Comparison
FastEdit vs LlamaFactory
Verdict
Pick FastEdit when tags unique to FastEdit: llms, llama, falcon, chatgpt; pick LlamaFactory when tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai.
Markdown twin · FastEdit alternatives · LlamaFactory alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | FastEdit | LlamaFactory |
|---|---|---|
| Maintenance | Dormant (1063d since push) As of today · github_public_v1 | Very active (0d 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) | 73 low (73 low) As of today · osv@v1 | No lockfile As of today · none |
Tagline
- FastEdit
- 🩹Editing large language models within 10 seconds⚡
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
Stars
- FastEdit
- 1.4k
- LlamaFactory
- 73k
Forks
- FastEdit
- 103
- LlamaFactory
- 8.9k
Open issues
- FastEdit
- 21
- LlamaFactory
- 1.1k
Language
- FastEdit
- Python
- LlamaFactory
- Python
Adopt for
- FastEdit
- -
- 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.
Persona
- FastEdit
- -
- LlamaFactory
- -
Runtime
- FastEdit
- -
- LlamaFactory
- -
License
- FastEdit
- Apache-2.0
- LlamaFactory
- Apache-2.0
Last pushed
- FastEdit
- Aug 13, 2023
- LlamaFactory
- Jul 10, 2026
Categories
- FastEdit
- Model Training, LLM Frameworks
- LlamaFactory
- LLM Frameworks, Model Training
Trust and health
Maintenance
- FastEdit
- Dormant (18%)
- LlamaFactory
- Very active (96%)
Days since push
- FastEdit
- 1063d
- LlamaFactory
- 0d
Open issues (now)
- FastEdit
- 21
- LlamaFactory
- 1.1k
Security scan
- FastEdit
- 73 low (73 low)
- LlamaFactory
- No lockfile
Full report
- FastEdit
- Trust report
- LlamaFactory
- Trust report
Choose FastEdit if…
- Tags unique to FastEdit: llms, llama, falcon, chatgpt.
- Leaner open-issue backlog (21).
When NOT to use FastEdit
- Last GitHub push was 1064 days ago (dormant maintenance, Aug 13, 2023). Validate activity before betting a new project on FastEdit.
- 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.
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 1.4k) - 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
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (hiyouga/FastEdit) · observed Jul 11, 2026
- GitHub forks (hiyouga/FastEdit) · observed Jul 11, 2026
- Last push (hiyouga/FastEdit) · observed Aug 13, 2023
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- 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 on cards: FastEdit 1.4k · LlamaFactory 73k (synced Jul 11, 2026).
Common questions
- What is the difference between FastEdit and LlamaFactory?
- FastEdit: 🩹Editing large language models within 10 seconds⚡. LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. See the comparison table for live GitHub stats and shared categories.
- When should I choose FastEdit over LlamaFactory?
- Choose FastEdit over LlamaFactory when Tags unique to FastEdit: llms, llama, falcon, chatgpt; Leaner open-issue backlog (21).
- When should I choose LlamaFactory over FastEdit?
- Choose LlamaFactory over FastEdit 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 1.4k) - visibility, not fit.
- When should I avoid FastEdit?
- Last GitHub push was 1064 days ago (dormant maintenance, Aug 13, 2023). Validate activity before betting a new project on FastEdit. 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.
- 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
- Is FastEdit or LlamaFactory more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 1,367). Stars measure visibility, not whether either tool fits your constraints.
- Are FastEdit and LlamaFactory open source?
- Yes - both are open-source projects on GitHub (FastEdit: Apache-2.0, LlamaFactory: Apache-2.0).
- Where can I find alternatives to FastEdit or LlamaFactory?
- GraphCanon lists graph-backed alternatives at FastEdit alternatives and LlamaFactory alternatives (FastEdit markdown twin, LlamaFactory 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, FastEdit or LlamaFactory?
- FastEdit: Dormant. LlamaFactory: 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 FastEdit and LlamaFactory?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FastEdit trust report; LlamaFactory trust report.