Comparison
starcoder vs DeepSpeed
Verdict
Pick starcoder when tags unique to starcoder: python; pick DeepSpeed when tags unique to DeepSpeed: billion-parameters, compression, data-parallelism, deep-learning.
Markdown twin · starcoder alternatives · DeepSpeed alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | starcoder | DeepSpeed |
|---|---|---|
| Maintenance | Dormant (865d since push) As of today · github_public_v1 | Very active (0d 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) | 48 low (48 low) As of today · osv@v1 | No lockfile As of today · none |
Tagline
- starcoder
- Home of StarCoder: fine-tuning & inference!
- DeepSpeed
- Deep learning optimization library for efficient distributed training and inference
Stars
- starcoder
- 7.5k
- DeepSpeed
- 43k
Forks
- starcoder
- 528
- DeepSpeed
- 4.9k
Open issues
- starcoder
- 103
- DeepSpeed
- 1.3k
Language
- starcoder
- Python
- DeepSpeed
- Python
Adopt for
- starcoder
- -
- DeepSpeed
- Decisions for DeepSpeed use are driven by its capacity to handle large models efficiently using techniques such as data parallelism, model parallelism, pipeline parallelism, and compression.
Persona
- starcoder
- -
- DeepSpeed
- -
Runtime
- starcoder
- -
- DeepSpeed
- -
License
- starcoder
- Apache-2.0
- DeepSpeed
- Apache-2.0
Last pushed
- starcoder
- Feb 27, 2024
- DeepSpeed
- Jul 11, 2026
Categories
- starcoder
- Inference & Serving, Model Training, Speech & Audio
- DeepSpeed
- Inference & Serving, Model Training
Trust and health
Maintenance
- starcoder
- Dormant (18%)
- DeepSpeed
- Very active (96%)
Days since push
- starcoder
- 865d
- DeepSpeed
- 0d
Open issues (now)
- starcoder
- 103
- DeepSpeed
- 1.3k
Security scan
- starcoder
- 48 low (48 low)
- DeepSpeed
- No lockfile
Full report
- starcoder
- Trust report
- DeepSpeed
- Trust report
Choose starcoder if…
- Tags unique to starcoder: python.
- Also covers Speech & Audio.
- Leaner open-issue backlog (103).
When NOT to use starcoder
- Last GitHub push was 866 days ago (dormant maintenance, Feb 27, 2024). Validate activity before betting a new project on starcoder.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Choose DeepSpeed if…
- Tags unique to DeepSpeed: billion-parameters, compression, data-parallelism, deep-learning.
- - When training or inferring with PyTorch on large datasets or complex deep learning models (up to trillion parameters)
- More GitHub stars (43k vs 7.5k) - visibility, not fit.
When NOT to use DeepSpeed
- - When you are working in an environment that only supports CPU-based training without access to CUDA or ROCm compatible GPUs
- - If your project's PyTorch version is less than 2.0, DeepSpeed may not support all of its features and optimizations effectively
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (bigcode-project/starcoder) · observed Jul 11, 2026
- GitHub forks (bigcode-project/starcoder) · observed Jul 11, 2026
- Last push (bigcode-project/starcoder) · observed Feb 27, 2024
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (deepspeedai/DeepSpeed) · observed Jul 11, 2026
- GitHub forks (deepspeedai/DeepSpeed) · observed Jul 11, 2026
- Last push (deepspeedai/DeepSpeed) · observed Jul 11, 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: starcoder 7.5k · DeepSpeed 43k (synced Jul 11, 2026).
Common questions
- What is the difference between starcoder and DeepSpeed?
- starcoder: Home of StarCoder: fine-tuning & inference!. DeepSpeed: Deep learning optimization library for efficient distributed training and inference. See the comparison table for live GitHub stats and shared categories.
- When should I choose starcoder over DeepSpeed?
- Choose starcoder over DeepSpeed when Tags unique to starcoder: python; Also covers Speech & Audio; Leaner open-issue backlog (103).
- When should I choose DeepSpeed over starcoder?
- Choose DeepSpeed over starcoder when Tags unique to DeepSpeed: billion-parameters, compression, data-parallelism, deep-learning; - When training or inferring with PyTorch on large datasets or complex deep learning models (up to trillion parameters); More GitHub stars (43k vs 7.5k) - visibility, not fit.
- When should I avoid starcoder?
- Last GitHub push was 866 days ago (dormant maintenance, Feb 27, 2024). Validate activity before betting a new project on starcoder. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- When should I avoid DeepSpeed?
- - When you are working in an environment that only supports CPU-based training without access to CUDA or ROCm compatible GPUs - If your project's PyTorch version is less than 2.0, DeepSpeed may not support all of its features and optimizations effectively
- Is starcoder or DeepSpeed more popular on GitHub?
- DeepSpeed has more GitHub stars (42,685 vs 7,508). Stars measure visibility, not whether either tool fits your constraints.
- Are starcoder and DeepSpeed open source?
- Yes - both are open-source projects on GitHub (starcoder: Apache-2.0, DeepSpeed: Apache-2.0).
- Where can I find alternatives to starcoder or DeepSpeed?
- GraphCanon lists graph-backed alternatives at starcoder alternatives and DeepSpeed alternatives (starcoder markdown twin, DeepSpeed 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, starcoder or DeepSpeed?
- starcoder: Dormant. DeepSpeed: 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 starcoder and DeepSpeed?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: starcoder trust report; DeepSpeed trust report.