Comparison
budgetml vs ColossalAI
Verdict
Pick budgetml when tags unique to budgetml: data-science, deployment, machine-learning, python; pick ColossalAI when tags unique to ColossalAI: deep-learning, ai, big-model, heterogeneous-training.
Markdown twin · budgetml alternatives · ColossalAI alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | budgetml | ColossalAI |
|---|---|---|
| Maintenance | Dormant (880d since push) As of today · github_public_v1 | Steady (46d 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 criticals As of today · osv@v1 | No lockfile As of today · none |
Tagline
- budgetml
- Deploy a ML inference service on a budget in less than 10 lines of code.
- ColossalAI
- Making large AI models cheaper, faster and more accessible
Stars
- budgetml
- 1.3k
- ColossalAI
- 41k
Forks
- budgetml
- 65
- ColossalAI
- 4.5k
Open issues
- budgetml
- 4
- ColossalAI
- 501
Language
- budgetml
- Python
- ColossalAI
- Python
Adopt for
- budgetml
- -
- ColossalAI
- ColossalAI is a Python library that leverages advanced parallelism techniques for more efficient and cost-effective development of large-scale AI models.
Persona
- budgetml
- -
- ColossalAI
- -
Runtime
- budgetml
- -
- ColossalAI
- -
License
- budgetml
- Apache-2.0
- ColossalAI
- Apache-2.0
Last pushed
- budgetml
- Feb 12, 2024
- ColossalAI
- May 25, 2026
Categories
- budgetml
- Inference & Serving
- ColossalAI
- Model Training, Inference & Serving
Trust and health
Maintenance
- budgetml
- Dormant (18%)
- ColossalAI
- Steady (60%)
Days since push
- budgetml
- 880d
- ColossalAI
- 46d
Open issues (now)
- budgetml
- 4
- ColossalAI
- 501
Security scan
- budgetml
- No criticals
- ColossalAI
- No lockfile
Full report
- budgetml
- Trust report
- ColossalAI
- Trust report
Shared compatibility
- Python · budgetml: Python runtime · ColossalAI: Python runtime
Choose budgetml if…
- Tags unique to budgetml: data-science, deployment, machine-learning, python.
- Leaner open-issue backlog (4).
When NOT to use budgetml
- Last GitHub push was 880 days ago (dormant maintenance, Feb 12, 2024). Validate activity before betting a new project on budgetml.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Choose ColossalAI if…
- Tags unique to ColossalAI: deep-learning, ai, big-model, heterogeneous-training.
- Also covers Model Training.
- You require handling extremely large AI models with massive context windows, such as over 2M tokens.
When NOT to use ColossalAI
- You are working in an environment that does not support Linux OS, as ColossalAI currently offers no support for other operating systems.
- Your current CUDA version is less than 11.0 or your GPU compute capability is below 7.0 (pre-V100/RTX20 series).
- You cannot satisfy the minimum hardware and software requirements specified, such as PyTorch >= 2.2 and Python >= 3.7.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (ebhy/budgetml) · observed Jul 11, 2026
- GitHub forks (ebhy/budgetml) · observed Jul 11, 2026
- Last push (ebhy/budgetml) · observed Feb 12, 2024
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (hpcaitech/ColossalAI) · observed Jul 11, 2026
- GitHub forks (hpcaitech/ColossalAI) · observed Jul 11, 2026
- Last push (hpcaitech/ColossalAI) · observed May 25, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: budgetml 1.3k · ColossalAI 41k (synced Jul 11, 2026).
Common questions
- What is the difference between budgetml and ColossalAI?
- budgetml: Deploy a ML inference service on a budget in less than 10 lines of code.. ColossalAI: Making large AI models cheaper, faster and more accessible. See the comparison table for live GitHub stats and shared categories.
- When should I choose budgetml over ColossalAI?
- Choose budgetml over ColossalAI when Tags unique to budgetml: data-science, deployment, machine-learning, python; Leaner open-issue backlog (4).
- When should I choose ColossalAI over budgetml?
- Choose ColossalAI over budgetml when Tags unique to ColossalAI: deep-learning, ai, big-model, heterogeneous-training; Also covers Model Training; You require handling extremely large AI models with massive context windows, such as over 2M tokens.
- When should I avoid budgetml?
- Last GitHub push was 880 days ago (dormant maintenance, Feb 12, 2024). Validate activity before betting a new project on budgetml. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- When should I avoid ColossalAI?
- You are working in an environment that does not support Linux OS, as ColossalAI currently offers no support for other operating systems. Your current CUDA version is less than 11.0 or your GPU compute capability is below 7.0 (pre-V100/RTX20 series). You cannot satisfy the minimum hardware and software requirements specified, such as PyTorch >= 2.2 and Python >= 3.7.
- Is budgetml or ColossalAI more popular on GitHub?
- ColossalAI has more GitHub stars (41,408 vs 1,343). Stars measure visibility, not whether either tool fits your constraints.
- Are budgetml and ColossalAI open source?
- Yes - both are open-source projects on GitHub (budgetml: Apache-2.0, ColossalAI: Apache-2.0).
- Where can I find alternatives to budgetml or ColossalAI?
- GraphCanon lists graph-backed alternatives at budgetml alternatives and ColossalAI alternatives (budgetml markdown twin, ColossalAI 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, budgetml or ColossalAI?
- budgetml: Dormant. ColossalAI: Steady. 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 budgetml and ColossalAI?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: budgetml trust report; ColossalAI trust report.