--- title: "autogluon vs stable-diffusion" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/autogluon-autogluon-vs-compvis-stable-diffusion" tools: ["autogluon-autogluon", "compvis-stable-diffusion"] --- # autogluon vs stable-diffusion *GraphCanon updated Jul 11, 2026* ## Verdict Pick autogluon when autogluon is primarily Python; stable-diffusion is Jupyter Notebook; pick stable-diffusion when stable-diffusion is primarily Jupyter Notebook; autogluon is Python. [autogluon](https://auto.gluon.ai/) reports 11k GitHub stars, 1.2k forks, and 399 open issues, last pushed Jul 6, 2026. [stable-diffusion](https://ommer-lab.com/research/latent-diffusion-models/) has 73k stars, 11k forks, and 617 open issues, last pushed Jun 18, 2024. Figures are from public GitHub metadata via [autogluon's repository](https://github.com/autogluon/autogluon) and [stable-diffusion's repository](https://github.com/CompVis/stable-diffusion). | | [autogluon](/tools/autogluon-autogluon.md) | [stable-diffusion](/tools/compvis-stable-diffusion.md) | | --- | --- | --- | | Tagline | Fast and Accurate ML in 3 Lines of Code | A latent text-to-image diffusion model | | Stars | 10,526 | 73,179 | | Forks | 1,169 | 10,584 | | Open issues | 399 | 617 | | Language | Python | Jupyter Notebook | | Adopt for | - | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Other | | Categories | Model Training, Computer Vision | Model Training, Computer Vision | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [autogluon](/tools/autogluon-autogluon.md) | [stable-diffusion](/tools/compvis-stable-diffusion.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 5d | 753d | | Open issues (now) | 399 | 617 | | Full report | [trust report](/tools/autogluon-autogluon/trust.md) | [trust report](/tools/compvis-stable-diffusion/trust.md) | ## Shared compatibility - **Python**: [autogluon](/tools/autogluon-autogluon.md) - Python runtime; [stable-diffusion](/tools/compvis-stable-diffusion.md) - Python runtime ## Choose when ### Choose autogluon if… - autogluon is primarily Python; stable-diffusion is Jupyter Notebook. - License: autogluon is Apache-2.0, stable-diffusion is Other. - Tags unique to autogluon: automl, data-science, deep-learning, forecasting. ### Choose stable-diffusion if… - stable-diffusion is primarily Jupyter Notebook; autogluon is Python. - License: stable-diffusion is Other, autogluon is Apache-2.0. - Tags unique to stable-diffusion: jupyter notebook. ## When NOT to use autogluon - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ## When NOT to use stable-diffusion - Last GitHub push was 754 days ago (dormant maintenance, Jun 18, 2024). Validate activity before betting a new project on stable-diffusion. - Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ## Common questions ### What is the difference between autogluon and stable-diffusion? autogluon: Fast and Accurate ML in 3 Lines of Code. stable-diffusion: A latent text-to-image diffusion model. See the comparison table for live GitHub stats and shared categories. ### When should I choose autogluon over stable-diffusion? Choose autogluon over stable-diffusion when autogluon is primarily Python; stable-diffusion is Jupyter Notebook; License: autogluon is Apache-2.0, stable-diffusion is Other; Tags unique to autogluon: automl, data-science, deep-learning, forecasting. ### When should I choose stable-diffusion over autogluon? Choose stable-diffusion over autogluon when stable-diffusion is primarily Jupyter Notebook; autogluon is Python; License: stable-diffusion is Other, autogluon is Apache-2.0; Tags unique to stable-diffusion: jupyter notebook. ### 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 stable-diffusion? Last GitHub push was 754 days ago (dormant maintenance, Jun 18, 2024). Validate activity before betting a new project on stable-diffusion. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. ### Is autogluon or stable-diffusion more popular on GitHub? stable-diffusion has more GitHub stars (73,179 vs 10,526). Stars measure visibility, not whether either tool fits your constraints. ### Are autogluon and stable-diffusion open source? Yes - both are open-source projects on GitHub (autogluon: Apache-2.0, stable-diffusion: Other). ### Where can I find alternatives to autogluon or stable-diffusion? GraphCanon lists graph-backed alternatives at [autogluon alternatives](/tools/autogluon-autogluon/alternatives) and [stable-diffusion alternatives](/tools/compvis-stable-diffusion/alternatives) ([autogluon markdown twin](/tools/autogluon-autogluon/alternatives.md), [stable-diffusion markdown twin](/tools/compvis-stable-diffusion/alternatives.md)), 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](/compare/autogluon-autogluon-vs-compvis-stable-diffusion.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, autogluon or stable-diffusion? autogluon: Very active. stable-diffusion: Dormant. 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 stable-diffusion? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [autogluon trust report](/tools/autogluon-autogluon/trust); [stable-diffusion trust report](/tools/compvis-stable-diffusion/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=autogluon-autogluon`](/api/graphcanon/graph?tool=autogluon-autogluon) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_