Comparison
LlamaFactory vs optimum-tpu
Verdict
Pick LlamaFactory when tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai; pick optimum-tpu when tags unique to optimum-tpu: python.
Markdown twin · LlamaFactory alternatives · optimum-tpu alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | LlamaFactory | optimum-tpu |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Archived (169d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | 1 critical, 3 medium, 17 low (1 critical, 3 medium, 17 low) As of today · osv@v1 |
Tagline
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
- optimum-tpu
- Google TPU optimizations for transformers models
Stars
- LlamaFactory
- 73k
- optimum-tpu
- 135
Forks
- LlamaFactory
- 8.9k
- optimum-tpu
- 30
Open issues
- LlamaFactory
- 1.1k
- optimum-tpu
- 4
Language
- LlamaFactory
- Python
- optimum-tpu
- Python
Adopt for
- LlamaFactory
- LlamaFactory is a sophisticated tool for fine-tuning numerous large language models and visual language models efficiently using various methods such as LoRA, QLoRA, RLHF, and quantization.
- optimum-tpu
- -
Persona
- LlamaFactory
- -
- optimum-tpu
- -
Runtime
- LlamaFactory
- -
- optimum-tpu
- -
License
- LlamaFactory
- Apache-2.0
- optimum-tpu
- Apache-2.0
Last pushed
- LlamaFactory
- Jul 10, 2026
- optimum-tpu
- Jan 23, 2026
Categories
- LlamaFactory
- LLM Frameworks, Model Training
- optimum-tpu
- LLM Frameworks, Model Training
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- optimum-tpu
- Archived (8%)
Days since push
- LlamaFactory
- 0d
- optimum-tpu
- 169d
Archived on GitHub
- LlamaFactory
- No
- optimum-tpu
- Yes
Open issues (now)
- LlamaFactory
- 1.1k
- optimum-tpu
- 4
Owner type
- LlamaFactory
- User
- optimum-tpu
- Organization
Security scan
- LlamaFactory
- No lockfile
- optimum-tpu
- 1 critical, 3 medium, 17 low (1 critical, 3 medium, 17 low)
Full report
- LlamaFactory
- Trust report
- optimum-tpu
- Trust report
Choose LlamaFactory if…
- Tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai.
- When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- More GitHub stars (73k vs 135) - visibility, not fit.
When NOT to use LlamaFactory
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory.
- If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
Choose optimum-tpu if…
- Tags unique to optimum-tpu: python.
- Leaner open-issue backlog (4).
When NOT to use optimum-tpu
- optimum-tpu is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (hiyouga/LlamaFactory) · observed Jul 11, 2026
- GitHub forks (hiyouga/LlamaFactory) · observed Jul 11, 2026
- Last push (hiyouga/LlamaFactory) · observed Jul 10, 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 (huggingface/optimum-tpu) · observed Jul 11, 2026
- GitHub forks (huggingface/optimum-tpu) · observed Jul 11, 2026
- Last push (huggingface/optimum-tpu) · observed Jan 23, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · optimum-tpu 135 (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and optimum-tpu?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. optimum-tpu: Google TPU optimizations for transformers models. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over optimum-tpu?
- Choose LlamaFactory over optimum-tpu when Tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA; More GitHub stars (73k vs 135) - visibility, not fit.
- When should I choose optimum-tpu over LlamaFactory?
- Choose optimum-tpu over LlamaFactory when Tags unique to optimum-tpu: python; Leaner open-issue backlog (4).
- When should I avoid LlamaFactory?
- When you are looking to fine-tune less popular or niche models that are not supported within the 100+ models covered by LlamaFactory. If your project specifically requires custom fine-tuning methods not available in this repository, such as certain versions of PEFT (Parameter Efficient Fine-Tuning) techniques excluding LoRA and QLoa
- When should I avoid optimum-tpu?
- optimum-tpu is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is LlamaFactory or optimum-tpu more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 135). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and optimum-tpu open source?
- Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, optimum-tpu: Apache-2.0).
- Where can I find alternatives to LlamaFactory or optimum-tpu?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and optimum-tpu alternatives (LlamaFactory markdown twin, optimum-tpu 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, LlamaFactory or optimum-tpu?
- LlamaFactory: Very active. optimum-tpu: Archived. 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 LlamaFactory and optimum-tpu?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; optimum-tpu trust report.