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Hosted Service Fine-tuning & TrainingInference & Serving

Predibase

1Cloud 2platform 3for 4training 5LoRA 6adapters

the six Ws · specification

W1 Who

Predibase, recently acquired by Rubrik, operates a commercial LoRA fine-tuning and serving platform.

W2 What

A hosted developer platform for fine-tuning and serving open-source LLMs efficiently using LoRA adapters.

W3 Where

Cloud-hosted SaaS at predibase.com, running on managed GPU infrastructure.

W4 When

LoRA Exchange and LoRA Land launched in 2024, platform actively operated through 2026.

W5 Why

Lets engineering teams serve hundreds of fine-tuned model adapters from a single GPU at low cost.

W6 With

Built on the open-source LoRAX serving engine and supports open models like Mistral and Llama.

W7 Watch

Commercial cloud service, the LoRAX serving engine is open-source, but fine-tuning and serving of customer data happens on Predibase's managed cloud infrastructure.

loraservingcloud-platformloraxgpu-efficiency

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