Comparison
autogluon vs pytorch-lightning
Verdict
Pick autogluon when tags unique to autogluon: automl, forecasting, autogluon, ensemble-learning; pick pytorch-lightning when tags unique to pytorch-lightning: ai, artificial-intelligence, machine-learning, python.
Markdown twin · autogluon alternatives · pytorch-lightning alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | autogluon | pytorch-lightning |
|---|---|---|
| Maintenance | Very active (5d since push) As of today · github_public_v1 | Very active (1d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No criticals As of today · osv@v1 |
Tagline
- autogluon
- Fast and Accurate ML in 3 Lines of Code
- pytorch-lightning
- Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.
Stars
- autogluon
- 11k
- pytorch-lightning
- 31k
Forks
- autogluon
- 1.2k
- pytorch-lightning
- 3.8k
Open issues
- autogluon
- 399
- pytorch-lightning
- 1.0k
Language
- autogluon
- Python
- pytorch-lightning
- Python
Adopt for
- autogluon
- -
- pytorch-lightning
- -
Persona
- autogluon
- -
- pytorch-lightning
- -
Runtime
- autogluon
- -
- pytorch-lightning
- -
License
- autogluon
- Apache-2.0
- pytorch-lightning
- Apache-2.0
Last pushed
- autogluon
- Jul 6, 2026
- pytorch-lightning
- Jul 10, 2026
Categories
- autogluon
- Model Training, Computer Vision
- pytorch-lightning
- Model Training, Computer Vision
Trust and health
Days since push
- autogluon
- 5d
- pytorch-lightning
- 1d
Open issues (now)
- autogluon
- 399
- pytorch-lightning
- 1.0k
Security scan
- autogluon
- No lockfile
- pytorch-lightning
- No criticals
Full report
- autogluon
- Trust report
- pytorch-lightning
- Trust report
Shared compatibility
- Python · autogluon: Python runtime · pytorch-lightning: Python runtime
Choose autogluon if…
- Tags unique to autogluon: automl, forecasting, autogluon, ensemble-learning.
- Leaner open-issue backlog (399).
When NOT to use autogluon
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Choose pytorch-lightning if…
- Tags unique to pytorch-lightning: ai, artificial-intelligence, machine-learning, python.
- More GitHub stars (31k vs 11k) - visibility, not fit.
When NOT to use pytorch-lightning
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (autogluon/autogluon) · observed Jul 11, 2026
- GitHub forks (autogluon/autogluon) · observed Jul 11, 2026
- Last push (autogluon/autogluon) · observed Jul 6, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Lightning-AI/pytorch-lightning) · observed Jul 11, 2026
- GitHub forks (Lightning-AI/pytorch-lightning) · observed Jul 11, 2026
- Last push (Lightning-AI/pytorch-lightning) · observed Jul 10, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: autogluon 11k · pytorch-lightning 31k (synced Jul 11, 2026).
Common questions
- What is the difference between autogluon and pytorch-lightning?
- autogluon: Fast and Accurate ML in 3 Lines of Code. pytorch-lightning: Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.. See the comparison table for live GitHub stats and shared categories.
- When should I choose autogluon over pytorch-lightning?
- Choose autogluon over pytorch-lightning when Tags unique to autogluon: automl, forecasting, autogluon, ensemble-learning; Leaner open-issue backlog (399).
- When should I choose pytorch-lightning over autogluon?
- Choose pytorch-lightning over autogluon when Tags unique to pytorch-lightning: ai, artificial-intelligence, machine-learning, python; More GitHub stars (31k vs 11k) - visibility, not fit.
- When should I avoid autogluon?
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- When should I avoid pytorch-lightning?
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is autogluon or pytorch-lightning more popular on GitHub?
- pytorch-lightning has more GitHub stars (31,233 vs 10,526). Stars measure visibility, not whether either tool fits your constraints.
- Are autogluon and pytorch-lightning open source?
- Yes - both are open-source projects on GitHub (autogluon: Apache-2.0, pytorch-lightning: Apache-2.0).
- Where can I find alternatives to autogluon or pytorch-lightning?
- GraphCanon lists graph-backed alternatives at autogluon alternatives and pytorch-lightning alternatives (autogluon markdown twin, pytorch-lightning markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, autogluon or pytorch-lightning?
- autogluon: Very active. pytorch-lightning: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for autogluon and pytorch-lightning?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: autogluon trust report; pytorch-lightning trust report.