Comparison
DeepSpeed vs maid
Verdict
Pick DeepSpeed when deepSpeed is primarily Python; maid is TypeScript; pick maid when maid is primarily TypeScript; DeepSpeed is Python.
Markdown twin · DeepSpeed alternatives · maid alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | DeepSpeed | maid |
|---|---|---|
| Maintenance | Very active (0d since push) As of 1d · github_public_v1 | Active (8d 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 |
| OSV dependency advisories | No lockfile (source not queried) As of 4d · osv@v1 | No lockfile (source not queried) As of today · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- DeepSpeed
- Deep learning optimization library for efficient distributed training and inference
- maid
- Maid is a free and open source application for interfacing with llama.cpp models locally, and with Anthropic, DeepSeek, Ollama, Mistral and OpenAI models remotely.
Stars
- DeepSpeed
- 43k
- maid
- 2.6k
Forks
- DeepSpeed
- 4.9k
- maid
- 269
Open issues
- DeepSpeed
- 1.3k
- maid
- 11
Language
- DeepSpeed
- Python
- maid
- TypeScript
Adopt for
- 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.
- maid
- -
Persona
- DeepSpeed
- -
- maid
- -
Runtime
- DeepSpeed
- -
- maid
- -
License
- DeepSpeed
- Apache-2.0
- maid
- MIT
Last pushed
- DeepSpeed
- Jul 13, 2026
- maid
- Jul 7, 2026
Categories
- DeepSpeed
- Inference & Serving, Model Training
- maid
- Inference & Serving
Trust and health
Maintenance
- DeepSpeed
- Very active (96%)
- maid
- Active (82%)
Days since push
- DeepSpeed
- 0d
- maid
- 8d
Open issues (now)
- DeepSpeed
- 1.3k
- maid
- 11
Full report
- DeepSpeed
- Trust report
- maid
- Trust report
Choose DeepSpeed if…
- DeepSpeed is primarily Python; maid is TypeScript.
- License: DeepSpeed is Apache-2.0, maid is MIT.
- Tags unique to DeepSpeed: billion-parameters, compression, data-parallelism, deep-learning.
- Also covers Model Training.
- - When training or inferring with PyTorch on large datasets or complex deep learning models (up to trillion parameters)
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
Choose maid if…
- maid is primarily TypeScript; DeepSpeed is Python.
- License: maid is MIT, DeepSpeed is Apache-2.0.
- Tags unique to maid: android, anthropic, chatbot, chatgpt.
When NOT to use maid
- 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 (deepspeedai/DeepSpeed) · observed Jul 14, 2026
- GitHub forks (deepspeedai/DeepSpeed) · observed Jul 14, 2026
- Last push (deepspeedai/DeepSpeed) · observed Jul 13, 2026
- License file (Apache-2.0) · observed Jul 14, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Mobile-Artificial-Intelligence/maid) · observed Jul 15, 2026
- GitHub forks (Mobile-Artificial-Intelligence/maid) · observed Jul 15, 2026
- Last push (Mobile-Artificial-Intelligence/maid) · observed Jul 7, 2026
- License file (MIT) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: DeepSpeed 43k · maid 2.6k (synced Jul 14, 2026).
Common questions
- What is the difference between DeepSpeed and maid?
- DeepSpeed: Deep learning optimization library for efficient distributed training and inference. maid: Maid is a free and open source application for interfacing with llama.cpp models locally, and with Anthropic, DeepSeek, Ollama, Mistral and OpenAI models remotely.. See the comparison table for live GitHub stats and shared categories.
- When should I choose DeepSpeed over maid?
- Choose DeepSpeed over maid when DeepSpeed is primarily Python; maid is TypeScript; License: DeepSpeed is Apache-2.0, maid is MIT; Tags unique to DeepSpeed: billion-parameters, compression, data-parallelism, deep-learning; Also covers Model Training; - When training or inferring with PyTorch on large datasets or complex deep learning models (up to trillion parameters).
- When should I choose maid over DeepSpeed?
- Choose maid over DeepSpeed when maid is primarily TypeScript; DeepSpeed is Python; License: maid is MIT, DeepSpeed is Apache-2.0; Tags unique to maid: android, anthropic, chatbot, chatgpt.
- 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
- When should I avoid maid?
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Is DeepSpeed or maid more popular on GitHub?
- DeepSpeed has more GitHub stars (42,700 vs 2,591). Stars measure visibility, not whether either tool fits your constraints.
- Are DeepSpeed and maid open source?
- Yes - both are open-source projects on GitHub (DeepSpeed: Apache-2.0, maid: MIT).
- Where can I find alternatives to DeepSpeed or maid?
- GraphCanon lists graph-backed alternatives at DeepSpeed alternatives and maid alternatives (DeepSpeed markdown twin, maid 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, DeepSpeed or maid?
- DeepSpeed: Very active. maid: 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 DeepSpeed and maid?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: DeepSpeed trust report; maid trust report.