Comparison
FineTuningLLMs vs SPIN
Verdict
Pick FineTuningLLMs if fineTuningLLMs is designed for users familiar with PyTorch and Hugging Face who seek practical guidance via Jupyter Notebooks; pick SPIN if sPIN is specialized for self-play fine-tuning in large language models through deep learning.
Markdown twin · FineTuningLLMs alternatives · SPIN alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | FineTuningLLMs | SPIN |
|---|---|---|
| Maintenance | Slowing (146d since push) As of 1mo · github_public_v1 | Dormant (837d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of 1mo · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · 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
- FineTuningLLMs
- Official repository for 'A Hands-On Guide to Fine-Tuning LLMs with PyTorch and Hugging Face'
- SPIN
- Official implementation of Self-Play Fine-Tuning
Stars
- FineTuningLLMs
- 851
- SPIN
- 1.3k
Forks
- FineTuningLLMs
- 114
- SPIN
- 106
Open issues
- FineTuningLLMs
- 4
- SPIN
- 24
Language
- FineTuningLLMs
- Jupyter Notebook
- SPIN
- Python
Adopt for
- FineTuningLLMs
- FineTuningLLMs is designed for users familiar with PyTorch and Hugging Face who seek practical guidance via Jupyter Notebooks.
- SPIN
- SPIN is specialized for self-play fine-tuning in large language models through deep learning.
Persona
- FineTuningLLMs
- -
- SPIN
- -
Runtime
- FineTuningLLMs
- -
- SPIN
- -
License
- FineTuningLLMs
- MIT
- SPIN
- Apache-2.0
Last pushed
- FineTuningLLMs
- Feb 28, 2026
- SPIN
- May 8, 2024
Categories
- FineTuningLLMs
- LLM Frameworks, Model Training
- SPIN
- LLM Frameworks, Model Training
Trust and health
Maintenance
- FineTuningLLMs
- Slowing (36%)
- SPIN
- Dormant (18%)
Days since push
- FineTuningLLMs
- 146d
- SPIN
- 837d
Open issues (now)
- FineTuningLLMs
- 4
- SPIN
- 24
Stars delta
- FineTuningLLMs
- Unknown
- SPIN
- +6 (30d)
Open issues delta
- FineTuningLLMs
- Unknown
- SPIN
- 0 (30d)
Full report
- FineTuningLLMs
- Trust report
- SPIN
- Trust report
Choose FineTuningLLMs if…
- FineTuningLLMs is primarily Jupyter Notebook; SPIN is Python.
- License: FineTuningLLMs is MIT, SPIN is Apache-2.0.
- Tags unique to FineTuningLLMs: bitsandbytes, finetuning, hugging-face, llamacpp.
- You need hands-on, step-by-step instructions using PyTorch and the Hugging Face ecosystem
When NOT to use FineTuningLLMs
- Not interested in PyTorch; prefer TensorFlow or another framework
- Seek theoretical background over practical applications
Choose SPIN if…
- SPIN is primarily Python; FineTuningLLMs is Jupyter Notebook.
- License: SPIN is Apache-2.0, FineTuningLLMs is MIT.
- Tags unique to SPIN: deep-learning, self-play.
- When implementing self-play algorithms aimed at enhancing performance of large language models within constrained domains.
When NOT to use SPIN
- If your project strictly adheres to frameworks that do not incorporate self-play techniques for training or fine-tuning models.
- When prioritizing a model training framework that relies on supervised learning rather than the self-play methodology SPIN is based upon.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (dvgodoy/FineTuningLLMs) · observed Jul 24, 2026
- GitHub forks (dvgodoy/FineTuningLLMs) · observed Jul 24, 2026
- Last push (dvgodoy/FineTuningLLMs) · observed Feb 28, 2026
- License file (MIT) · observed Jul 24, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (uclaml/SPIN) · observed Aug 24, 2026
- GitHub forks (uclaml/SPIN) · observed Aug 24, 2026
- Last push (uclaml/SPIN) · observed May 8, 2024
- License file (Apache-2.0) · observed Aug 24, 2026
- Decision facts (enrichment) · observed Jul 14, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: FineTuningLLMs 851 · SPIN 1.3k (synced Jul 24, 2026).
Common questions
- What is the difference between FineTuningLLMs and SPIN?
- FineTuningLLMs: Official repository for 'A Hands-On Guide to Fine-Tuning LLMs with PyTorch and Hugging Face'. SPIN: Official implementation of Self-Play Fine-Tuning. See the comparison table for live GitHub stats and shared categories.
- When should I choose FineTuningLLMs over SPIN?
- Choose FineTuningLLMs over SPIN when FineTuningLLMs is primarily Jupyter Notebook; SPIN is Python; License: FineTuningLLMs is MIT, SPIN is Apache-2.0; Tags unique to FineTuningLLMs: bitsandbytes, finetuning, hugging-face, llamacpp; You need hands-on, step-by-step instructions using PyTorch and the Hugging Face ecosystem.
- When should I choose SPIN over FineTuningLLMs?
- Choose SPIN over FineTuningLLMs when SPIN is primarily Python; FineTuningLLMs is Jupyter Notebook; License: SPIN is Apache-2.0, FineTuningLLMs is MIT; Tags unique to SPIN: deep-learning, self-play; When implementing self-play algorithms aimed at enhancing performance of large language models within constrained domains.
- When should I avoid FineTuningLLMs?
- Not interested in PyTorch; prefer TensorFlow or another framework Seek theoretical background over practical applications
- When should I avoid SPIN?
- If your project strictly adheres to frameworks that do not incorporate self-play techniques for training or fine-tuning models. When prioritizing a model training framework that relies on supervised learning rather than the self-play methodology SPIN is based upon.
- Is FineTuningLLMs or SPIN more popular on GitHub?
- SPIN has more GitHub stars (1,254 vs 851). Stars measure visibility, not whether either tool fits your constraints.
- Are FineTuningLLMs and SPIN open source?
- Yes - both are open-source projects on GitHub (FineTuningLLMs: MIT, SPIN: Apache-2.0).
- Where can I find alternatives to FineTuningLLMs or SPIN?
- GraphCanon lists graph-backed alternatives at FineTuningLLMs alternatives and SPIN alternatives (FineTuningLLMs markdown twin, SPIN 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, FineTuningLLMs or SPIN?
- FineTuningLLMs: Slowing. SPIN: 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 FineTuningLLMs and SPIN?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FineTuningLLMs trust report; SPIN trust report.