Comparison
LlamaFactory vs SAM-Adapter-PyTorch
Verdict
Pick LlamaFactory when license: LlamaFactory is Apache-2.0, SAM-Adapter-PyTorch is MIT; pick SAM-Adapter-PyTorch when license: SAM-Adapter-PyTorch is MIT, LlamaFactory is Apache-2.0.
Markdown twin · LlamaFactory alternatives · SAM-Adapter-PyTorch alternatives
GraphCanon updated today
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Trust & integrity
| Signal | LlamaFactory | SAM-Adapter-PyTorch |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Steady (55d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | No lockfile As of today · none |
Tagline
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
- SAM-Adapter-PyTorch
- Adapting Meta AI's Segment Anything to Downstream Tasks with Adapters and Prompts
Stars
- LlamaFactory
- 73k
- SAM-Adapter-PyTorch
- 1.5k
Forks
- LlamaFactory
- 8.9k
- SAM-Adapter-PyTorch
- 123
Open issues
- LlamaFactory
- 1.1k
- SAM-Adapter-PyTorch
- 66
Language
- LlamaFactory
- Python
- SAM-Adapter-PyTorch
- 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.
- SAM-Adapter-PyTorch
- -
Persona
- LlamaFactory
- -
- SAM-Adapter-PyTorch
- -
Runtime
- LlamaFactory
- -
- SAM-Adapter-PyTorch
- -
License
- LlamaFactory
- Apache-2.0
- SAM-Adapter-PyTorch
- MIT
Last pushed
- LlamaFactory
- Jul 10, 2026
- SAM-Adapter-PyTorch
- May 17, 2026
Categories
- LlamaFactory
- LLM Frameworks, Model Training
- SAM-Adapter-PyTorch
- Model Training, LLM Frameworks, Computer Vision
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- SAM-Adapter-PyTorch
- Steady (60%)
Days since push
- LlamaFactory
- 0d
- SAM-Adapter-PyTorch
- 55d
Open issues (now)
- LlamaFactory
- 1.1k
- SAM-Adapter-PyTorch
- 66
Full report
- LlamaFactory
- Trust report
- SAM-Adapter-PyTorch
- Trust report
Choose LlamaFactory if…
- License: LlamaFactory is Apache-2.0, SAM-Adapter-PyTorch is MIT.
- Tags unique to LlamaFactory: gemma, deepseek, ai, instruction-tuning.
- When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
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 SAM-Adapter-PyTorch if…
- License: SAM-Adapter-PyTorch is MIT, LlamaFactory is Apache-2.0.
- Tags unique to SAM-Adapter-PyTorch: camouflaged-target-detection, camouflaged-object-detection, image-segmentation, fine-tune.
- Also covers Computer Vision.
When NOT to use SAM-Adapter-PyTorch
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
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 (tianrun-chen/SAM-Adapter-PyTorch) · observed Jul 11, 2026
- GitHub forks (tianrun-chen/SAM-Adapter-PyTorch) · observed Jul 11, 2026
- Last push (tianrun-chen/SAM-Adapter-PyTorch) · observed May 17, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · SAM-Adapter-PyTorch 1.5k (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and SAM-Adapter-PyTorch?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. SAM-Adapter-PyTorch: Adapting Meta AI's Segment Anything to Downstream Tasks with Adapters and Prompts. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over SAM-Adapter-PyTorch?
- Choose LlamaFactory over SAM-Adapter-PyTorch when License: LlamaFactory is Apache-2.0, SAM-Adapter-PyTorch is MIT; Tags unique to LlamaFactory: gemma, deepseek, ai, instruction-tuning; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- When should I choose SAM-Adapter-PyTorch over LlamaFactory?
- Choose SAM-Adapter-PyTorch over LlamaFactory when License: SAM-Adapter-PyTorch is MIT, LlamaFactory is Apache-2.0; Tags unique to SAM-Adapter-PyTorch: camouflaged-target-detection, camouflaged-object-detection, image-segmentation, fine-tune; Also covers Computer Vision.
- 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 SAM-Adapter-PyTorch?
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Is LlamaFactory or SAM-Adapter-PyTorch more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 1,543). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and SAM-Adapter-PyTorch open source?
- Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, SAM-Adapter-PyTorch: MIT).
- Where can I find alternatives to LlamaFactory or SAM-Adapter-PyTorch?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and SAM-Adapter-PyTorch alternatives (LlamaFactory markdown twin, SAM-Adapter-PyTorch 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 SAM-Adapter-PyTorch?
- LlamaFactory: Very active. SAM-Adapter-PyTorch: Steady. 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 SAM-Adapter-PyTorch?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; SAM-Adapter-PyTorch trust report.