Comparison
ColossalAI vs hopsworks
Verdict
Pick ColossalAI when colossalAI is primarily Python; hopsworks is Java; pick hopsworks when hopsworks is primarily Java; ColossalAI is Python.
Markdown twin · ColossalAI alternatives · hopsworks alternatives
GraphCanon updated today
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Trust & integrity
| Signal | ColossalAI | hopsworks |
|---|---|---|
| Maintenance | Steady (46d since push) As of 1d · github_public_v1 | Dormant (516d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1d · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of 1d · none | No lockfile As of today · none |
Tagline
- ColossalAI
- Making large AI models cheaper, faster and more accessible
- hopsworks
- Hopsworks - Data-Intensive AI platform with a Feature Store
Stars
- ColossalAI
- 41k
- hopsworks
- 1.3k
Forks
- ColossalAI
- 4.5k
- hopsworks
- 158
Open issues
- ColossalAI
- 501
- hopsworks
- 16
Language
- ColossalAI
- Python
- hopsworks
- Java
Adopt for
- ColossalAI
- ColossalAI is a Python library that leverages advanced parallelism techniques for more efficient and cost-effective development of large-scale AI models.
- hopsworks
- -
Persona
- ColossalAI
- -
- hopsworks
- -
Runtime
- ColossalAI
- -
- hopsworks
- -
License
- ColossalAI
- Apache-2.0
- hopsworks
- AGPL-3.0
Last pushed
- ColossalAI
- May 25, 2026
- hopsworks
- Feb 10, 2025
Categories
- ColossalAI
- Inference & Serving, Model Training
- hopsworks
- Inference & Serving
Trust and health
Maintenance
- ColossalAI
- Steady (60%)
- hopsworks
- Dormant (18%)
Days since push
- ColossalAI
- 46d
- hopsworks
- 516d
Open issues (now)
- ColossalAI
- 501
- hopsworks
- 16
Full report
- ColossalAI
- Trust report
- hopsworks
- Trust report
Shared compatibility
- Python · ColossalAI: Python runtime · hopsworks: Python runtime
Choose ColossalAI if…
- ColossalAI is primarily Python; hopsworks is Java.
- License: ColossalAI is Apache-2.0, hopsworks is AGPL-3.0.
- Tags unique to ColossalAI: ai, big model, data-parallelism, deep-learning.
- 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.
Choose hopsworks if…
- hopsworks is primarily Java; ColossalAI is Python.
- License: hopsworks is AGPL-3.0, ColossalAI is Apache-2.0.
- Tags unique to hopsworks: aws, azure, data-science, feature-engineering.
When NOT to use hopsworks
- Last GitHub push was 517 days ago (dormant maintenance, Feb 10, 2025). Validate activity before betting a new project on hopsworks.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- 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 (logicalclocks/hopsworks) · observed Jul 11, 2026
- GitHub forks (logicalclocks/hopsworks) · observed Jul 11, 2026
- Last push (logicalclocks/hopsworks) · observed Feb 10, 2025
- License file (AGPL-3.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: ColossalAI 41k · hopsworks 1.3k (synced Jul 11, 2026).
Common questions
- What is the difference between ColossalAI and hopsworks?
- ColossalAI: Making large AI models cheaper, faster and more accessible. hopsworks: Hopsworks - Data-Intensive AI platform with a Feature Store. See the comparison table for live GitHub stats and shared categories.
- When should I choose ColossalAI over hopsworks?
- Choose ColossalAI over hopsworks when ColossalAI is primarily Python; hopsworks is Java; License: ColossalAI is Apache-2.0, hopsworks is AGPL-3.0; Tags unique to ColossalAI: ai, big model, data-parallelism, deep-learning; Also covers Model Training; You require handling extremely large AI models with massive context windows, such as over 2M tokens.
- When should I choose hopsworks over ColossalAI?
- Choose hopsworks over ColossalAI when hopsworks is primarily Java; ColossalAI is Python; License: hopsworks is AGPL-3.0, ColossalAI is Apache-2.0; Tags unique to hopsworks: aws, azure, data-science, feature-engineering.
- 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.
- When should I avoid hopsworks?
- Last GitHub push was 517 days ago (dormant maintenance, Feb 10, 2025). Validate activity before betting a new project on hopsworks. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Is ColossalAI or hopsworks more popular on GitHub?
- ColossalAI has more GitHub stars (41,408 vs 1,303). Stars measure visibility, not whether either tool fits your constraints.
- Are ColossalAI and hopsworks open source?
- Yes - both are open-source projects on GitHub (ColossalAI: Apache-2.0, hopsworks: AGPL-3.0).
- Where can I find alternatives to ColossalAI or hopsworks?
- GraphCanon lists graph-backed alternatives at ColossalAI alternatives and hopsworks alternatives (ColossalAI markdown twin, hopsworks 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, ColossalAI or hopsworks?
- ColossalAI: Steady. hopsworks: 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 ColossalAI and hopsworks?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: ColossalAI trust report; hopsworks trust report.