Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-24 11:35 UTC
Lightning-AI / litgpt
20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
Lightning-AI/litgpt erreicht einen Gesundheitsindex von 82 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Community & Adoption (91/100) ab, am schwächsten bei AI Readiness (52/100). Zuletzt vor 4 Tagen aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
82
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.
82
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
⚡️ Lightning AI Organisation
6.839 Follower29 öffentliche Reposseit Dez. 2019
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 |
|---|---|---|---|---|---|
| PyPI | litgpt | 0.5.13 | - | 34 | vor 21 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
85
Entwicklungsaktivität
86Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 4 Tagen |
| 22.2/36 | Commit-Rhythmus — 32/52 Wochen mit Commits |
| 17.4/18 | Commit-Volumen — 86 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 86 |
| human_commit_share | 0,81 |
| days_since_last_push | 4 |
| active_weeks_last_year | 32 |
Release-Disziplin
83Gut
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 29 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 24 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 61,5 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Verwendete Eingangsdaten
| releases_count | 29 |
| latest_release_tag | v0.5.13 |
| releases_from_tags | nein |
| days_since_latest_release | 24 |
| mean_days_between_releases | 61,5 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
91
Popularität & Verbreitung
96Exzellent
Wie die Bewertung erfolgt
| 60/60 | Stars — 13.496 Stars |
| 25/25 | Forks — 1.473 Forks |
| 11.5/15 | Watcher — 118 Watcher |
Verwendete Eingangsdaten
| forks | 1.473 |
| stars | 13.496 |
| watchers | 118 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
85Exzellent
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | 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 | ja |
| has_pull_request_template | nein |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
80
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 16.1/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 28 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 98 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 27 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 98 |
| top_contributor_share | 0,283 |
Wie die Bewertung erfolgt
| 34.7/46.8 | Issue-Lösungsquote — 74 % der Issues geschlossen |
| 33.2/38.3 | PR-Annahme — 1.147/1.320 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Verwendete Eingangsdaten
| merged_prs | 1.147 |
| open_issues | 235 |
| closed_issues | 679 |
| issue_closed_ratio | 0,743 |
| closed_unmerged_prs | 173 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 25/25 | Reichweite des Inhabers — 6.839 Follower von Lightning-AI |
| 22.8/25 | Kontohistorie — 29 öffentliche Repos, Kontoalter ca. 6 Jahre |
Verwendete Eingangsdaten
| followers | 6.839 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Lightning-AI |
| public_repos | 29 |
| account_age_days | 2.427 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 21 Tagen |
| 20/20 | Versionshistorie — 34 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | litgpt |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 21 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
82
Engineering-Praktiken
94Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 4 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
65Mittel
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://lightning.ai |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 7 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | ai, artificial-intelligence, deep-learning, large-language-models, llm, llm-inference, llms |
| has_wiki | nein |
| homepage | https://lightning.ai |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
72
Sicherheitslage
65Mittel
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — keine Daten |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 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 27 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 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 | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6,5 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection. Die verbleibenden Gewichte wurden renormalisiert.
Abhängigkeits-Advisories
100Exzellent
Wie die Bewertung erfolgt
| 35/35 | Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory |
| 25/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory |
| 0/40 | Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum |
Verwendete Eingangsdaten
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 43 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:litgpt@0.5.13 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 43 Paketen. 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.
52
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 — 80 von 81 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,988 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
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 — devcontainer, Dockerfile |
| 8/10 | Belegte Agentenpraxis — 4 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben |
| 8/8 | Automatisierte Wartung — 15 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | ja |
| has_linter_config | ja |
| typecheck_configs | — |
| agent_commit_share | 0,04 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,15 |
AI-Code-Lesbarkeit für Modelle
54Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 53.8/55 | Handhabbare Dateigrößen — 3/137 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 99.516 |
| source_files_sampled | 137 |
| 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
13.496GitHub-Sterne
98Mitwirkende
86Commits, letzte 12 Monate
4Tage seit letztem Push
29Releases
2Bus-Faktor
235offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 1.473 ⇿
0Sterne
1.473Forks
29Releases
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.
Es wird nur die jüngste Historie angezeigt — dieses Repository überschreitet das Erfassungsfenster, sodass die früheste Historie nicht erfasst wird.
Major 0Minor 2Patch 26
Jeder Punkt umfasst 3 Tage.
OpenSSF Scorecard 6.5 / 10
6.5Gesamtwert
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 |
| k. A. | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 27 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direkte Abhängigkeiten 8
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | huggingface-hub | >=0.30,<1.4 | pyproject.toml |
| PyPI | jsonargparse | >=4.37,<=4.41 | pyproject.toml |
| PyPI | lightning | >=2.6.1 | pyproject.toml |
| PyPI | psutil | ==7.2.2 | pyproject.toml |
| PyPI | safetensors | >=0.4.3 | pyproject.toml |
| PyPI | tokenizers | >=0.21 | pyproject.toml |
| PyPI | torch | >=2.7 | pyproject.toml |
| PyPI | tqdm | >4.66 | pyproject.toml |
Alle Abhängigkeiten 33
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 8 direkte und 25 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | huggingface-hub | — | direkt |
| PyPI | jsonargparse | — | direkt |
| PyPI | lightning | — | direkt |
| PyPI | psutil | 7.2.2 | direkt |
| PyPI | safetensors | — | direkt |
| PyPI | tokenizers | — | direkt |
| PyPI | torch | — | direkt |
| PyPI | tqdm | — | direkt |
| PyPI | bitsandbytes | — | indirekt |
| PyPI | datasets | — | indirekt |
| PyPI | einops | — | indirekt |
| PyPI | lightning-thunder | — | indirekt |
| PyPI | litdata | 0.2.59 | indirekt |
| PyPI | litlogger | — | indirekt |
| PyPI | litserve | — | indirekt |
| PyPI | lm-eval | — | indirekt |
| PyPI | pandas | — | indirekt |
| PyPI | protobuf | — | indirekt |
| PyPI | pyarrow | — | indirekt |
| PyPI | pytest | — | indirekt |
| PyPI | pytest-benchmark | — | indirekt |
| PyPI | pytest-dependency | — | indirekt |
| PyPI | pytest-rerunfailures | — | indirekt |
| PyPI | pytest-timeout | — | indirekt |
| PyPI | requests | — | indirekt |
| PyPI | sentencepiece | — | indirekt |
| PyPI | setuptools | — | indirekt |
| PyPI | tensorboard | — | indirekt |
| PyPI | torchmetrics | — | indirekt |
| PyPI | transformers | — | indirekt |
| PyPI | uvloop | — | indirekt |
| PyPI | wheel | — | indirekt |
| PyPI | zstandard | — | indirekt |
Abhängigkeits-Advisories 0
Die Installation von pypi:litgpt@0.5.13 zieht 43 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.
Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.
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": [
"ai",
"artificial-intelligence",
"deep-learning",
"large-language-models",
"llm",
"llm-inference",
"llms"
],
"is_fork": false,
"size_kb": 5876,
"has_wiki": false,
"homepage": "https://lightning.ai",
"languages": {
"Python": 1312144,
"Dockerfile": 803
},
"pushed_at": "2026-07-20T10:24:12Z",
"created_at": "2023-05-04T17:46:11Z",
"owner_type": "Organization",
"updated_at": "2026-07-24T04:41:28Z",
"description": "20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.",
"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://lightning.ai/",
"name": "⚡️ Lightning AI ",
"type": "Organization",
"login": "Lightning-AI",
"company": null,
"location": "United States of America",
"followers": 6839,
"avatar_url": "https://avatars.githubusercontent.com/u/58386951?v=4",
"created_at": "2019-12-01T09:42:21Z",
"is_verified": null,
"public_repos": 29,
"account_age_days": 2427
},
"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": "v0.5.13",
"kind": "patch",
"published_at": "2026-06-29T15:53:25Z"
},
{
"tag": "v0.5.12",
"kind": "patch",
"published_at": "2025-12-18T15:51:48Z"
},
{
"tag": "v0.5.11",
"kind": "patch",
"published_at": "2025-09-09T18:15:45Z"
},
{
"tag": "v0.5.10",
"kind": "patch",
"published_at": "2025-08-13T13:26:21Z"
},
{
"tag": "v0.5.9",
"kind": "patch",
"published_at": "2025-06-12T20:51:14Z"
},
{
"tag": "v0.5.8",
"kind": "patch",
"published_at": "2025-05-06T10:22:06Z"
},
{
"tag": "v0.5.7",
"kind": "patch",
"published_at": "2025-01-27T20:59:14Z"
},
{
"tag": "v0.5.6",
"kind": "patch",
"published_at": "2025-01-24T16:53:18Z"
},
{
"tag": "v0.5.5",
"kind": "patch",
"published_at": "2025-01-08T20:33:19Z"
},
{
"tag": "v0.5.4",
"kind": "patch",
"published_at": "2024-12-23T13:00:52Z"
},
{
"tag": "v0.5.3",
"kind": "patch",
"published_at": "2024-10-29T20:10:05Z"
},
{
"tag": "v0.5.2",
"kind": "patch",
"published_at": "2024-10-22T16:20:07Z"
},
{
"tag": "v0.5.1",
"kind": "patch",
"published_at": "2024-10-10T15:20:22Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2024-10-04T18:59:47Z"
},
{
"tag": "v0.4.13",
"kind": "patch",
"published_at": "2024-09-27T14:13:48Z"
},
{
"tag": "v0.4.12",
"kind": "patch",
"published_at": "2024-09-11T19:43:17Z"
},
{
"tag": "v0.4.11",
"kind": "patch",
"published_at": "2024-08-23T17:42:08Z"
},
{
"tag": "v0.4.10",
"kind": "patch",
"published_at": "2024-08-14T01:39:16Z"
},
{
"tag": "v0.4.9",
"kind": "patch",
"published_at": "2024-08-08T15:43:57Z"
},
{
"tag": "v0.4.8",
"kind": "patch",
"published_at": "2024-08-02T14:09:24Z"
},
{
"tag": "v0.4.7",
"kind": "patch",
"published_at": "2024-08-01T13:07:30Z"
},
{
"tag": "v0.4.6",
"kind": "patch",
"published_at": "2024-07-24T15:35:08Z"
},
{
"tag": "v0.4.5",
"kind": "patch",
"published_at": "2024-07-17T18:56:04Z"
},
{
"tag": "v0.4.4",
"kind": "patch",
"published_at": "2024-07-11T01:18:27Z"
},
{
"tag": "v0.4.3",
"kind": "patch",
"published_at": "2024-07-05T18:42:48Z"
},
{
"tag": "v0.4.2",
"kind": "patch",
"published_at": "2024-06-25T22:28:08Z"
},
{
"tag": "v0.4.1",
"kind": "patch",
"published_at": "2024-06-17T01:55:43Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2024-06-10T15:50:02Z"
},
{
"tag": "v0.4.0.dev0",
"kind": "other",
"published_at": "2024-06-04T20:13:59Z"
}
],
"recent_commits": [
{
"oid": "26857050fe3ff627cd714fe92f5838f51a3d5efa",
"body": null,
"is_bot": false,
"headline": "chore: bump version to 0.5.13 (#2279)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-29T15:52:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d7d39fcce396f8457223c00194a1d93fb4864ce8",
"body": null,
"is_bot": false,
"headline": "fix(docs): update broken links in README (#2277)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-25T13:37:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83e3fed408fa470a1a0e39defa45ed39c893f6c7",
"body": null,
"is_bot": false,
"headline": "docs: update CODEOWNERS with patterns and retired committers (#2275)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-25T05:20:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "22dbe4895a7f68132c2130974f6bdad1d606c3e6",
"body": null,
"is_bot": false,
"headline": "docs: add CONTRIBUTING.md (#2276)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-25T04:58:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "69fec57ce17e62deb392281f125a03d2cb6235a4",
"body": null,
"is_bot": false,
"headline": "ci: migrate PyPI release to trusted publishing (OIDC) (#2261)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-24T19:27:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ecf28d4aebe9b542f6f081bb1bbcb02049f5271b",
"body": null,
"is_bot": false,
"headline": "docs: add Code of Conduct and rename LICENSE filename (#2273)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-24T18:51:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4f66c7a969ddb9589f7bf60658d68d8c8e7a381d",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(tests): use Gutenberg mirror to fix flaky book downloads (#2272)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-24T08:17:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9deee67534a27764ade9c6f3fb96520fb832cec9",
"body": "…d literal 'None') (#2258)\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "Omit ChatML system turn when there is no system message (Qwen3 emitte…",
"author_name": "Prathamesh Jadhav",
"author_login": "lollinng",
"committed_at": "2026-06-24T01:19:20Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "153d04c4bc489c4d2ad2ec6bf09c5f9ce067b3c8",
"body": "…#2268)\n\nCo-authored-by: Liana Koleva <43767763+lianakoleva@users.noreply.github.com>",
"is_bot": false,
"headline": " fix(tests): skip tokenizer tests for only gated model in fork prs (…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-23T19:40:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1e48b1a0832e943edf29980db93f227dcc17ebe",
"body": null,
"is_bot": false,
"headline": "fix(ci): unblock check-links and stabilize GPU serve tests (#2270)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-23T18:33:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a650062da1a3c252cea6ec42ecc832225ff63ad6",
"body": null,
"is_bot": false,
"headline": "ci: migrate workflows from pip to uv (#2257)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-05T08:02:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b37195938f71325688760e5402ea1a016b31d005",
"body": null,
"is_bot": false,
"headline": "chore: pin GitHub Actions to verified commit SHAs (#2256)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-06-01T17:38:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53286ba8cd5c7cab4dc8a8e42edf196aa5959299",
"body": "…w (#2253)",
"is_bot": false,
"headline": "security: remove `pull_request_target` trigger from CPU tests workflo…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-05-28T19:25:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6bc64866be6980f2a2a730cac1a21ad3ec0aa62b",
"body": null,
"is_bot": false,
"headline": "fix(tests): xfail DynamoThunder tests with torch>=2.12 (#2254)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-05-28T19:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c3ce130d52faa22da4a005cee3f0f6fdfe43099",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "fix: make sample() produce greedy decoding when temperature=0 (#2239)",
"author_name": "Yarizakura",
"author_login": "CrepuscularIRIS",
"committed_at": "2026-04-16T06:32:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "084879dcacc6b51e73239536c02d189f73ee4696",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(tests): Fix 3 test failures introduced by the validate PR (#2233)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-04-10T12:59:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "115a20637e0ab32c05e6eaf7f6c6519f921d4e2b",
"body": "…ing (#2213)",
"is_bot": false,
"headline": "fix(finetune): run generate_example only on rank 0 in multi-GPU train…",
"author_name": "Br1an",
"author_login": "Br1an67",
"committed_at": "2026-04-08T02:38:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59adc578546ba020151a1f3af1b1fb93163b91bf",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit suggestions (#2229)",
"author_name": "pre-commit-ci[bot]",
"author_login": "pre-commit-ci[bot]",
"committed_at": "2026-04-08T01:57:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "191b2cf9fc4aa7d7c4108afcae271fb6ec57e4e8",
"body": "Signed-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump psutil from 7.1.3 to 7.2.2 (#2226)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-08T00:32:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "481f0ff33fb62653ce567687d1eea45bdeb96d62",
"body": "…… (#2214)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: Introduce a pre-flight validation script for LitGPT checkpoints…",
"author_name": "Avaya Aggarwal",
"author_login": "OnePunchMonk",
"committed_at": "2026-04-07T22:23:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fde438aa241ddb9c4c9f452286d82f511fd2c744",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: bhimrazy <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "LoRAQKVLinear.lora_ind does not cache index (#2225)",
"author_name": "Matthias Seeger",
"author_login": "mseeger",
"committed_at": "2026-04-07T21:58:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d28a00d8a0014d2c0a9038fcd6bcfdd30fad4368",
"body": "…2215)\n\nCo-authored-by: gambletan <tan@echooo.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: raise error when prefill exceeds sliding window KV cache size (#…",
"author_name": "Alvin Tang",
"author_login": "alvinttang",
"committed_at": "2026-03-25T09:31:46Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "31e5fcaf8486d08001a2eda2579c45fea307c529",
"body": "… (#2221)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "chore(ruff): bump target-version to py310 and update type annotations…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-03-25T09:20:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a3af80dae9d04261a0ab917ef1277ee2032a14a7",
"body": null,
"is_bot": false,
"headline": "Added correct rope_base to all Mistral configs (#2218)",
"author_name": "Aditya Borate",
"author_login": "adi776borate",
"committed_at": "2026-03-25T06:42:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a548b90a27803d0cc1368f262869cbba780946e",
"body": "Co-authored-by: Xiao Ji Ji <xiaoji@openclaw.ai>",
"is_bot": false,
"headline": "fix: handle empty prompt list in R1Base.apply() (#2216)",
"author_name": "LincolnBurrows2017",
"author_login": "LincolnBurrows2017",
"committed_at": "2026-03-21T04:04:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "162ad9bee317afb487046e4d2765d4e58dc9c7ff",
"body": null,
"is_bot": false,
"headline": "Add YaRN rope adjustment + DeepSeekV3 rope_interleave (#2202)",
"author_name": "SJ Yu",
"author_login": "ysjprojects",
"committed_at": "2026-03-19T07:43:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "377951004c3aec68bf43f077be98d5a5551d3a18",
"body": "…epo (#2208)",
"is_bot": false,
"headline": "chore(workflows): Sync GPU CI workflow image with lightning-thunder r…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-03-04T11:45:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e684dfb05bd05dae1eedc04817f2dd9dbc8c3c9b",
"body": null,
"is_bot": false,
"headline": "fix: flaky `test_litgpt_chat_endtoend` (#2209)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-03-04T09:51:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2835f828f1ad69d10a7f236ad784ec3d1d2a5e17",
"body": "…204)\n\nCo-authored-by: fumadari <dariofumarola90@gmail.com>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: default val_split_fraction to 0.05 for single-file JSON data (#2…",
"author_name": "Dario Fumarola",
"author_login": "dario-fumarola",
"committed_at": "2026-02-20T21:38:46Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "e1086be410018852dcb928e3678700bde93735d4",
"body": null,
"is_bot": false,
"headline": "fix: correct LoRA index computation uses wrong feature size (#2201)",
"author_name": "Harikrishna KP",
"author_login": "Mr-Neutr0n",
"committed_at": "2026-02-17T17:04:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "92627d71d47c24f7d3ef4d0b5721b34956819a95",
"body": "…king (#2198)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(logger) : Add LitLogger Support for Lightning.ai Experiment Trac…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-02-06T05:24:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dce40d9cc281dc05e891592f5b6d710c361038b2",
"body": "…=0.30,<1.4 (#2200)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: bhimrazy <bhimrajyadav977@gmail.com>",
"is_bot": true,
"headline": "build(deps): update huggingface-hub requirement from <1.3,>=0.30 to >…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-02-04T16:15:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f8b142b841d3e211b8247dff3d76fe73451ac20c",
"body": "… >=0.42,<0.50 (#2199)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps-dev): update bitsandbytes requirement from <0.43,>=0.42 to…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-02-04T16:14:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c04150565e0c71950f5b7e5b318c2485852e22ec",
"body": "Co-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "Allow train.max_steps for profiling runs (#2193)",
"author_name": "Mukesh Dewangan",
"author_login": "MukeshK17",
"committed_at": "2026-01-29T23:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f9f3dcbdcafc41b484d33b81e09ff1e71671a5bb",
"body": "Co-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "fix: gemma-3 checkpoint conversion from litgpt to hf (#2195)",
"author_name": "Aditya Borate",
"author_login": "adi776borate",
"committed_at": "2026-01-23T23:55:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dbddd23b471d8f3851ec818869eabe48a11100fc",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "feat: add generate_strategy option to litgpt serve (#2188)",
"author_name": "Aditya Borate",
"author_login": "adi776borate",
"committed_at": "2026-01-20T08:28:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac816e7729deeb459cfe1d0d00c1fedf2314c46b",
"body": "…q (#2179)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: bhimrazy <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "Fix rope_cache_length computation for models with rope_local_base_fre…",
"author_name": "Aditya Borate",
"author_login": "adi776borate",
"committed_at": "2026-01-14T21:20:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f43163ada894a2c035cbde2ecef61f8fd1f1e93a",
"body": null,
"is_bot": false,
"headline": "Doc: add uv options advanced installation fix (#2185)",
"author_name": "Gusti Triandi Winata",
"author_login": "sanggusti",
"committed_at": "2026-01-13T21:11:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8fe4dd20025ff57d47a813a2b1dba69f7995b87",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit suggestions (#2180)",
"author_name": "pre-commit-ci[bot]",
"author_login": "pre-commit-ci[bot]",
"committed_at": "2026-01-13T21:07:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2c08b5760b0a303e0033802871b1dd07076dc74",
"body": "Signed-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps-dev): bump litdata from 0.2.51 to 0.2.59 (#2176)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-13T21:06:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "886c5dade29276621f062cebf85aa9a20c93091e",
"body": "…>=0.30,<1.3 (#2139)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): update huggingface-hub requirement from >=0.30,<0.35 to …",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-13T21:05:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "22e79cb143a4c1f358650459f083d0d74c631acb",
"body": "…, for gpu test (#2184)",
"is_bot": false,
"headline": "chore: fetch transformers version from lightning-thunder requirements…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2026-01-13T20:52:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df94ee2cae47d8d2fb20815c175e98fd1f64a27a",
"body": null,
"is_bot": false,
"headline": "chore: bump version for release (#2171)",
"author_name": "Liana Koleva",
"author_login": "lianakoleva",
"committed_at": "2025-12-18T15:51:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3023ca8845119b21281f465ea9448eabc9ea8224",
"body": "Co-authored-by: Chelsi Jain <jainc@dgxh-2.hpc.engr.oregonstate.edu>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>\nCo-authored-by: KaelanDt <kaelandonatella@gmail.com>\nCo-authored-by: Liana Koleva <liana.e.koleva@gmail.com>",
"is_bot": false,
"headline": "fix: sliding window KV cache for Gemma-3 models (issue #2145) (#2153)",
"author_name": "Chelsi Jain",
"author_login": "Chelsi-create",
"committed_at": "2025-12-17T17:00:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "20af91c84696f90998ea03bd7c236981a1f887a2",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>\nCo-authored-by: Liana Koleva <43767763+lianakoleva@users.noreply.github.com>\nCo-authored-by: bhimrazy <bhimrajyadav977@gmail.com>",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit suggestions (#2142)",
"author_name": "pre-commit-ci[bot]",
"author_login": "pre-commit-ci[bot]",
"committed_at": "2025-12-16T20:28:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2f353c3b434e95ebeb55dbdf7d43cee5e0a400f",
"body": "…ates (#2170)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump the gha-updates group across 1 directory with 2 upd…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-12-16T15:25:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52712214724183483143de1acedb88ba44493767",
"body": "Co-authored-by: carsch 18 <carsch18@192.168.1.4>",
"is_bot": false,
"headline": "docs: enhance Python API tutorial with fixes and new section (#2169)",
"author_name": "carsch18",
"author_login": "carsch18",
"committed_at": "2025-12-16T15:25:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "84d3b77a141b8876eca6162e5ee2b7a1d273b728",
"body": "Signed-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump psutil from 7 to 7.1.2 (#2152)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-12-16T15:24:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af610445e4e897e713f283025c4888db61f77ba2",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "Small refactorings (#2166)",
"author_name": "Matthias Seeger",
"author_login": "mseeger",
"committed_at": "2025-12-16T05:51:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "299cfa4d0c10afee125af53a4acec36f3ac54480",
"body": null,
"is_bot": false,
"headline": "fix: pin `lm-eval<0.4.9.1` for trust_remote_code issue (#2168)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-12-04T09:23:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "daf4538f6e62f98aa54650d1a6898395274228b2",
"body": null,
"is_bot": false,
"headline": "chore: bump pytorch to >= 2.7 (#2130)",
"author_name": "Liana Koleva",
"author_login": "lianakoleva",
"committed_at": "2025-11-26T15:12:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba331d6cb84cbef929fed7c691966c9b6d930aa0",
"body": null,
"is_bot": false,
"headline": "Fix to avoid RuntimeError (#2138)",
"author_name": "Matthias Seeger",
"author_login": "mseeger",
"committed_at": "2025-11-25T09:45:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0fb371d861a51e81ed84765c22b888dda4db1399",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bhimraj Yadav <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "fix: handle gemma 3 weights prefix during hf conversion (#2156)",
"author_name": "Oscar Blazejewski",
"author_login": "scascar",
"committed_at": "2025-11-25T09:44:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "39f9b3ee81adb4e7a3f537ef56a3ebf5f311b165",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: Drop Python 3.9 support from ci (#2161)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-11-25T09:43:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43ba18c5a424ded2cd1a8aad39fdfec1f8c42025",
"body": "…ontributors (#2162)\n\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(ci) : Optimize Workflow Triggers for Collaborators vs. External C…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-11-24T15:10:13Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "620c749310efcd464e295eae1353a354d96df253",
"body": null,
"is_bot": false,
"headline": "Remove Azure CI configuration (#2160)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-11-19T06:08:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2ade8ffcaf9e09c408c6fc9873395c525997618d",
"body": null,
"is_bot": false,
"headline": "fix: chat prompt lowercasing bug (#2155)",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-11-15T05:11:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b2d0b810a60d2d6c0df733c43a1792b6a1815e55",
"body": "Co-authored-by: bhimrazy <bhimrajyadav977@gmail.com>",
"is_bot": false,
"headline": "Add `timeout` parameter to run_server. (#2157)",
"author_name": "Noel Danz",
"author_login": "hv10",
"committed_at": "2025-11-14T19:47:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d993cf1363872d10141974ef4afdb822fcc9f908",
"body": "… (#2134)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: KaelanDt <kaelandonatella@gmail.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>",
"is_bot": false,
"headline": "[FEAT] Add Grouped Topk Routing to LLaMAMoE (Based on DeepseekV3MoE)…",
"author_name": "SJ Yu",
"author_login": "ysjprojects",
"committed_at": "2025-11-07T00:27:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "062fff2f96f27416cc866eefb32352955234a332",
"body": "…(#2148)",
"is_bot": false,
"headline": "fix: update TinyStories optimize to use `item_loader=TokensLoader()` …",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-11-04T20:01:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9174da2cc4ec49a16395bd3e7f8be9f4a54550a8",
"body": "…parse Issues (#2149)\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(ci): Failures on Main: Compiler GPU Tests, Tokenizer, and JsonArg…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-11-04T09:30:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "22c2a4f3d80599b0791d62c4c4fb871bb5486609",
"body": "Added information about Lightning Cloud services and features.",
"is_bot": false,
"headline": "Update README with Lightning Cloud details",
"author_name": "William Falcon",
"author_login": "williamFalcon",
"committed_at": "2025-10-05T15:26:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3e83b8a22d35f676edcaf51f721f0a2e5f28bfa",
"body": null,
"is_bot": false,
"headline": "update code-owners list (#2137)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-09-26T05:46:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aac1a53a35a9028f4aec4c537207c2f2bc8910f3",
"body": null,
"is_bot": false,
"headline": "chore: expand codeowners (#2132)",
"author_name": "Liana Koleva",
"author_login": "lianakoleva",
"committed_at": "2025-09-12T07:43:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b06251abdd4cbd5f322b962761c48cdbb521d40f",
"body": null,
"is_bot": false,
"headline": "bump: releasing `0.5.11`",
"author_name": "Jirka B",
"author_login": "Borda",
"committed_at": "2025-09-09T17:30:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f464693df3fd0c01b8ceaea787b846ec3aeaa862",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "bump PT 2.8 & install with `--upgrade-strategy greedy` (#2107)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-09-09T06:09:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe3ec5992bcec62cd620d4002b00f36e463371b2",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "Add Qwen3 2507 Instruct models (#2125)",
"author_name": "SJ Yu",
"author_login": "ysjprojects",
"committed_at": "2025-09-08T20:00:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db8e87851772c61eac0f1598f597dffacca52d80",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "feat/MLA (#2113)",
"author_name": "SJ Yu",
"author_login": "ysjprojects",
"committed_at": "2025-09-08T20:00:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e8f40cc950d7a8a8ad920786872c59e1d771ad8",
"body": "… group (#2126)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump actions/setup-python from 5 to 6 in the gha-updates…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-09-08T13:05:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4f8747da7c549a1ee1f3793091b2cdb863881283",
"body": "…>=0.30,<0.35 (#2119)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): update huggingface-hub requirement from <0.33,>=0.30 to …",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-09-05T06:59:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c92df0960a027b732b069a69ad36bb19e87ddb5",
"body": "…=4.51.3,<4.57 (#2120)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): update transformers requirement from <4.54,>=4.51.3 to >…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-09-05T06:58:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cf885fd8992a555f94e1a07e95303ac46166197e",
"body": null,
"is_bot": false,
"headline": "gpu: use `CUBLAS_WORKSPACE_CONFIG: \":4096:8\"` (#2124)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-09-04T16:29:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5fbe36c81b9bc6dd6d60d292cc8774a1ae1ae32",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "Use torch autograd integration for backward testing (#2123)",
"author_name": "Thomas Viehmann",
"author_login": "t-vi",
"committed_at": "2025-09-04T12:59:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b0c8191e1770308648b766ea6f957ea46dfbe90",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "Add Qwen3 2507 Thinking models (#2110)",
"author_name": "SJ Yu",
"author_login": "ysjprojects",
"committed_at": "2025-09-01T12:12:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf68369bd1ffa4e230529aec11ba17837eba0de3",
"body": "…up (#2109)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump actions/checkout from 4 to 5 in the gha-updates gro…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-08-18T16:22:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c078a26058c25a933b946dea398fc03411ec4f72",
"body": null,
"is_bot": false,
"headline": "bump: try `bitsandbytes ~0.47` (#2106)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-08-14T10:16:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d052b079dbe9ad661e948857a19f2a86f8123623",
"body": null,
"is_bot": false,
"headline": "ci: add testing with minimal requirements (#2105)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-08-14T09:40:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "198314ee4ce60e419295d4ad1ad517e6138007e7",
"body": "….42,<0.47 (#2069)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): update bitsandbytes requirement from <0.43,>=0.42 to >=0…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-08-14T07:33:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ac69b0652f8461ccd84b504f7ec251f5ddd4b64",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "finetune_lora upgrades (#2086)",
"author_name": "SJ Yu",
"author_login": "ysjprojects",
"committed_at": "2025-08-13T22:33:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b00e7b3e65ced432845ee84ce6c1f86dfb29d5fe",
"body": null,
"is_bot": false,
"headline": "update machines used in lit CI (#2103)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-08-13T14:58:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "90cc9a801ab0017df529f9754cabb79825e7f5d4",
"body": null,
"is_bot": false,
"headline": "bump: releasing `0.5.10`",
"author_name": "Jirka B",
"author_login": "Borda",
"committed_at": "2025-08-13T11:48:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a6000fd52f574ccc077dc1e8cbd07436a64106a",
"body": "…=4.51.3,<4.54 (#2084)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jirka B <j.borovec+github@gmail.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): update transformers requirement from <4.52,>=4.51.3 to >…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-08-13T11:47:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dc5c26a1ac1c4b247018326dad7d18e1dd9b4ad5",
"body": null,
"is_bot": false,
"headline": "req: pin `lm-eval !=0.4.9.1` (#2102)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-08-13T11:04:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aafc30711034b10706405bc7140b755820017d37",
"body": null,
"is_bot": false,
"headline": "Fix commands in pretrain.md (#2097)",
"author_name": "Niko Abeler",
"author_login": "H4kor",
"committed_at": "2025-08-06T14:18:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ebef1709b2948dcb2e3ba0274542e4682a36ca0f",
"body": "Signed-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump litdata from 0.2.49 to 0.2.51 (#2099)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-08-04T11:09:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2f504d85a24513c822f48fdeb05ef6b8cbb61ef4",
"body": "… API endpoint configuration (#2080)",
"is_bot": false,
"headline": "feat(serve.py): add api_path parameter to cli options to allow custom…",
"author_name": "Botir Khaltaev",
"author_login": "botirkhaltaev",
"committed_at": "2025-07-25T19:20:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8f190533406f78a6950345739d89dc2efc8be421",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "add/debug Lit CI (#2094)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-07-23T13:16:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "67b0496325cdba9640710a5315f155d94c6fe861",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "pin: restrict datasets version to <4.0.0 for compatibility (#2095)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-07-15T12:22:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a9b13e98bd16d7243eeb5f7fea36316928ff949",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete pending todos in testing (#2088)",
"author_name": "Ashish Rai",
"author_login": "raishish",
"committed_at": "2025-07-09T14:24:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d32a7384331c297ceec45f6b88e62418fd6aaee3",
"body": null,
"is_bot": false,
"headline": "doc: add comments for clarifying query / KV groups (#2093)",
"author_name": "Ashish Rai",
"author_login": "raishish",
"committed_at": "2025-07-09T10:03:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27ff93ddfbe46a7d9ceb3738a81ce0e43261a056",
"body": null,
"is_bot": false,
"headline": "doc: add `n_query_groups` to attention notation table (#2092)",
"author_name": "Ashish Rai",
"author_login": "raishish",
"committed_at": "2025-07-09T10:02:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "50f6bc49e521aa4d28a5035478af4bc5e8392180",
"body": "Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>",
"is_bot": true,
"headline": "[pre-commit.ci] pre-commit suggestions (#2091)",
"author_name": "pre-commit-ci[bot]",
"author_login": "pre-commit-ci[bot]",
"committed_at": "2025-07-07T21:01:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e01561a72135156dff579a4d118bf8742914e1d1",
"body": "Signed-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jirka Borovec <6035284+Borda@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): update numpy requirement from <2 to none (#2085)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2025-07-01T17:54:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ae2b85ce486c5e1a4311db096dc21924da280f55",
"body": "…t (#2082)",
"is_bot": false,
"headline": "docs: Add documentation for OpenAI-compatible API in LitGPT deploymen…",
"author_name": "Bhimraj Yadav",
"author_login": "bhimrazy",
"committed_at": "2025-07-01T12:38:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d4107ea505a5032d7b57345db6e02d86bdf60eae",
"body": null,
"is_bot": false,
"headline": "ci: show the longest tests for improvement (#2083)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-07-01T12:19:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "caadfb7393add72ff97926cee9c4d70d44f8fb00",
"body": null,
"is_bot": false,
"headline": "update bug-report/issue with reproducing in Studio (#2081)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-06-23T12:30:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f4325f7fddad5a2a5fddfc4f7e1fd6ed095dbc0",
"body": null,
"is_bot": false,
"headline": "Deferring import of torch in config to allow faster import (#2079)",
"author_name": "Jack Urbanek",
"author_login": "JackUrb",
"committed_at": "2025-06-18T05:10:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6bea7711bec6a140c1a3ea3c877abcd79009e8ae",
"body": null,
"is_bot": false,
"headline": "limit PR permissions vol.2 (#2078)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-06-17T14:21:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "caa2f78fdd7667714a71ca6ac98efa7df379e649",
"body": null,
"is_bot": false,
"headline": "limit PR permissions (#2077)",
"author_name": "Jirka Borovec",
"author_login": "Borda",
"committed_at": "2025-06-17T09:30:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "72ea18521f0c5f40ebcb0291315256501829d07c",
"body": "Co-authored-by: shijie.yu <shijie@tensorplex.ai>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "Qwen3 MoE (#2060)",
"author_name": "Yu Shi Jie",
"author_login": "ysjprojects",
"committed_at": "2025-06-16T17:01:46Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 29,
"commits_last_year": 86,
"latest_release_at": "2026-06-29T15:53:25Z",
"latest_release_tag": "v0.5.13",
"releases_from_tags": false,
"days_since_last_push": 4,
"active_weeks_last_year": 32,
"days_since_latest_release": 24,
"mean_days_between_releases": 61.5
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 75,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "litgpt",
"exists": true,
"license": null,
"keywords": [
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/litgpt/",
"is_deprecated": false,
"latest_version": "0.5.13",
"repository_url": "https://github.com/lightning-AI/litgpt",
"versions_count": 34,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2024-02-23T19:46:47.160980Z",
"latest_published_at": "2026-07-03T04:14:41.764937Z",
"latest_version_yanked": null,
"days_since_latest_publish": 21
}
]
},
"popularity": {
"forks": 1473,
"stars": 13496,
"watchers": 118,
"fork_history": {
"days": [
{
"date": "2024-01-24",
"count": 2
},
{
"date": "2024-01-26",
"count": 2
},
{
"date": "2024-01-27",
"count": 1
},
{
"date": "2024-01-29",
"count": 1
},
{
"date": "2024-01-30",
"count": 1
},
{
"date": "2024-02-01",
"count": 2
},
{
"date": "2024-02-02",
"count": 3
},
{
"date": "2024-02-03",
"count": 1
},
{
"date": "2024-02-05",
"count": 2
},
{
"date": "2024-02-06",
"count": 1
},
{
"date": "2024-02-09",
"count": 1
},
{
"date": "2024-02-14",
"count": 1
},
{
"date": "2024-02-15",
"count": 1
},
{
"date": "2024-02-17",
"count": 1
},
{
"date": "2024-02-18",
"count": 1
},
{
"date": "2024-02-19",
"count": 1
},
{
"date": "2024-02-20",
"count": 2
},
{
"date": "2024-02-22",
"count": 1
},
{
"date": "2024-02-23",
"count": 1
},
{
"date": "2024-02-24",
"count": 2
},
{
"date": "2024-02-25",
"count": 2
},
{
"date": "2024-02-26",
"count": 1
},
{
"date": "2024-02-28",
"count": 2
},
{
"date": "2024-03-01",
"count": 2
},
{
"date": "2024-03-04",
"count": 1
},
{
"date": "2024-03-05",
"count": 1
},
{
"date": "2024-03-07",
"count": 1
},
{
"date": "2024-03-08",
"count": 2
},
{
"date": "2024-03-10",
"count": 1
},
{
"date": "2024-03-11",
"count": 4
},
{
"date": "2024-03-12",
"count": 2
},
{
"date": "2024-03-13",
"count": 2
},
{
"date": "2024-03-14",
"count": 2
},
{
"date": "2024-03-16",
"count": 2
},
{
"date": "2024-03-17",
"count": 2
},
{
"date": "2024-03-18",
"count": 1
},
{
"date": "2024-03-19",
"count": 1
},
{
"date": "2024-03-20",
"count": 1
},
{
"date": "2024-03-21",
"count": 6
},
{
"date": "2024-03-22",
"count": 1
},
{
"date": "2024-03-24",
"count": 2
},
{
"date": "2024-03-26",
"count": 1
},
{
"date": "2024-03-27",
"count": 3
},
{
"date": "2024-03-28",
"count": 4
},
{
"date": "2024-03-29",
"count": 7
},
{
"date": "2024-03-30",
"count": 2
},
{
"date": "2024-03-31",
"count": 4
},
{
"date": "2024-04-01",
"count": 2
},
{
"date": "2024-04-02",
"count": 4
},
{
"date": "2024-04-03",
"count": 2
},
{
"date": "2024-04-05",
"count": 1
},
{
"date": "2024-04-07",
"count": 1
},
{
"date": "2024-04-08",
"count": 5
},
{
"date": "2024-04-09",
"count": 6
},
{
"date": "2024-04-10",
"count": 3
},
{
"date": "2024-04-11",
"count": 3
},
{
"date": "2024-04-12",
"count": 6
},
{
"date": "2024-04-13",
"count": 6
},
{
"date": "2024-04-14",
"count": 30
},
{
"date": "2024-04-15",
"count": 11
},
{
"date": "2024-04-16",
"count": 2
},
{
"date": "2024-04-17",
"count": 4
},
{
"date": "2024-04-18",
"count": 2
},
{
"date": "2024-04-20",
"count": 1
},
{
"date": "2024-04-21",
"count": 1
},
{
"date": "2024-04-23",
"count": 2
},
{
"date": "2024-04-24",
"count": 2
},
{
"date": "2024-04-25",
"count": 1
},
{
"date": "2024-04-26",
"count": 1
},
{
"date": "2024-04-28",
"count": 1
},
{
"date": "2024-04-30",
"count": 3
},
{
"date": "2024-05-01",
"count": 2
},
{
"date": "2024-05-03",
"count": 1
},
{
"date": "2024-05-04",
"count": 1
},
{
"date": "2024-05-05",
"count": 1
},
{
"date": "2024-05-07",
"count": 1
},
{
"date": "2024-05-09",
"count": 1
},
{
"date": "2024-05-10",
"count": 3
},
{
"date": "2024-05-13",
"count": 3
},
{
"date": "2024-05-14",
"count": 1
},
{
"date": "2024-05-15",
"count": 1
},
{
"date": "2024-05-16",
"count": 2
},
{
"date": "2024-05-17",
"count": 2
},
{
"date": "2024-05-22",
"count": 2
},
{
"date": "2024-05-23",
"count": 3
},
{
"date": "2024-05-25",
"count": 1
},
{
"date": "2024-05-28",
"count": 3
},
{
"date": "2024-05-29",
"count": 2
},
{
"date": "2024-05-30",
"count": 1
},
{
"date": "2024-06-01",
"count": 2
},
{
"date": "2024-06-02",
"count": 1
},
{
"date": "2024-06-03",
"count": 4
},
{
"date": "2024-06-04",
"count": 9
},
{
"date": "2024-06-05",
"count": 7
},
{
"date": "2024-06-06",
"count": 7
},
{
"date": "2024-06-07",
"count": 6
},
{
"date": "2024-06-08",
"count": 3
},
{
"date": "2024-06-09",
"count": 3
},
{
"date": "2024-06-10",
"count": 6
},
{
"date": "2024-06-11",
"count": 2
},
{
"date": "2024-06-12",
"count": 2
},
{
"date": "2024-06-13",
"count": 2
},
{
"date": "2024-06-14",
"count": 3
},
{
"date": "2024-06-15",
"count": 2
},
{
"date": "2024-06-16",
"count": 3
},
{
"date": "2024-06-17",
"count": 1
},
{
"date": "2024-06-19",
"count": 2
},
{
"date": "2024-06-20",
"count": 2
},
{
"date": "2024-06-21",
"count": 2
},
{
"date": "2024-06-23",
"count": 1
},
{
"date": "2024-06-24",
"count": 3
},
{
"date": "2024-06-26",
"count": 4
},
{
"date": "2024-06-27",
"count": 1
},
{
"date": "2024-06-28",
"count": 3
},
{
"date": "2024-06-30",
"count": 1
},
{
"date": "2024-07-01",
"count": 1
},
{
"date": "2024-07-03",
"count": 2
},
{
"date": "2024-07-04",
"count": 2
},
{
"date": "2024-07-05",
"count": 3
},
{
"date": "2024-07-08",
"count": 2
},
{
"date": "2024-07-09",
"count": 13
},
{
"date": "2024-07-10",
"count": 6
},
{
"date": "2024-07-11",
"count": 17
},
{
"date": "2024-07-12",
"count": 4
},
{
"date": "2024-07-13",
"count": 3
},
{
"date": "2024-07-14",
"count": 3
},
{
"date": "2024-07-15",
"count": 3
},
{
"date": "2024-07-16",
"count": 5
},
{
"date": "2024-07-17",
"count": 4
},
{
"date": "2024-07-18",
"count": 1
},
{
"date": "2024-07-19",
"count": 3
},
{
"date": "2024-07-20",
"count": 2
},
{
"date": "2024-07-21",
"count": 3
},
{
"date": "2024-07-22",
"count": 2
},
{
"date": "2024-07-23",
"count": 4
},
{
"date": "2024-07-24",
"count": 2
},
{
"date": "2024-07-26",
"count": 3
},
{
"date": "2024-07-27",
"count": 1
},
{
"date": "2024-07-28",
"count": 2
},
{
"date": "2024-07-29",
"count": 2
},
{
"date": "2024-08-01",
"count": 2
},
{
"date": "2024-08-02",
"count": 3
},
{
"date": "2024-08-03",
"count": 1
},
{
"date": "2024-08-04",
"count": 2
},
{
"date": "2024-08-05",
"count": 2
},
{
"date": "2024-08-06",
"count": 2
},
{
"date": "2024-08-07",
"count": 4
},
{
"date": "2024-08-08",
"count": 1
},
{
"date": "2024-08-09",
"count": 2
},
{
"date": "2024-08-13",
"count": 1
},
{
"date": "2024-08-14",
"count": 1
},
{
"date": "2024-08-15",
"count": 2
},
{
"date": "2024-08-16",
"count": 1
},
{
"date": "2024-08-17",
"count": 2
},
{
"date": "2024-08-20",
"count": 2
},
{
"date": "2024-08-21",
"count": 2
},
{
"date": "2024-08-26",
"count": 1
},
{
"date": "2024-08-28",
"count": 2
},
{
"date": "2024-08-29",
"count": 2
},
{
"date": "2024-08-30",
"count": 1
},
{
"date": "2024-08-31",
"count": 5
},
{
"date": "2024-09-01",
"count": 2
},
{
"date": "2024-09-02",
"count": 3
},
{
"date": "2024-09-03",
"count": 2
},
{
"date": "2024-09-04",
"count": 1
},
{
"date": "2024-09-05",
"count": 2
},
{
"date": "2024-09-06",
"count": 1
},
{
"date": "2024-09-07",
"count": 2
},
{
"date": "2024-09-08",
"count": 1
},
{
"date": "2024-09-09",
"count": 1
},
{
"date": "2024-09-10",
"count": 2
},
{
"date": "2024-09-11",
"count": 1
},
{
"date": "2024-09-12",
"count": 2
},
{
"date": "2024-09-13",
"count": 1
},
{
"date": "2024-09-15",
"count": 2
},
{
"date": "2024-09-16",
"count": 2
},
{
"date": "2024-09-17",
"count": 1
},
{
"date": "2024-09-20",
"count": 2
},
{
"date": "2024-09-21",
"count": 2
},
{
"date": "2024-09-22",
"count": 2
},
{
"date": "2024-09-23",
"count": 1
},
{
"date": "2024-09-25",
"count": 6
},
{
"date": "2024-09-28",
"count": 3
},
{
"date": "2024-09-29",
"count": 2
},
{
"date": "2024-09-30",
"count": 2
},
{
"date": "2024-10-01",
"count": 2
},
{
"date": "2024-10-02",
"count": 1
},
{
"date": "2024-10-03",
"count": 1
},
{
"date": "2024-10-04",
"count": 1
},
{
"date": "2024-10-06",
"count": 3
},
{
"date": "2024-10-07",
"count": 3
},
{
"date": "2024-10-08",
"count": 2
},
{
"date": "2024-10-09",
"count": 1
},
{
"date": "2024-10-11",
"count": 1
},
{
"date": "2024-10-13",
"count": 1
},
{
"date": "2024-10-14",
"count": 1
},
{
"date": "2024-10-15",
"count": 3
},
{
"date": "2024-10-16",
"count": 2
},
{
"date": "2024-10-18",
"count": 1
},
{
"date": "2024-10-19",
"count": 3
},
{
"date": "2024-10-20",
"count": 1
},
{
"date": "2024-10-22",
"count": 1
},
{
"date": "2024-10-23",
"count": 2
},
{
"date": "2024-10-24",
"count": 1
},
{
"date": "2024-10-25",
"count": 2
},
{
"date": "2024-10-26",
"count": 1
},
{
"date": "2024-10-28",
"count": 3
},
{
"date": "2024-10-30",
"count": 1
},
{
"date": "2024-11-01",
"count": 2
},
{
"date": "2024-11-02",
"count": 2
},
{
"date": "2024-11-03",
"count": 1
},
{
"date": "2024-11-04",
"count": 4
},
{
"date": "2024-11-06",
"count": 2
},
{
"date": "2024-11-08",
"count": 2
},
{
"date": "2024-11-10",
"count": 1
},
{
"date": "2024-11-11",
"count": 1
},
{
"date": "2024-11-12",
"count": 3
},
{
"date": "2024-11-15",
"count": 2
},
{
"date": "2024-11-16",
"count": 1
},
{
"date": "2024-11-19",
"count": 1
},
{
"date": "2024-11-20",
"count": 2
},
{
"date": "2024-11-21",
"count": 1
},
{
"date": "2024-11-22",
"count": 1
},
{
"date": "2024-11-23",
"count": 1
},
{
"date": "2024-11-27",
"count": 3
},
{
"date": "2024-11-28",
"count": 1
},
{
"date": "2024-11-30",
"count": 1
},
{
"date": "2024-12-01",
"count": 1
},
{
"date": "2024-12-03",
"count": 2
},
{
"date": "2024-12-04",
"count": 1
},
{
"date": "2024-12-05",
"count": 1
},
{
"date": "2024-12-06",
"count": 1
},
{
"date": "2024-12-07",
"count": 1
},
{
"date": "2024-12-08",
"count": 1
},
{
"date": "2024-12-09",
"count": 1
},
{
"date": "2024-12-11",
"count": 2
},
{
"date": "2024-12-15",
"count": 1
},
{
"date": "2024-12-20",
"count": 1
},
{
"date": "2024-12-21",
"count": 1
},
{
"date": "2024-12-22",
"count": 1
},
{
"date": "2024-12-23",
"count": 2
},
{
"date": "2024-12-25",
"count": 2
},
{
"date": "2024-12-26",
"count": 2
},
{
"date": "2024-12-27",
"count": 2
},
{
"date": "2024-12-28",
"count": 1
},
{
"date": "2024-12-29",
"count": 1
},
{
"date": "2025-01-01",
"count": 1
},
{
"date": "2025-01-02",
"count": 4
},
{
"date": "2025-01-03",
"count": 1
},
{
"date": "2025-01-04",
"count": 2
},
{
"date": "2025-01-06",
"count": 1
},
{
"date": "2025-01-07",
"count": 1
},
{
"date": "2025-01-08",
"count": 2
},
{
"date": "2025-01-09",
"count": 1
},
{
"date": "2025-01-10",
"count": 3
},
{
"date": "2025-01-12",
"count": 1
},
{
"date": "2025-01-14",
"count": 1
},
{
"date": "2025-01-15",
"count": 2
},
{
"date": "2025-01-16",
"count": 3
},
{
"date": "2025-01-17",
"count": 4
},
{
"date": "2025-01-21",
"count": 2
},
{
"date": "2025-01-23",
"count": 2
},
{
"date": "2025-01-27",
"count": 2
},
{
"date": "2025-01-30",
"count": 1
},
{
"date": "2025-01-31",
"count": 2
},
{
"date": "2025-02-01",
"count": 3
},
{
"date": "2025-02-02",
"count": 1
},
{
"date": "2025-02-03",
"count": 3
},
{
"date": "2025-02-04",
"count": 1
},
{
"date": "2025-02-05",
"count": 1
},
{
"date": "2025-02-08",
"count": 1
},
{
"date": "2025-02-10",
"count": 1
},
{
"date": "2025-02-11",
"count": 1
},
{
"date": "2025-02-12",
"count": 4
},
{
"date": "2025-02-13",
"count": 6
},
{
"date": "2025-02-15",
"count": 1
},
{
"date": "2025-02-16",
"count": 2
},
{
"date": "2025-02-18",
"count": 1
},
{
"date": "2025-02-19",
"count": 1
},
{
"date": "2025-02-20",
"count": 1
},
{
"date": "2025-02-21",
"count": 1
},
{
"date": "2025-02-22",
"count": 2
},
{
"date": "2025-02-23",
"count": 1
},
{
"date": "2025-02-24",
"count": 1
},
{
"date": "2025-02-25",
"count": 2
},
{
"date": "2025-02-26",
"count": 3
},
{
"date": "2025-02-27",
"count": 1
},
{
"date": "2025-03-03",
"count": 2
},
{
"date": "2025-03-05",
"count": 2
},
{
"date": "2025-03-08",
"count": 1
},
{
"date": "2025-03-11",
"count": 1
},
{
"date": "2025-03-12",
"count": 1
},
{
"date": "2025-03-13",
"count": 1
},
{
"date": "2025-03-14",
"count": 1
},
{
"date": "2025-03-15",
"count": 1
},
{
"date": "2025-03-17",
"count": 2
},
{
"date": "2025-03-18",
"count": 1
},
{
"date": "2025-03-19",
"count": 1
},
{
"date": "2025-03-20",
"count": 1
},
{
"date": "2025-03-22",
"count": 3
},
{
"date": "2025-03-24",
"count": 1
},
{
"date": "2025-03-27",
"count": 1
},
{
"date": "2025-03-28",
"count": 1
},
{
"date": "2025-03-29",
"count": 1
},
{
"date": "2025-03-30",
"count": 3
},
{
"date": "2025-04-03",
"count": 1
},
{
"date": "2025-04-05",
"count": 3
},
{
"date": "2025-04-06",
"count": 1
},
{
"date": "2025-04-07",
"count": 2
},
{
"date": "2025-04-08",
"count": 1
},
{
"date": "2025-04-10",
"count": 1
},
{
"date": "2025-04-18",
"count": 1
},
{
"date": "2025-04-19",
"count": 2
},
{
"date": "2025-04-21",
"count": 1
},
{
"date": "2025-04-22",
"count": 1
},
{
"date": "2025-04-23",
"count": 1
},
{
"date": "2025-04-24",
"count": 1
},
{
"date": "2025-04-27",
"count": 2
},
{
"date": "2025-04-30",
"count": 1
},
{
"date": "2025-05-07",
"count": 1
},
{
"date": "2025-05-08",
"count": 1
},
{
"date": "2025-05-10",
"count": 1
},
{
"date": "2025-05-13",
"count": 1
},
{
"date": "2025-05-14",
"count": 2
},
{
"date": "2025-05-15",
"count": 1
},
{
"date": "2025-05-21",
"count": 2
},
{
"date": "2025-05-22",
"count": 2
},
{
"date": "2025-05-26",
"count": 3
},
{
"date": "2025-05-28",
"count": 1
},
{
"date": "2025-05-30",
"count": 1
},
{
"date": "2025-06-02",
"count": 1
},
{
"date": "2025-06-03",
"count": 1
},
{
"date": "2025-06-04",
"count": 1
},
{
"date": "2025-06-05",
"count": 1
},
{
"date": "2025-06-06",
"count": 1
},
{
"date": "2025-06-12",
"count": 2
},
{
"date": "2025-06-13",
"count": 2
},
{
"date": "2025-06-15",
"count": 1
},
{
"date": "2025-06-18",
"count": 1
},
{
"date": "2025-06-20",
"count": 2
},
{
"date": "2025-06-21",
"count": 1
},
{
"date": "2025-06-22",
"count": 1
},
{
"date": "2025-06-25",
"count": 2
},
{
"date": "2025-06-26",
"count": 2
},
{
"date": "2025-06-27",
"count": 1
},
{
"date": "2025-06-28",
"count": 1
},
{
"date": "2025-06-29",
"count": 2
},
{
"date": "2025-06-30",
"count": 1
},
{
"date": "2025-07-01",
"count": 1
},
{
"date": "2025-07-03",
"count": 1
},
{
"date": "2025-07-07",
"count": 1
},
{
"date": "2025-07-08",
"count": 1
},
{
"date": "2025-07-09",
"count": 1
},
{
"date": "2025-07-12",
"count": 1
},
{
"date": "2025-07-15",
"count": 2
},
{
"date": "2025-07-20",
"count": 1
},
{
"date": "2025-07-22",
"count": 1
},
{
"date": "2025-07-25",
"count": 2
},
{
"date": "2025-07-27",
"count": 1
},
{
"date": "2025-07-28",
"count": 3
},
{
"date": "2025-07-29",
"count": 1
},
{
"date": "2025-08-01",
"count": 2
},
{
"date": "2025-08-03",
"count": 1
},
{
"date": "2025-08-04",
"count": 1
},
{
"date": "2025-08-06",
"count": 2
},
{
"date": "2025-08-07",
"count": 1
},
{
"date": "2025-08-10",
"count": 1
},
{
"date": "2025-08-12",
"count": 1
},
{
"date": "2025-08-13",
"count": 1
},
{
"date": "2025-08-14",
"count": 2
},
{
"date": "2025-08-16",
"count": 2
},
{
"date": "2025-08-17",
"count": 2
},
{
"date": "2025-08-18",
"count": 2
},
{
"date": "2025-08-19",
"count": 2
},
{
"date": "2025-08-21",
"count": 1
},
{
"date": "2025-08-22",
"count": 1
},
{
"date": "2025-08-27",
"count": 1
},
{
"date": "2025-08-28",
"count": 1
},
{
"date": "2025-08-29",
"count": 1
},
{
"date": "2025-08-30",
"count": 5
},
{
"date": "2025-08-31",
"count": 4
},
{
"date": "2025-09-01",
"count": 1
},
{
"date": "2025-09-02",
"count": 1
},
{
"date": "2025-09-03",
"count": 2
},
{
"date": "2025-09-04",
"count": 1
},
{
"date": "2025-09-06",
"count": 1
},
{
"date": "2025-09-07",
"count": 1
},
{
"date": "2025-09-08",
"count": 1
},
{
"date": "2025-09-13",
"count": 1
},
{
"date": "2025-09-15",
"count": 2
},
{
"date": "2025-09-20",
"count": 1
},
{
"date": "2025-09-21",
"count": 1
},
{
"date": "2025-09-24",
"count": 1
},
{
"date": "2025-09-27",
"count": 1
},
{
"date": "2025-09-28",
"count": 1
},
{
"date": "2025-09-29",
"count": 1
},
{
"date": "2025-09-30",
"count": 1
},
{
"date": "2025-10-01",
"count": 1
},
{
"date": "2025-10-02",
"count": 3
},
{
"date": "2025-10-04",
"count": 1
},
{
"date": "2025-10-06",
"count": 2
},
{
"date": "2025-10-09",
"count": 2
},
{
"date": "2025-10-10",
"count": 2
},
{
"date": "2025-10-20",
"count": 1
},
{
"date": "2025-10-24",
"count": 2
},
{
"date": "2025-10-25",
"count": 1
},
{
"date": "2025-10-26",
"count": 2
},
{
"date": "2025-10-29",
"count": 1
},
{
"date": "2025-10-30",
"count": 1
},
{
"date": "2025-10-31",
"count": 1
},
{
"date": "2025-11-01",
"count": 2
},
{
"date": "2025-11-09",
"count": 2
},
{
"date": "2025-11-11",
"count": 2
},
{
"date": "2025-11-12",
"count": 2
},
{
"date": "2025-11-13",
"count": 2
},
{
"date": "2025-11-14",
"count": 2
},
{
"date": "2025-11-17",
"count": 1
},
{
"date": "2025-11-18",
"count": 2
},
{
"date": "2025-11-19",
"count": 2
},
{
"date": "2025-11-20",
"count": 2
},
{
"date": "2025-11-21",
"count": 2
},
{
"date": "2025-11-26",
"count": 1
},
{
"date": "2025-11-27",
"count": 2
},
{
"date": "2025-11-28",
"count": 2
},
{
"date": "2025-11-29",
"count": 1
},
{
"date": "2025-11-30",
"count": 1
},
{
"date": "2025-12-01",
"count": 2
},
{
"date": "2025-12-07",
"count": 1
},
{
"date": "2025-12-13",
"count": 2
},
{
"date": "2025-12-14",
"count": 1
},
{
"date": "2025-12-15",
"count": 1
},
{
"date": "2025-12-16",
"count": 1
},
{
"date": "2025-12-17",
"count": 3
},
{
"date": "2025-12-20",
"count": 1
},
{
"date": "2025-12-22",
"count": 1
},
{
"date": "2025-12-24",
"count": 1
},
{
"date": "2025-12-25",
"count": 1
},
{
"date": "2025-12-27",
"count": 1
},
{
"date": "2025-12-30",
"count": 3
},
{
"date": "2025-12-31",
"count": 1
},
{
"date": "2026-01-03",
"count": 1
},
{
"date": "2026-01-04",
"count": 2
},
{
"date": "2026-01-06",
"count": 2
},
{
"date": "2026-01-08",
"count": 1
},
{
"date": "2026-01-09",
"count": 1
},
{
"date": "2026-01-15",
"count": 1
},
{
"date": "2026-01-17",
"count": 1
},
{
"date": "2026-01-19",
"count": 1
},
{
"date": "2026-01-22",
"count": 2
},
{
"date": "2026-01-23",
"count": 1
},
{
"date": "2026-01-25",
"count": 1
},
{
"date": "2026-01-26",
"count": 1
},
{
"date": "2026-01-27",
"count": 1
},
{
"date": "2026-01-30",
"count": 1
},
{
"date": "2026-02-09",
"count": 1
},
{
"date": "2026-02-10",
"count": 2
},
{
"date": "2026-02-11",
"count": 3
},
{
"date": "2026-02-15",
"count": 2
},
{
"date": "2026-02-16",
"count": 1
},
{
"date": "2026-02-18",
"count": 1
},
{
"date": "2026-02-21",
"count": 1
},
{
"date": "2026-02-25",
"count": 1
},
{
"date": "2026-03-04",
"count": 1
},
{
"date": "2026-03-05",
"count": 2
},
{
"date": "2026-03-07",
"count": 1
},
{
"date": "2026-03-08",
"count": 1
},
{
"date": "2026-03-12",
"count": 3
},
{
"date": "2026-03-15",
"count": 1
},
{
"date": "2026-03-16",
"count": 2
},
{
"date": "2026-03-17",
"count": 2
},
{
"date": "2026-03-20",
"count": 1
},
{
"date": "2026-03-22",
"count": 1
},
{
"date": "2026-03-23",
"count": 1
},
{
"date": "2026-03-30",
"count": 1
},
{
"date": "2026-04-01",
"count": 1
},
{
"date": "2026-04-03",
"count": 1
},
{
"date": "2026-04-04",
"count": 1
},
{
"date": "2026-04-05",
"count": 1
},
{
"date": "2026-04-06",
"count": 1
},
{
"date": "2026-04-10",
"count": 1
},
{
"date": "2026-04-13",
"count": 1
},
{
"date": "2026-04-14",
"count": 1
},
{
"date": "2026-04-15",
"count": 1
},
{
"date": "2026-04-18",
"count": 1
},
{
"date": "2026-04-19",
"count": 2
},
{
"date": "2026-04-22",
"count": 1
},
{
"date": "2026-04-23",
"count": 1
},
{
"date": "2026-04-25",
"count": 2
},
{
"date": "2026-04-28",
"count": 1
},
{
"date": "2026-04-29",
"count": 2
},
{
"date": "2026-05-02",
"count": 1
},
{
"date": "2026-05-03",
"count": 2
},
{
"date": "2026-05-07",
"count": 1
},
{
"date": "2026-05-08",
"count": 1
},
{
"date": "2026-05-11",
"count": 1
},
{
"date": "2026-05-13",
"count": 1
},
{
"date": "2026-05-16",
"count": 2
},
{
"date": "2026-05-17",
"count": 3
},
{
"date": "2026-05-18",
"count": 2
},
{
"date": "2026-05-19",
"count": 1
},
{
"date": "2026-05-20",
"count": 2
},
{
"date": "2026-05-21",
"count": 3
},
{
"date": "2026-05-23",
"count": 1
},
{
"date": "2026-05-24",
"count": 1
},
{
"date": "2026-05-27",
"count": 2
},
{
"date": "2026-05-29",
"count": 3
},
{
"date": "2026-06-01",
"count": 2
},
{
"date": "2026-06-03",
"count": 1
},
{
"date": "2026-06-05",
"count": 2
},
{
"date": "2026-06-08",
"count": 1
},
{
"date": "2026-06-09",
"count": 1
},
{
"date": "2026-06-13",
"count": 1
},
{
"date": "2026-06-14",
"count": 1
},
{
"date": "2026-06-15",
"count": 1
},
{
"date": "2026-06-16",
"count": 3
},
{
"date": "2026-06-19",
"count": 1
},
{
"date": "2026-06-20",
"count": 1
},
{
"date": "2026-06-23",
"count": 1
},
{
"date": "2026-06-24",
"count": 3
},
{
"date": "2026-06-25",
"count": 2
},
{
"date": "2026-06-27",
"count": 2
},
{
"date": "2026-06-30",
"count": 3
},
{
"date": "2026-07-04",
"count": 1
},
{
"date": "2026-07-06",
"count": 1
},
{
"date": "2026-07-09",
"count": 2
},
{
"date": "2026-07-15",
"count": 2
},
{
"date": "2026-07-17",
"count": 1
},
{
"date": "2026-07-21",
"count": 1
},
{
"date": "2026-07-22",
"count": 1
},
{
"date": "2026-07-24",
"count": 1
}
],
"complete": false,
"collected": 1000,
"total_forks": 1473
},
"star_history": null,
"open_issues_and_prs": 270
},
"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": true,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 99516,
"source_files_sampled": 137,
"oversized_source_files": 3,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 43,
"malicious_count": 0,
"assessed_package": "pypi:litgpt@0.5.13",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "huggingface-hub",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.30,<1.4"
},
{
"name": "jsonargparse",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.37,<=4.41"
},
{
"name": "lightning",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.6.1"
},
{
"name": "psutil",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==7.2.2"
},
{
"name": "safetensors",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.4.3"
},
{
"name": "tokenizers",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.21"
},
{
"name": "torch",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.7"
},
{
"name": "tqdm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">4.66"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "huggingface-hub",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "jsonargparse",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "lightning",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": true,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "safetensors",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tokenizers",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "bitsandbytes",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "datasets",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "einops",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "lightning-thunder",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "litdata",
"direct": false,
"version": "0.2.59",
"ecosystem": "pypi"
},
{
"name": "litlogger",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "litserve",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "lm-eval",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-benchmark",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-dependency",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-rerunfailures",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-timeout",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sentencepiece",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "tensorboard",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "torchmetrics",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "transformers",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "uvloop",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "wheel",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "zstandard",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 33,
"direct_count": 8,
"indirect_count": 25
}
},
"maintainership": {
"issues": {
"open_prs": 35,
"merged_prs": 1147,
"open_issues": 235,
"closed_ratio": 0.743,
"closed_issues": 679,
"closed_unmerged_prs": 173
},
"bus_factor": 2,
"bot_contributors": 2,
"top_contributors": [
{
"type": "User",
"login": "carmocca",
"commits": 406,
"avatar_url": "https://avatars.githubusercontent.com/u/11067892?v=4"
},
{
"type": "User",
"login": "rasbt",
"commits": 329,
"avatar_url": "https://avatars.githubusercontent.com/u/5618407?v=4"
},
{
"type": "User",
"login": "awaelchli",
"commits": 160,
"avatar_url": "https://avatars.githubusercontent.com/u/5495193?v=4"
},
{
"type": "User",
"login": "Andrei-Aksionov",
"commits": 83,
"avatar_url": "https://avatars.githubusercontent.com/u/58434077?v=4"
},
{
"type": "User",
"login": "lantiga",
"commits": 60,
"avatar_url": "https://avatars.githubusercontent.com/u/191033?v=4"
},
{
"type": "User",
"login": "Borda",
"commits": 58,
"avatar_url": "https://avatars.githubusercontent.com/u/6035284?v=4"
},
{
"type": "User",
"login": "williamFalcon",
"commits": 56,
"avatar_url": "https://avatars.githubusercontent.com/u/3640001?v=4"
},
{
"type": "User",
"login": "ysjprojects",
"commits": 35,
"avatar_url": "https://avatars.githubusercontent.com/u/85871692?v=4"
},
{
"type": "User",
"login": "t-vi",
"commits": 31,
"avatar_url": "https://avatars.githubusercontent.com/u/20787943?v=4"
},
{
"type": "User",
"login": "bhimrazy",
"commits": 28,
"avatar_url": "https://avatars.githubusercontent.com/u/46085301?v=4"
}
],
"contributors_sampled": 98,
"top_contributor_share": 0.283
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"check-links.yml",
"cpu-tests.yml",
"mkdocs-deploy.yml",
"publish-pkg.yml"
],
"has_docs_dir": false,
"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": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"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 27 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": 10,
"reason": "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": 10,
"reason": "14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 6,
"reason": "dependency not pinned by hash detected -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"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": 0,
"reason": "Project has not signed or included provenance with any releases.",
"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": "26857050fe3ff627cd714fe92f5838f51a3d5efa",
"ran_at": "2026-07-24T11:34:58Z",
"aggregate_score": 6.5,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-20T10:24:13Z",
"oldest_open_prs": [
{
"number": 1350,
"created_at": "2024-04-24T17:12:56Z",
"last_comment_at": "2025-06-24T08:21:11Z",
"last_comment_author": "belerico"
},
{
"number": 1880,
"created_at": "2024-12-21T06:08:15Z",
"last_comment_at": "2024-12-28T17:57:33Z",
"last_comment_author": "Andrei-Aksionov"
},
{
"number": 1903,
"created_at": "2025-01-08T23:19:00Z",
"last_comment_at": "2025-01-14T17:22:50Z",
"last_comment_author": "Andrei-Aksionov"
},
{
"number": 1945,
"created_at": "2025-02-25T08:38:46Z",
"last_comment_at": "2025-06-04T09:53:44Z",
"last_comment_author": "Borda"
},
{
"number": 2073,
"created_at": "2025-06-13T21:39:13Z",
"last_comment_at": "2025-07-09T14:33:22Z",
"last_comment_author": "Borda"
},
{
"number": 2114,
"created_at": "2025-08-28T20:04:42Z",
"last_comment_at": "2025-09-04T12:50:47Z",
"last_comment_author": "Borda"
},
{
"number": 2136,
"created_at": "2025-09-25T18:08:49Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2141,
"created_at": "2025-10-04T20:51:11Z",
"last_comment_at": "2025-11-11T09:49:00Z",
"last_comment_author": "Borda"
},
{
"number": 2175,
"created_at": "2025-12-29T18:37:15Z",
"last_comment_at": "2026-06-25T22:34:02Z",
"last_comment_author": "ysjprojects"
},
{
"number": 2211,
"created_at": "2026-03-05T00:27:20Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2212,
"created_at": "2026-03-09T02:47:16Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2235,
"created_at": "2026-04-14T15:17:46Z",
"last_comment_at": "2026-04-18T17:44:34Z",
"last_comment_author": "nuthalapativarun"
},
{
"number": 2236,
"created_at": "2026-04-14T15:19:11Z",
"last_comment_at": "2026-04-18T17:44:38Z",
"last_comment_author": "nuthalapativarun"
},
{
"number": 2237,
"created_at": "2026-04-14T15:22:03Z",
"last_comment_at": "2026-04-18T17:44:39Z",
"last_comment_author": "nuthalapativarun"
},
{
"number": 2240,
"created_at": "2026-04-18T06:39:09Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2241,
"created_at": "2026-04-18T06:39:14Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2242,
"created_at": "2026-04-18T06:39:21Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2244,
"created_at": "2026-05-01T12:00:56Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2245,
"created_at": "2026-05-01T12:01:02Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 2246,
"created_at": "2026-05-01T12:01:06Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-06-29T15:52:48Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 209,
"created_at": "2023-06-28T01:09:22Z",
"last_comment_at": "2023-08-14T12:42:49Z",
"last_comment_author": "carmocca"
},
{
"number": 223,
"created_at": "2023-07-01T23:44:25Z",
"last_comment_at": "2025-06-23T11:24:25Z",
"last_comment_author": "Borda"
},
{
"number": 224,
"created_at": "2023-07-02T07:40:47Z",
"last_comment_at": "2024-01-19T02:28:16Z",
"last_comment_author": "carmocca"
},
{
"number": 225,
"created_at": "2023-07-03T05:11:12Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 258,
"created_at": "2023-07-13T07:51:23Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 268,
"created_at": "2023-07-16T17:30:10Z",
"last_comment_at": "2023-07-21T14:27:57Z",
"last_comment_author": "carmocca"
},
{
"number": 345,
"created_at": "2023-08-01T15:21:43Z",
"last_comment_at": "2023-11-29T02:12:22Z",
"last_comment_author": "jinulee-v"
},
{
"number": 368,
"created_at": "2023-08-07T10:57:27Z",
"last_comment_at": "2024-02-23T14:47:43Z",
"last_comment_author": "carmocca"
},
{
"number": 405,
"created_at": "2023-08-14T18:12:38Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 423,
"created_at": "2023-08-16T05:11:11Z",
"last_comment_at": "2025-08-08T03:52:39Z",
"last_comment_author": "xiazhuo"
},
{
"number": 424,
"created_at": "2023-08-16T07:18:22Z",
"last_comment_at": "2025-06-23T11:27:18Z",
"last_comment_author": "Borda"
},
{
"number": 439,
"created_at": "2023-08-18T13:57:02Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 449,
"created_at": "2023-08-22T17:52:44Z",
"last_comment_at": "2023-12-20T00:52:47Z",
"last_comment_author": "carmocca"
},
{
"number": 477,
"created_at": "2023-08-29T04:48:17Z",
"last_comment_at": "2023-09-06T13:56:23Z",
"last_comment_author": "rasbt"
},
{
"number": 501,
"created_at": "2023-09-06T13:05:08Z",
"last_comment_at": "2023-10-31T14:33:13Z",
"last_comment_author": "Practicinginhell"
},
{
"number": 555,
"created_at": "2023-09-16T11:22:41Z",
"last_comment_at": "2023-09-16T17:31:19Z",
"last_comment_author": "carmocca"
},
{
"number": 557,
"created_at": "2023-09-16T19:37:50Z",
"last_comment_at": "2025-06-11T13:15:08Z",
"last_comment_author": "Borda"
},
{
"number": 575,
"created_at": "2023-09-21T08:14:55Z",
"last_comment_at": "2024-03-11T15:53:20Z",
"last_comment_author": "Davegdd"
},
{
"number": 591,
"created_at": "2023-09-27T12:00:10Z",
"last_comment_at": "2023-12-06T15:50:52Z",
"last_comment_author": "JOHW85"
},
{
"number": 595,
"created_at": "2023-09-28T13:08:06Z",
"last_comment_at": "2025-03-21T14:19:36Z",
"last_comment_author": "gapsong"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/Lightning-AI/litgpt",
"host": "github.com",
"name": "litgpt",
"owner": "Lightning-AI"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"security": 72,
"vitality": 85,
"community": 91,
"governance": 80,
"engineering": 82
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 85,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 86,
"inputs": {
"commits_last_year": 86,
"human_commit_share": 0.81,
"days_since_last_push": 4,
"active_weeks_last_year": 32
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 4 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 4
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "32/52 weeks with commits",
"points": 22.2,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 32
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "86 commits in the last year",
"points": 17.4,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 86
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"releases_count": 29,
"latest_release_tag": "v0.5.13",
"releases_from_tags": false,
"days_since_latest_release": 24,
"mean_days_between_releases": 61.5
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "29 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 29
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 24 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 24
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~61.5 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 61.5
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": 24,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 24 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 24
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "excellent",
"name": "Community & Adoption",
"value": 91,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "excellent",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 96,
"inputs": {
"forks": 1473,
"stars": 13496,
"watchers": 118,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "13,496 stars",
"points": 60,
"status": "met",
"details": [
{
"code": "stars",
"params": {
"count": 13496
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "1,473 forks",
"points": 25,
"status": "met",
"details": [
{
"code": "forks",
"params": {
"count": 1473
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "118 watchers",
"points": 11.5,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 118
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"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": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 80,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 98,
"top_contributor_share": 0.283
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 28% of commits",
"points": 16.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 28
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "98 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 98
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 27 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"merged_prs": 1147,
"open_issues": 235,
"closed_issues": 679,
"issue_closed_ratio": 0.743,
"closed_unmerged_prs": 173
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "74% of issues closed",
"points": 34.7,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 74
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "1147/1320 decided PRs merged",
"points": 33.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 1147,
"decided": 1320
}
}
],
"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": 78,
"inputs": {
"followers": 6839,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "Lightning-AI",
"public_repos": 29,
"account_age_days": 2427
},
"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": "6,839 followers of Lightning-AI",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 6839,
"login": "Lightning-AI"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "29 public repos, account ~6 yr old",
"points": 22.8,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 29
}
},
{
"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": [
"litgpt"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 21
},
"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 21 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 21
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "34 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 34
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 82,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"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": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": 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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [
"ai",
"artificial-intelligence",
"deep-learning",
"large-language-models",
"llm",
"llm-inference",
"llms"
],
"has_wiki": false,
"homepage": "https://lightning.ai",
"has_readme": true,
"has_docs_dir": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://lightning.ai",
"points": 15,
"status": "met",
"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": "7 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 7
}
}
],
"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": "good",
"name": "Security",
"value": 72,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 65,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.5
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"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 27 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": "update tool detected",
"points": 7.5,
"status": "met",
"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": "14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 6",
"points": 3,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"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": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:litgpt@0.5.13 runtime dependency closure — what installing the published package pulls in — 43 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:litgpt@0.5.13",
"assessed": 43
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 43,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 43,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 13
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 52,
"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": 0.988,
"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": "80 of 81 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 80,
"sampled": 81
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.04,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.15
},
"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": "devcontainer, Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "4 of the last 100 commits agent-authored or agent-credited",
"points": 8,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 4,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "15 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 15,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 6",
"points": 6,
"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": 99516,
"source_files_sampled": 137,
"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": "3/137 source files over 60KB",
"points": 53.8,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 137,
"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"
],
"report_type": "repository",
"generated_at": "2026-07-24T11:35:32.066059Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/Lightning-AI/litgpt.svg",
"full_name": "Lightning-AI/litgpt",
"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.