Comparison
LlamaFactory vs piperider
Verdict
Pick LlamaFactory when tags unique to LlamaFactory: gemma, fine-tuning, deepseek, ai; pick piperider when tags unique to piperider: data-exploration, data pipeline, continuous-integration, data-profiling.
Markdown twin · LlamaFactory alternatives · piperider alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | LlamaFactory | piperider |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (554d 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
- piperider
- Code review for data in dbt
Stars
- LlamaFactory
- 73k
- piperider
- 495
Forks
- LlamaFactory
- 8.9k
- piperider
- 23
Open issues
- LlamaFactory
- 1.1k
- piperider
- 20
Language
- LlamaFactory
- Python
- piperider
- 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.
- piperider
- -
Persona
- LlamaFactory
- -
- piperider
- -
Runtime
- LlamaFactory
- -
- piperider
- -
License
- LlamaFactory
- Apache-2.0
- piperider
- Apache-2.0
Last pushed
- LlamaFactory
- Jul 10, 2026
- piperider
- Jan 3, 2025
Categories
- LlamaFactory
- Model Training, LLM Frameworks
- piperider
- LLM Frameworks, Data & Retrieval, Model Training
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- piperider
- Dormant (18%)
Days since push
- LlamaFactory
- 0d
- piperider
- 554d
Open issues (now)
- LlamaFactory
- 1.1k
- piperider
- 20
Owner type
- LlamaFactory
- User
- piperider
- Organization
Security scan
- LlamaFactory
- No lockfile
- piperider
- No criticals
Full report
- LlamaFactory
- Trust report
- piperider
- 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 495) - 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 piperider if…
- Tags unique to piperider: data-exploration, data pipeline, continuous-integration, data-profiling.
- Also covers Data & Retrieval.
- piperider ships Docker support for self-hosted deployment.
When NOT to use piperider
- Last GitHub push was 555 days ago (dormant maintenance, Jan 3, 2025). Validate activity before betting a new project on piperider.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- 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 (InfuseAI/piperider) · observed Jul 11, 2026
- GitHub forks (InfuseAI/piperider) · observed Jul 11, 2026
- Last push (InfuseAI/piperider) · observed Jan 3, 2025
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · piperider 495 (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and piperider?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. piperider: Code review for data in dbt. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over piperider?
- Choose LlamaFactory over piperider 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 495) - visibility, not fit.
- When should I choose piperider over LlamaFactory?
- Choose piperider over LlamaFactory when Tags unique to piperider: data-exploration, data pipeline, continuous-integration, data-profiling; Also covers Data & Retrieval; piperider ships Docker support for self-hosted deployment.
- 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 piperider?
- Last GitHub push was 555 days ago (dormant maintenance, Jan 3, 2025). Validate activity before betting a new project on piperider. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is LlamaFactory or piperider more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 495). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and piperider open source?
- Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, piperider: Apache-2.0).
- Where can I find alternatives to LlamaFactory or piperider?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and piperider alternatives (LlamaFactory markdown twin, piperider 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 piperider?
- LlamaFactory: Very active. piperider: 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 LlamaFactory and piperider?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; piperider trust report.