": "Set ssh_clone false for llm-foundry (#368)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:51:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1534a7d850bea0eb5e54d434ffeff59f70446373",
"body": "update commit",
"is_bot": false,
"headline": "Update mpt-instruct-ft yaml (#367)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:15:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f518b29590230763b10e50e80180ff943b3ebb4e",
"body": "Cleaning up a bit of typos and style.",
"is_bot": false,
"headline": "Update README.md (#366)",
"author_name": "Hagay Lupesko",
"author_login": "lupesko",
"committed_at": "2023-06-15T21:37:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51802bd428d85792ad5db679782bdc8d9ba01405",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change\r\n\r\n* update commit",
"is_bot": false,
"headline": "Update commit (#362)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:44:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b348f765c8ba6b2896a6a0834446bfc4a333811",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change",
"is_bot": false,
"headline": "Fix mpt 7b handler (#361)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:33:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75e068f90c613a2cced553c5dc449d98c5470454",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Downloader for MPT faster transformers checkpoint conversion (#359)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T19:53:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd16fe3eb6712e0c76211ef0e68ec5920d2947e6",
"body": null,
"is_bot": false,
"headline": "Modify model handlers to take in new request structure (#349)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-14T19:36:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "feb5a703311eb502643170ef1b061102311b6582",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Update image version (#357)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-14T19:29:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fadb4d3fa89ece4345c1571959b4e9d59f97a76",
"body": "* instructor readme\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update README.md\r\n\r\nAdd langchain instructions\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/instructor README (#356)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T21:30:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06592a1c1960d10507fce6c9fc60dd1fb2ccb600",
"body": "* The diffusion readme about how diffusion doesn't work\r\n\r\n* nit\r\n\r\n* Update examples/inference-deployments/mosaic_diffusion/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/diffusion README (#354)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T20:49:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8850cb40911c40331946012a7b8dec5642981377",
"body": "* Examples/inference/mpt README\r\n\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inference/mpt README updates (#350)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T16:25:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aeac41c11db7b967720447c66f11f6c6a1d2842",
"body": "* mpt instruct ft yaml\r\n\r\n* pin versions",
"is_bot": false,
"headline": "Add mpt instruct faster transformers yaml (#353)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-13T01:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aab5ef7315715509cff9e08e862d41b3cbac83ad",
"body": "* update ft handler for go server and other tweaks",
"is_bot": false,
"headline": "Update MPT FT handler to work with go server (#346)",
"author_name": "Asfandyar Qureshi",
"author_login": "asfandyarq",
"committed_at": "2023-06-09T17:19:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5efc527a2460373c13b125d7537dbd8d2e946245",
"body": "pinning",
"is_bot": false,
"headline": "Pinning version for mpt yamls (#345)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T23:10:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "060a847ef07971fa010d61c5fcfeaae838c7505d",
"body": "use git_commit",
"is_bot": false,
"headline": "Use git_commit in example yaml (#344)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T01:09:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "703f331e07bbe60c5c9db3ae5f876bb5dc3c19b2",
"body": "Co-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "FasterTransformer model handler for the mpt series (#340)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-08T00:44:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c92d827ebf76dd0a52bcec1ed63c0bab3730764e",
"body": "* update models to work with batching and go server\r\n\r\n* wip\r\n\r\n* fix\r\n\r\n* fix mpt\r\n\r\n* revert\r\n\r\n* lint\r\n\r\n* lint\r\n\r\n* lint and pr comments\r\n\r\n* wip\r\n\r\n* done\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update inference models to work with batching and go server (#341)",
"author_name": "Roshan Regula",
"author_login": "RR4787",
"committed_at": "2023-06-08T00:22:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55e1bfcbe6984f970e4b951a2d373e0e68962a31",
"body": "update ssh_clone\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update example yaml to work without git secrets (#342)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-07T18:07:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44bc9baaf9e6d2514d19272e0b8852a6400792be",
"body": "* fix deeplab args\r\n* pin streaming everywhere",
"is_bot": false,
"headline": "Fixing a couple CI issues and pin streaming everywhere (#343)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-07T16:03:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7768cc6939093e3a6b86ce8b2d2ba4c10d592500",
"body": null,
"is_bot": false,
"headline": "Begin restructuring (#333)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-05-31T20:12:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09912d4b93164f998ecbee759599a51fab413f75",
"body": "* Refresh mosaicml platform yamls\r\n\r\n* lint\r\n\r\n* updates",
"is_bot": false,
"headline": "Refresh mosaicml platform yamls (#335)",
"author_name": "Anna",
"author_login": "aspfohl",
"committed_at": "2023-05-24T22:18:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d1a55d1f002844d5356fed5424b286af4931eaf",
"body": "* Update hf-bert-base-uncased.yaml\r\n\r\nchange precision from bf16 to amp_bf16\r\n\r\n* Update mosaic-bert-base-uncased.yaml (#326)\r\n\r\nchange bf16 to amp_bf16\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
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"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
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},
"warnings": [
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"Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity",
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],
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"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mosaicml/examples.svg",
"full_name": "mosaicml/examples",
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"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.