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LLaMA-Factory vs CoreWeave
Side-by-side comparison of features, pricing, and ratings
Unified efficient fine-tuning of 100+ LLMs & VLMs with zero-code CLI and Web UI.
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Pricing
Free
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Plans
$0
$42.00/hr on-demand, $10.50/hr inference single GPU
$35.84/hr spot
$68.80/hr on-demand
Contact for pricing (up to 47% TCO savings)
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Contact for pricing
Popularity
4.4k views
6.9k views
Skill Level
Intermediate
Advanced
API Available
Platforms
CLIWeb
WebAPICLI
Categories
💻 Code & Development📊 Data & Analytics🔬 Research & Education
💻 Code & Development📊 Data & Analytics🔬 Research & Education
Features
Support for 100+ LLMs and VLMs (LLaMA, LLaVA, Mistral, Qwen3, DeepSeek, etc.)
Zero-code CLI and Web UI for fine-tuning
Integrated methods: pre-training, SFT, reward modeling, PPO, DPO, KTO, ORPO
Scalable resources: 16-bit full-tuning, freeze-tuning, LoRA, QLoRA (AQLM/AWQ/GPTQ)
Advanced algorithms: GaLore, BAdam, APOLLO, DoRA, LoRA+, LoftQ, PiSSA
Practical tricks: FlashAttention-2, Unsloth, Liger Kernel, RoPE scaling, NEFTune
Multi-turn dialogue, tool use, image understanding, video recognition, audio understanding
Experiment monitors: LlamaBoard, TensorBoard, Wandb, MLflow, SwanLab
Faster inference: OpenAI-style API, Gradio UI, CLI with vLLM or SGLang
Supported by Amazon, NVIDIA, Aliyun
Apache-2.0 open-source license
Active community with 71.9k stars on GitHub
Daily updates for cutting-edge model support
NVIDIA GPU compute (Blackwell, Hopper, Ada Lovelace)
Kubernetes-native developer experience
Managed Kubernetes service
AI Object Storage with zero egress fees
Distributed file storage
Dedicated VAST Storage
Local storage options
High-performance networking for cluster scale-out
Managed software services
Cluster health management and monitoring
Observability and security tools (Mission Control)
Tensorizer acceleration
Serverless RL (SUNK)
Fine-tuning and inference services