Comparison
LlamaFactory vs DeepCamera
Verdict
Pick LlamaFactory when llamaFactory is primarily Python; DeepCamera is JavaScript; pick DeepCamera when deepCamera is primarily JavaScript; LlamaFactory is Python.
Markdown twin · LlamaFactory alternatives · DeepCamera alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | LlamaFactory | DeepCamera |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Active (23d 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 lockfile As of today · none |
Tagline
- LlamaFactory
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs
- DeepCamera
- Open-Source AI Camera Skills Platform, AI NVR & CCTV Surveillance. Local VLM video analysis with Qwen, DeepSeek, SmolVLM, LLaVA, YOLO26. LLM-powered agentic security camera agent — watches, understand
Stars
- LlamaFactory
- 73k
- DeepCamera
- 2.9k
Forks
- LlamaFactory
- 8.9k
- DeepCamera
- 457
Open issues
- LlamaFactory
- 1.1k
- DeepCamera
- 11
Language
- LlamaFactory
- Python
- DeepCamera
- JavaScript
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.
- DeepCamera
- -
Persona
- LlamaFactory
- -
- DeepCamera
- -
Runtime
- LlamaFactory
- -
- DeepCamera
- -
License
- LlamaFactory
- Apache-2.0
- DeepCamera
- MIT
Last pushed
- LlamaFactory
- Jul 10, 2026
- DeepCamera
- Jun 18, 2026
Categories
- LlamaFactory
- Model Training, LLM Frameworks
- DeepCamera
- Model Training, LLM Frameworks, AI Agents
Trust and health
Maintenance
- LlamaFactory
- Very active (96%)
- DeepCamera
- Active (82%)
Days since push
- LlamaFactory
- 0d
- DeepCamera
- 23d
Open issues (now)
- LlamaFactory
- 1.1k
- DeepCamera
- 11
Owner type
- LlamaFactory
- User
- DeepCamera
- Organization
Full report
- LlamaFactory
- Trust report
- DeepCamera
- Trust report
Choose LlamaFactory if…
- LlamaFactory is primarily Python; DeepCamera is JavaScript.
- License: LlamaFactory is Apache-2.0, DeepCamera is MIT.
- Tags unique to LlamaFactory: gemma, fine-tuning, deepseek, 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 DeepCamera if…
- DeepCamera is primarily JavaScript; LlamaFactory is Python.
- License: DeepCamera is MIT, LlamaFactory is Apache-2.0.
- Tags unique to DeepCamera: camera, deep-learning, cctv, ai-nvr.
- Also covers AI Agents.
When NOT to use DeepCamera
- 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.
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
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 (SharpAI/DeepCamera) · observed Jul 11, 2026
- GitHub forks (SharpAI/DeepCamera) · observed Jul 11, 2026
- Last push (SharpAI/DeepCamera) · observed Jun 18, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: LlamaFactory 73k · DeepCamera 2.9k (synced Jul 11, 2026).
Common questions
- What is the difference between LlamaFactory and DeepCamera?
- LlamaFactory: Unified Efficient Fine-Tuning of 100+ LLMs & VLMs. DeepCamera: Open-Source AI Camera Skills Platform, AI NVR & CCTV Surveillance. Local VLM video analysis with Qwen, DeepSeek, SmolVLM, LLaVA, YOLO26. LLM-powered agentic security camera agent — watches, understand. See the comparison table for live GitHub stats and shared categories.
- When should I choose LlamaFactory over DeepCamera?
- Choose LlamaFactory over DeepCamera when LlamaFactory is primarily Python; DeepCamera is JavaScript; License: LlamaFactory is Apache-2.0, DeepCamera is MIT; Tags unique to LlamaFactory: gemma, fine-tuning, deepseek, 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 DeepCamera over LlamaFactory?
- Choose DeepCamera over LlamaFactory when DeepCamera is primarily JavaScript; LlamaFactory is Python; License: DeepCamera is MIT, LlamaFactory is Apache-2.0; Tags unique to DeepCamera: camera, deep-learning, cctv, ai-nvr; Also covers AI Agents.
- 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 DeepCamera?
- 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. AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Is LlamaFactory or DeepCamera more popular on GitHub?
- LlamaFactory has more GitHub stars (73,157 vs 2,893). Stars measure visibility, not whether either tool fits your constraints.
- Are LlamaFactory and DeepCamera open source?
- Yes - both are open-source projects on GitHub (LlamaFactory: Apache-2.0, DeepCamera: MIT).
- Where can I find alternatives to LlamaFactory or DeepCamera?
- GraphCanon lists graph-backed alternatives at LlamaFactory alternatives and DeepCamera alternatives (LlamaFactory markdown twin, DeepCamera 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 DeepCamera?
- LlamaFactory: Very active. DeepCamera: 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 LlamaFactory and DeepCamera?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: LlamaFactory trust report; DeepCamera trust report.