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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-26 09:25 UTC
kozistr / pytorch_optimizer
optimizer & lr scheduler & loss function collections in PyTorch
kozistr/pytorch_optimizer erreicht einen Gesundheitsindex von 75 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (86/100) ab, am schwächsten bei Sustainability & Governance (67/100). Zuletzt vor 1 Tag aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
75
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.
75
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
Hyeongchan KimPersönliches Konto
178 Follower37 öffentliche Reposseit Okt. 2015
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
Paket-Ökosysteme
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
86
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 1 Tagen |
| 15.9/36 | Commit-Rhythmus — 23/52 Wochen mit Commits |
| 17.6/18 | Commit-Volumen — 89 Commits im letzten Jahr |
| 0/10 | OpenSSF Scorecard: Maintained — keine Daten |
Verwendete Eingangsdaten
| commits_last_year | 89 |
| human_commit_share | 1 |
| days_since_last_push | 1 |
| active_weeks_last_year | 23 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 92 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 63 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 43,5 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 92 |
| latest_release_tag | v3.10.1 |
| releases_from_tags | nein |
| days_since_latest_release | 63 |
| mean_days_between_releases | 43,5 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
75
Popularität & Verbreitung
60Mittel
Wie die Bewertung erfolgt
| 42.6/60 | Stars — 421 Stars |
| 13.4/25 | Forks — 42 Forks |
| 3.9/15 | Watcher — 6 Watcher |
Verwendete Eingangsdaten
| forks | 42 |
| stars | 421 |
| watchers | 6 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
92Exzellent
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 |
| 6.3/6.3 | 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 | ja |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
67
Maintainer-Resilienz (Bus-Faktor)
25Kritisch
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 0.2/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 99 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 15 Beitragende |
| 0/10 | OpenSSF Scorecard: Contributors — keine Daten |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 15 |
| top_contributor_share | 0,992 |
Reaktionsfähigkeit bei Issues & PRs
95Exzellent
Wie die Bewertung erfolgt
| 44.4/46.8 | Issue-Lösungsquote — 95 % der Issues geschlossen |
| 36.1/38.3 | PR-Annahme — 350/371 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — keine Daten |
Verwendete Eingangsdaten
| merged_prs | 350 |
| open_issues | 7 |
| closed_issues | 133 |
| issue_closed_ratio | 0,95 |
| closed_unmerged_prs | 21 |
Eigentümerschaft & Trägerschaft
62Mittel
Wie die Bewertung erfolgt
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 16.2/25 | Reichweite des Inhabers — 178 Follower von kozistr |
| 23.5/25 | Kontohistorie — 37 öffentliche Repos, Kontoalter ca. 10 Jahre |
Verwendete Eingangsdaten
| followers | 178 |
| owner_type | User |
| is_verified | — |
| owner_login | kozistr |
| public_repos | 37 |
| account_age_days | 3.924 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 63 Tagen |
| 20/20 | Versionshistorie — 91 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | pytorch_optimizer |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 63 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
72
Engineering-Praktiken
60Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 7 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — keine Daten |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
90Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://pytorch-optimizers.readthedocs.io/en/latest/ |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 19 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | optimizer, pytorch, ranger, adamp, radam, madgrad, adabelief, sam, lookahead, deep-learning, diffgrad, adan, gradient-centralization, adai, learning-rate-scheduling, loss-functions, ademamix, muon, scion |
| has_wiki | nein |
| homepage | https://pytorch-optimizers.readthedocs.io/en/latest/ |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
74
Sicherheitslage
67Mittel
Wie die Bewertung erfolgt
| 30/30 | Sicherheitsrichtlinie (SECURITY.md) |
| 0/25 | Dependabot-Konfiguration |
| 0/25 | Lockfiles für Abhängigkeiten — veröffentlichte Bibliothek — Lockfiles sind Sache der Anwendung, hier nicht erwartet |
| 20/20 | CodeQL-Workflow |
Verwendete Eingangsdaten
| source | file_signals |
| lockfiles | uv.lock |
| manifests | pyproject.toml, requirements-docs.txt |
| has_codeql_workflow | ja |
| has_security_policy | ja |
| has_dependabot_config | nein |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lockfiles für Abhängigkeiten. 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 | 2 |
| 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:pytorch_optimizer@3.10.1 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 2 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.
71
AI-Agentenkontext & Leitlinien
85Exzellent
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — CLAUDE.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 40/40 | Lesbare Commit-Historie — 100 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 1 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 4.881 |
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — Makefile |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — pytorch_optimizer/py.typed |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — keine Daten |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | Makefile |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | pytorch_optimizer/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (pytorch_optimizer/py.typed) |
| 55/55 | Handhabbare Dateigrößen — 0/159 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 35.314 |
| source_files_sampled | 159 |
| oversized_source_files | 0 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples |
Verwendete Eingangsdaten
| example_dirs | examples |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
421GitHub-Sterne
15Mitwirkende
89Commits, letzte 12 Monate
1Tage seit letztem Push
92Releases
1Bus-Faktor
7offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- OpenSSF Scorecard did not return a usable result (exit code -9); skipping Scorecard checks
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 42 ⇿
0Sterne
42Forks
80Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 3Minor 30Patch 47
Jeder Punkt umfasst 5 Tage.
Direkte Abhängigkeiten 5
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | numpy | >1.24.4 | pyproject.toml |
| PyPI | numpy | <=1.24.4 | pyproject.toml |
| PyPI | torch | >=1.10,<2.5 | pyproject.toml |
| PyPI | torch | >=1.10,<2.9 | pyproject.toml |
| PyPI | torch | >=1.10 | pyproject.toml |
Alle Abhängigkeiten 41
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 3 direkte und 38 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | numpy | — | direkt |
| PyPI | numpy | 1.24.4 | direkt |
| PyPI | torch | 2.4.1 | direkt |
| PyPI | black | 24.8.0 | indirekt |
| PyPI | click | 8.1.8 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | coverage | 7.6.1 | indirekt |
| PyPI | exceptiongroup | 1.3.1 | indirekt |
| PyPI | filelock | 3.16.1 | indirekt |
| PyPI | fsspec | 2025.3.0 | indirekt |
| PyPI | hatchling | — | indirekt |
| PyPI | iniconfig | 2.1.0 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | markdown-include | 0.8.1 | indirekt |
| PyPI | markupsafe | 2.1.5 | indirekt |
| PyPI | mdx-truly-sane-lists | 1.3 | indirekt |
| PyPI | mkdocs | 1.6.1 | indirekt |
| PyPI | mkdocs-awesome-nav | 3.3.0 | indirekt |
| PyPI | mkdocs-git-revision-date-localized-plugin | 1.5.1 | indirekt |
| PyPI | mkdocs-material | 9.7.6 | indirekt |
| PyPI | mkdocstrings-python | 2.0.3 | indirekt |
| PyPI | mpmath | 1.3.0 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | networkx | 3.1 | indirekt |
| PyPI | nodeenv | 1.10.0 | indirekt |
| PyPI | packaging | 26.0 | indirekt |
| PyPI | pathspec | 0.12.1 | indirekt |
| PyPI | platformdirs | 4.3.6 | indirekt |
| PyPI | pluggy | 1.5.0 | indirekt |
| PyPI | pygments | 2.19.2 | indirekt |
| PyPI | pymdown-extensions | 10.21.2 | indirekt |
| PyPI | pyright | 1.1.408 | indirekt |
| PyPI | pytest | 8.3.5 | indirekt |
| PyPI | pytest-cov | 5.0.0 | indirekt |
| PyPI | pytokens | 0.4.1 | indirekt |
| PyPI | pytorch-optimizer | 3.10.1 | indirekt |
| PyPI | ruff | 0.15.4 | indirekt |
| PyPI | setuptools | 82.0.0 | indirekt |
| PyPI | sympy | 1.13.3 | indirekt |
| PyPI | tomli | 2.4.0 | indirekt |
| PyPI | typing-extensions | 4.13.2 | indirekt |
Abhängigkeits-Advisories 0
Die Installation von pypi:pytorch_optimizer@3.10.1 zieht 2 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
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"is_bot": false,
"headline": "[Refactor] codes (#475)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T14:05:38Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "* docs: CLAUDE.md\n\n* refactor: test case\n\n* refactor: test cases",
"is_bot": false,
"headline": "[Refactor] codes (#474)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
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"body_truncated": false,
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"body": "* refactor: pyproject\n\n* build(deps): uv\n\n* build(ci): uv\n\n* chore: Makefile\n\n* build(ci): global\n\n* build(ci): global\n\n* build(deps): python>=3.8\n\n* build(deps): requirements.txt\n\n* build(ci): install from requirements\n\n* build(ci): install from requirements\n\n* build(ci): back to sync\n\n* chore: pyt\n[…]\n(ci): fix typo\n\n* style: ignore pyright rule\n\n* build(ci): fix typo\n\n* build(ci): --no-editable\n\n* build(ci): cache\n\n* build(ci): cache\n\n* build(ci): disable pruning\n\n* build(ci): OMP_NUM_THREADS to 8",
"is_bot": false,
"headline": "[Refactor] yet another try to use `uv` (#473)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T08:38:23Z",
"body_truncated": true,
"is_coding_agent": false
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"body": "* refactor: test cases\n\n* refactor: tests\n\n* refactor: tests\n\n* refactor: tests\n\n* refactor: tests",
"is_bot": false,
"headline": "[Refactor] tests (#471)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T05:49:02Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "build(ci): fix release title (#470)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:44:34Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.9.0 (#469)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:37:40Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "0716b25d680f21aa97b1694d4f9a7a47f7fffba6",
"body": null,
"is_bot": false,
"headline": "update: codes (#468)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:36:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e110aa69b55fa9952bde2b17a0e6dc8abf9ba977",
"body": "* build(deps): dev-deps\n\n* build(version): v3.9.0\n\n* docs: v3.9.0 changelog\n\n* docs: README\n\n* docs: v3.9.0 changelog\n\n* docs: CLAUDE.md\n\n* docs: v3.9.0 changelog\n\n* [skip ci] docs: update index.md\n\n* build(ci): remove [skip-ci] prefix\n\n* docs: paper link\n\n* docs: update index.md\n\n* docs: v3.9.0 changelog\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Release] v3.9.0 (#467)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T05:56:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2444283b82ca1db9ee514152b1ef6fcf7101a85a",
"body": "* docs: README\n\n* feature: Ano optimizer\n\n* update: Ano optimizer\n\n* update: test cases\n\n* [skip ci] docs: update index.md\n\n* ci: trigger condition\n\n* [skip ci] docs: update documentation\n\n* update: optimize the code\n\n* style: format\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement Ano optimizer (#466)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T19:00:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a37468bbeaa7cf30ceb944916de87948e5f43392",
"body": "…ter groups (#465)\n\n* update: code\n\n* docs: v3.9.0 changelog\n\n* fix: potentially access to the wrong key",
"is_bot": false,
"headline": "[Fix] Potentially access the wrong key when there are multiple parame…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T18:27:55Z",
"body_truncated": false,
"is_coding_agent": false
},
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"body": "* feature: update_docs\n\n* build(ci): ruff rules\n\n* update: code\n\n* docs: documentations\n\n* chore: update-docs\n\n* build(ci): update_docs action\n\n* update: body_items\n\n* chore: remove INP001 rule",
"is_bot": false,
"headline": "[Feature] Update the documentation automatically (#464)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T12:55:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a18a78fe9d9a96248cc06c01ac50e9be1e908d1",
"body": "… when `Dropout` is enabled in `Kohya-ss` (#463)\n\n* docs: v3.9.0 changelog\n\n* build(deps): dev-deps\n\n* refactor: init_group\n\n* refactor: codes\n\n* style: ignore PLC0415",
"is_bot": false,
"headline": "[Fix] Call `init_group` every time to resolve the LoRA training issue…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T12:21:20Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "* build(deps): dev deps\n\n* update: Emo-series optimizer\n\n* update: Emo-series optimizer\n\n* docs: v3.9.0 changelog\n\n* build(ci): bump CodeQL action version to v4\n\n* update: test cases\n\n* update: test cases\n\n* update: codes\n\n* refactor: codes\n\n* refactor: codes\n\n* build(ci): reportAssignmentType\n\n* fix: type of classes",
"is_bot": false,
"headline": "[Update] Bump Emo-series optimizer to the latest version (#461)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-06T12:35:41Z",
"body_truncated": false,
"is_coding_agent": false
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{
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"body": "* feature: implement Cautious Weight Decay\n\n* update: CWD\n\n* docs: v3.9.0 changelog\n\n* docs: README\n\n* update: codes\n\n* [skip ci] docs: update index.md\n\n* build(ci): static analysis\n\n* docs: badge\n\n* [skip ci] docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement Cautious Weight Decay (#460)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-24T12:21:23Z",
"body_truncated": false,
"is_coding_agent": false
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"body": null,
"is_bot": false,
"headline": "docs: fix typo (#459)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-24T09:37:48Z",
"body_truncated": false,
"is_coding_agent": false
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{
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"body": "* docs: v3.9.0 changelog\n\n* chore: keyword\n\n* docs: README\n\n* feature: implement BCOS optimizer\n\n* update: BCOS optimizer\n\n* update: test cases\n\n* docs: BCOS optimizer\n\n* refactor: codes\n\n* build(ci): pyright rules\n\n* [skip ci] docs: update index.md\n\n* docs: visualization\n\n* add: BCOS visualizations\n\n* update: test_get_global_gradient_norm\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement BCOS optimizer (#458)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-23T11:33:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d91f0f0e0242494d92b5bc4d06073b57095fba59",
"body": "* update: codes\n\n* update: codes\n\n* build(deps): packages\n\n* update: codes\n\n* build(ci): pyright version\n\n* build(ci): pyright rules\n\n* update: codes\n\n* update: visualizations\n\n* update: visualizations\n\n* update: codes\n\n* update: visualizations\n\n* update: codes\n\n* update: visualizations\n\n* update: v\n[…]\nrequirements-docs.txt\n\n* update: visualizations\n\n* chore: remove duplicated works\n\n* update: visualizations\n\n* update: visualizations\n\n* chore: name\n\n* update: visualizations\n\n* update: visualizations",
"is_bot": false,
"headline": "[Update] Stuff (#457)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-23T09:31:08Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "bcee0bae405dffadab477c3605203eb3dbadf383",
"body": "* build(ci): github actions\n\n* build(ci/cd): fix typo",
"is_bot": false,
"headline": "[CI/CD] Update the gh action version to the latest (#452)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T06:36:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.8.2 (#451)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T05:57:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4b866c24caa2f32990bdc22f6b25737a15638398",
"body": "* build(version): v3.8.2\n\n* docs: v3.8.2 changelog\n\n* docs: v3.8.2 changelog",
"is_bot": false,
"headline": "[Release] v3.8.2 (#450)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T05:56:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "baa2fd2d1204f31a5c3d02a721b0ae2f13fc8665",
"body": "* docs: google-style docstring\n\n* build(docs): google-style docstring\n\n* build(deps): mkdocstrings-python\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: v3.8.2 changelog\n\n* docs: docstring\n\n* docs: docstring\n\n* update: test cases\n\n* docs: docstring",
"is_bot": false,
"headline": "[Docs] Convert to google-style docstring (#449)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-25T17:52:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0283cf58f7b0d6cfdc7043fe6c54ce9c8c5efc16",
"body": "* update: codes\n\n* build(deps): dev deps\n\n* docs: v3.8.2 changelog\n\n* chore: disable warnings for pytest\n\n* build(ci): split tasks\n\n* fix: TypeAlias\n\n* update: Parameters type\n\n* build(deps): pytorch\n\n* update: test_version_utils\n\n* build(deps): pytorch\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* build(ci): refactor publish script\n\n* fix: test_version_utils\n\n* build(ci): remove `check lint`",
"is_bot": false,
"headline": "[Update] Lots of stuff (#448)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-25T14:39:26Z",
"body_truncated": false,
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},
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"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.8.1 (#447)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:44:17Z",
"body_truncated": false,
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},
{
"oid": "657092f29ad49a52c4ccdc0ff146ac70fb21b8dc",
"body": null,
"is_bot": false,
"headline": "build(version): v3.8.1 (#446)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:42:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "56c2be089c97b0a201ed6a41b1282cc64fda7e35",
"body": "…arams of the `Conda` optimizer (#444)\n\n* build(deps): dev deps\n\n* update: expose Galore parameters\n\n* docs: v3.8.1 changelog",
"is_bot": false,
"headline": "[Update] Expose the parameters of the `GaloreProjector` to the init p…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:33:46Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "63f66237dc4d599943bc8335fac935d0c334f586",
"body": "* docs: v3.8.1 changelog\n\n* docs: README\n\n* feature: Conda optimizer\n\n* update: test cases\n\n* update: condition\n\n* update: condition\n\n* [skip ci] docs: update index.md\n\n* docs: Conda optimizer\n\n* chore: keyword\n\n* build(deps): dev deps\n\n* ci: bump pyright to 1.1.406\n\n* update: test_galore_projection_type\n\n* update: test_galore_methods\n\n* update: test_galore_methods\n\n* update: test_galore_methods\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `Conda` optimizer (#441)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-03T08:26:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa70cc97e9dbb5f5951a7647c2561108f3acc178",
"body": "* build(deps): dev deps\n\n* style: fix RUF059\n\n* update: EmoNavi v3 optimizer\n\n* style: fix RUF059\n\n* update: EmoNavi series\n\n* update: recipes\n\n* update: code\n\n* update: recipe\n\n* docs: v3.8.1 changelog\n\n* update: visualize_optimizers\n\n* update: visualizations\n\n* update: visualizations",
"is_bot": false,
"headline": "[Update] EmoNavi optimizer to the latest version (#439)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-09-21T06:22:28Z",
"body_truncated": false,
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},
{
"oid": "0c0f48f1d5c8c92c1ea06b4887896c8165b2a620",
"body": "…rom EXAdam (#438)\n\nRemoved numpy dependency and adjusted step size calculation based on the latest update of the EXAdam paper https://arxiv.org/abs/2412.20302",
"is_bot": false,
"headline": "[Update] Eliminate numpy usage and update learning rate application f…",
"author_name": "Ahmed Mostafa",
"author_login": "AhmedMostafa16",
"committed_at": "2025-09-20T16:28:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9dd83d08adb1811074f04a16895654b27f5f5388",
"body": "* docs: README\n\n* docs: v3.8.1. changelog\n\n* feature: implement AdaGO optimizer\n\n* update: AdaGO optimizer\n\n* docs: AdaGO optimizer\n\n* update: recipe\n\n* update: recipes\n\n* update: recipes\n\n* [skip ci] docs: update index.md\n\n* docs: v3.8.1 changelog\n\n* update: test_muon_use_muon_param\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `AdaGO` optimizer (#437)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-09-04T15:16:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ee59259325f0f1d27c3a70f35b1a5ffbba899c7",
"body": "* ci(pyright): add rules\n\n* style: fix pyright errors\n\n* ci(pyright): excludes\n\n* style: fix pyright errors\n\n* ci(pyright): add more rules\n\n* ci(pyright): add more rules\n\n* style: fix pyright errors\n\n* chore: remove init recipe\n\n* ci: update name\n\n* ci: static analysis\n\n* ci: rename to Type Checker\n\n[…]\nortPrivateImportUsage to false\n\n* [skip ci] docs: update index.md\n\n* chore: check recipe\n\n* ci(pyright): update includes\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Update] Introduce `pyright` for type checking (#435)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-31T08:05:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "0a671c96e614373dfba95d3bc74cf43255f7b0dc",
"body": "* feature: implement FriendlySAM optimizer\n\n* build(deps): dev deps\n\n* update: FriendlySAM optimizer\n\n* update: number of optimizers\n\n* docs: README\n\n* chore: keyword\n\n* docs: v3.8.1 changelog\n\n* fix: value to weight\n\n* update: recipes\n\n* update: recipes\n\n* docs: FriendlySAM optimizer\n\n* [skip ci] docs: update index.md\n\n* docs: FriendlySAM docstring\n\n* update: test_sam_family_methods\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `FriendlySAM` optimizer (#434)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-31T03:52:41Z",
"body_truncated": false,
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},
{
"oid": "45e00ec031a963c3e478776539eceeb85b2a7210",
"body": "1. Using `torch.linalg.norm` instaed of `torch.norm`\r\ntorch.norm is deprecated and may be removed in a future PyTorch release.\r\n\r\n2. Grad_norm maybe zero. There is no need to update param for such situation.",
"is_bot": false,
"headline": "Update spam.py (#431)",
"author_name": "liveck",
"author_login": "liveck",
"committed_at": "2025-08-19T12:06:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf711d8ce2aae4053ed978c2a183bef65d7c31bf",
"body": "* chore: remove isort\n\n* build(deps): remove isort",
"is_bot": false,
"headline": "[Dependency] Remove `isort` (#429)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-15T08:47:35Z",
"body_truncated": false,
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},
{
"oid": "0d2edb35bd2a53cb91ea2f9026fa982354710915",
"body": "* build(deps): mkdocs-git-revision-date-localized-plugin\n\n* docs: mkdocs configuration\n\n* docs: v3.8.1 changelog\n\n* ci: only run automerge when `automerge` label is assigned\n\n* ci: remove log",
"is_bot": false,
"headline": "[Docs] Upgrade the documentation page (#428)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-14T14:37:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b426ba3b343e8aab3b09730cb628dc88941a5b65",
"body": null,
"is_bot": false,
"headline": "ci: refactor GITHUB_OUTPUT",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-14T13:44:03Z",
"body_truncated": false,
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},
{
"oid": "8fee357b03326a9b90d4c96aeea4621edaa92b82",
"body": null,
"is_bot": false,
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"headline": "ci: prepend changelog",
"author_name": "kozistr",
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"headline": "ci(fix): explicit branch name",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:12:28Z",
"body_truncated": false,
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"body": "* docs: v3.8.0 changelog\n\n* build(version): v3.8.0",
"is_bot": false,
"headline": "[Release] v3.8.0 (#419)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-13T14:05:27Z",
"body_truncated": false,
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},
{
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"body": "* build(deps): docs requirements\n\n* feature: implement DistributedMuon optimizer\n\n* docs: v3.8.0 changelog\n\n* feature: implement StochasticAccumulator\n\n* update: DistributedMuon optimizer\n\n* docs: DistributedMuon optimizer\n\n* docs: v3.8.0 changelog\n\n* update: test recipe\n\n* refactor: remove unused var\n\n* docs: v3.8.0 changelog\n\n* update: test_stochastic_accumulation_hook\n\n* update: recipes\n\n* refactor: exception message format\n\n* update: mse to bce",
"is_bot": false,
"headline": "[Feature] Implement `DistributedMuon` optimizer (#418)",
"author_name": "Hyeongchan Kim",
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"body_truncated": false,
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"is_bot": false,
"headline": "[Feature] Support `cautious` variant for `Muon` optimizer (#417)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
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"body_truncated": false,
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},
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"body": "* update: visualization\n\n* update: type annotations",
"is_bot": false,
"headline": "[Update] Optimizer visualization (#416)",
"author_name": "Aidin",
"author_login": "AidinHamedi",
"committed_at": "2025-08-10T12:38:16Z",
"body_truncated": false,
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},
{
"oid": "0b8c7a52828fe57158bfc978b03d57c40b72d9ba",
"body": "* style: enable RUF028\n\n* style: fix RUF028\n\n* refactor: order\n\n* style: max-statements to 60\n\n* style: disable PLR0915\n\n* style: pylint rules\n\n* style: disable PLR0912\n\n* docs: v3.8.0 changelog\n\n* docs: README\n\n* update: modules\n\n* update: number of optimizers\n\n* update: remove wrapper optimizers\n\n\n[…]\n remove bug label\n\n* ci: explicit configuration-path\n\n* ci: add more labels\n\n* ci: checkout repo\n\n* docs: TRAC docstring\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Update] lots of stuff (#415)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-10T07:27:35Z",
"body_truncated": true,
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{
"oid": "04b37582cd6a5b0f1e14dd6f74969bf78571c3de",
"body": "* docs: v3.8.0 changelog\n\n* docs: README\n\n* feature: support decoupling parameter C\n\n* update: recipe\n\n* docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `Refined Schedule-Free AdamW` optimizer (#414)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T15:49:25Z",
"body_truncated": false,
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},
{
"oid": "4418b8c15d7b1d7999781c56b68a4a5c40dac2aa",
"body": "* ci: rename to copy_readme\n\n* build(ci): pr_labeler action",
"is_bot": false,
"headline": "[CI] Add `pr_labeler` github action (#413)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T15:20:58Z",
"body_truncated": false,
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},
{
"oid": "3fd7147dd0ef34a681ba185cb4c88da8de1bc4ce",
"body": "* ci: copy readme.md to docs/index.md\n\n* docs: README.md\n\n* ci: push_options\n\n* docs: update index.md\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[CI] Copy `README.md` to `/docs/index.md` automatically (#412)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T14:54:14Z",
"body_truncated": false,
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{
"oid": "cff7179bce0c0de9f1c2333974f9a20c2ee40f35",
"body": "* ci: prepend_changelog\n\n* ci: prepend_changelog\n\n* ci: prepend_changelog\n\n* ci: prepend_changelog\n\n* docs: prepend changelog to CHANGELOG.md\n\n* ci: remove test script\n\n* docs: rollback content\n\n* ci: add prepend-changelog\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Prepend the changelog automatically (#411)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-09T14:30:35Z",
"body_truncated": false,
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"oid": "49f75d039363d26111b69fa1726e722b3ead7299",
"body": "* docs: v3.8.0 changelog\n\n* build(deps): packages\n\n* update: reimplement Muon and AdaMuon optimizers\n\n* update: test cases\n\n* update: test_complex_not_supported\n\n* update: test_muon_no_gradient\n\n* update: Muon recipes\n\n* feature: implement prepare_muon_parameters\n\n* update: prepare Muon parameters\n\n* update: test_create_optimizer\n\n* update: BETA_OPTIMIZER_NAMES\n\n* docs: v3.8.0 changelog",
"is_bot": false,
"headline": "[Update] Re-implement `Muon` and `AdaMuon` optimizers (#410)",
"author_name": "Hyeongchan Kim",
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{
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"body": "* feature: EmoNeco, EmoZeal optimizers\n\n* update: EmoNeco, EmoZeal optimizers\n\n* update: test cases\n\n* docs: README\n\n* chore: keywords\n\n* docs: v3.7.1 changelog\n\n* docs: EmoNeco, EmoZeal optimizers\n\n* add: visualizations\n\n* docs: visualization\n\n* update: recipes\n\n* update: recipes",
"is_bot": false,
"headline": "[Feature] Implement `EmoNeco` and `EmoZeal` optimizers (#407)",
"author_name": "Hyeongchan Kim",
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"committed_at": "2025-08-02T12:48:51Z",
"body_truncated": false,
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{
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"body": "* docs: changelog\n\n* docs: PR template\n\n* refactor: semgrep report\n\n* docs: PR template\n\n* build(ci): update codecov-action version to v5\n\n* build(ci): CodeQL\n\n* docs: README",
"is_bot": false,
"headline": "[Update] stuff (#406)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-31T13:39:42Z",
"body_truncated": false,
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"body": "* build(version): v3.7.0\n\n* update: exclude some optimizers\n\n* add: visualizations\n\n* docs: visualization",
"is_bot": false,
"headline": "[Release] v3.7.0 (#405)",
"author_name": "Hyeongchan Kim",
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"is_bot": false,
"headline": "[Fix] type-hint (#404)",
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{
"oid": "59522ccb5527629a890184df3d87f615ea2eb98c",
"body": "Hi! Just checking out your project and I've noticed that you claim to support `>= 3.8`, but you never check other versions except 3.12 in CI.\r\n\r\nhttps://github.com/kozistr/pytorch_optimizer/blob/3c02a48389c065f060a26e5486f7e702ff9fd17c/pyproject.toml#L33-L39\r\n\r\nI think that it is important to be sure all version work :)\r\nThey can have different bugs.",
"is_bot": false,
"headline": "Test all versions in CI (#401)",
"author_name": "sobolevn",
"author_login": "sobolevn",
"committed_at": "2025-07-28T13:06:07Z",
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"is_bot": false,
"headline": "[Feature] Implement `EmoNavi`, `EmoFact`, and `EmoLynx` optimizers (#…",
"author_name": "Hyeongchan Kim",
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"is_bot": false,
"headline": "[Feature] Implement SPlus optimizer (#399)",
"author_name": "Hyeongchan Kim",
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"body": "…_ams_bound()` (#398)\n\n* docs: v3.6.2 changelog\n\n* update: exp_avg_sq_eps\n\n* docs: v3.6.2 changelog",
"is_bot": false,
"headline": "[Fix] Use a smaller `eps` value when adding to `exp_avg_sq` in `apply…",
"author_name": "Hyeongchan Kim",
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"committed_at": "2025-07-25T08:22:30Z",
"body_truncated": false,
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{
"oid": "b0146c2ca652b47132404a08c51bbf5d3d218aa4",
"body": "* feature: AdaMuon optimizer\n\n* update: test cases\n\n* build(deps): update dev-deps\n\n* docs: AdaMuon optimizer\n\n* docs: AdaMuon optimizer\n\n* docs: v3.6.2 changelog\n\n* fix: test_get_supported_optimizers\n\n* fix: recipe\n\n* fix: test_get_supported_optimizers",
"is_bot": false,
"headline": "[Feature] Implement `AdaMuon` optimizer (#395)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-20T12:43:51Z",
"body_truncated": false,
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"oid": "77098e99af6e37689fba96f20b66e215b151e885",
"body": "* build(version): v3.6.1\n\n* build(deps): update packages\n\n* style: PLC0415\n\n* style: fix RUF005\n\n* update: beta range to `[0, 1)`\n\n* docs: v3.6.1 changelog\n\n* update: default beta3 range to `[0, 1]`\n\n* update: validate_betas\n\n* update: validate_betas\n\n* update: OPTIMIZERS_IGNORE\n\n* update: test_version_utils",
"is_bot": false,
"headline": "[Release] v3.6.1 (#392)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-07-05T11:41:48Z",
"body_truncated": false,
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},
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"oid": "2a4423dc96321d7235ca8d6b080fe20840992fb8",
"body": "* feature: implement AdamC optimizer\n\n* update: AdamC optimizer\n\n* docs: AdamC optimizer\n\n* docs: AdamC optimizer\n\n* update: recipe\n\n* docs: v3.6.1 changelog\n\n* docs: README\n\n* update: test_get_supported_optimizers\n\n* update: recipe",
"is_bot": false,
"headline": "[Feature] Implement AdamC optimizer (#390)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-06-12T06:18:31Z",
"body_truncated": false,
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"oid": "030d303b8f3ef506b4aa96d975d2234d13afa5f5",
"body": "* docs: v3.6.1 changelog\n\n* feature: AdamWSN optimizer\n\n* update: AdamWSN optimizer\n\n* update: recipe\n\n* docs: README\n\n* docs: AdamWSN optimizer\n\n* update: AdamWSN optimizer\n\n* update: test_csd\n\n* update: no cover\n\n* style: skip\n\n* fix: size to ndim\n\n* update: AdamWSN optimizer\n\n* fix: test_get_supported_optimizers\n\n* docs: README",
"is_bot": false,
"headline": "[Feature] Implement AdamWSN optimizer (#389)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
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"oid": "02fc0af89c4aac1616bf7dcbbb5e08cb65413b5c",
"body": "* feature: lots of cooldown type\n\n* update: test case\n\n* docs: v3.6.1 changelog\n\n* build(deps): packages",
"is_bot": false,
"headline": "[Feature] Implment more cooldown types for WSD lr scheduler (#386)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-05-31T06:22:27Z",
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},
{
"oid": "5aa4d1309893252876dd6e7a54d842d85f928d87",
"body": "[Fix] momentum in SCION optimizer",
"is_bot": false,
"headline": "Merge pull request #385 from kozistr/fix/scion-optimizer",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-05-28T03:53:17Z",
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"oid": "64a7e7d19e17151ab0f90ef28b665519fa5a6579",
"body": null,
"is_bot": false,
"headline": "docs: v3.6.1 changelog",
"author_name": "kozistr",
"author_login": "kozistr",
"committed_at": "2025-05-28T03:49:44Z",
"body_truncated": false,
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},
{
"oid": "2a74a722329478a8c3156c764d28e922ff1e4a9c",
"body": null,
"is_bot": false,
"headline": "update: recipe",
"author_name": "kozistr",
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}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.