Comparison
LlamaFactory vs vec2text
Verdict
Pick LlamaFactory when license: LlamaFactory is Apache-2.0, vec2text is Other; pick vec2text when license: vec2text is Other, LlamaFactory is Apache-2.0.
Markdown twin · LlamaFactory alternatives · vec2text alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | LlamaFactory | vec2text |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Slowing (196d 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 | No criticals As of today · osv@v1 |
Tagline
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
- vec2text
- utilities for decoding deep representations (like sentence embeddings) back to text
Stars
- LlamaFactory
- 73k
- vec2text
- 1.1k
Forks
- LlamaFactory
- 8.9k
- vec2text
- 117
Open issues
- LlamaFactory
- 1.1k
- vec2text
- 27
Language
- LlamaFactory
- Python
- vec2text
- 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.
- vec2text
- -
Persona
- LlamaFactory
- -
- vec2text
- -
Runtime
- LlamaFactory
- -
- vec2text
- -
License
- LlamaFactory
- Apache-2.0
- vec2text
- Other
Last pushed
- LlamaFactory
- Jul 10, 2026
- vec2text
- Dec 27, 2025
Categories
- LlamaFactory
- LLM Frameworks, Model Training
- vec2text
- LLM Frameworks, Model Training, Vector Databases
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- vec2text
- Slowing (36%)
Days since push
- LlamaFactory
- 0d
- vec2text
- 196d
Open issues (now)
- LlamaFactory
- 1.1k
- vec2text
- 27
Owner type
- LlamaFactory
- User
- vec2text
- Organization
Security scan
- LlamaFactory
- No lockfile
- vec2text
- No criticals
Full report
- LlamaFactory
- Trust report
- vec2text
- Trust report
Choose LlamaFactory if…
- License: LlamaFactory is Apache-2.0, vec2text is Other.
- Tags unique to LlamaFactory: agent, ai, deepseek, fine-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 vec2text if…
- License: vec2text is Other, LlamaFactory is Apache-2.0.
- Tags unique to vec2text: python.
- Also covers Vector Databases.
When NOT to use vec2text
- Last GitHub push was 196 days ago (slowing maintenance, Dec 27, 2025). Validate activity before betting a new project on vec2text.
- 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.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
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 (vec2text/vec2text) · observed Jul 11, 2026
- GitHub forks (vec2text/vec2text) · observed Jul 11, 2026
- Last push (vec2text/vec2text) · observed Dec 27, 2025
- License file (Other) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · vec2text 1.1k (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and vec2text?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. vec2text: utilities for decoding deep representations (like sentence embeddings) back to text. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over vec2text?
- Choose LlamaFactory over vec2text when License: LlamaFactory is Apache-2.0, vec2text is Other; Tags unique to LlamaFactory: agent, ai, deepseek, fine-tuning; When you need to fine-tune over 100 different LLMs or VLMs with efficient methods like LoRA or QLoRA.
- When should I choose vec2text over LlamaFactory?
- Choose vec2text over LlamaFactory when License: vec2text is Other, LlamaFactory is Apache-2.0; Tags unique to vec2text: python; Also covers Vector Databases.
- 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 vec2text?
- Last GitHub push was 196 days ago (slowing maintenance, Dec 27, 2025). Validate activity before betting a new project on vec2text. 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. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- Is LlamaFactory or vec2text more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 1,127). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and vec2text open source?
- Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, vec2text: Other).
- Where can I find alternatives to LlamaFactory or vec2text?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and vec2text alternatives (LlamaFactory markdown twin, vec2text 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 vec2text?
- LlamaFactory: Very active. vec2text: Slowing. 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 vec2text?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; vec2text trust report.