Predibase provides cutting-edge fine-tuning techniques such as quantization, low-rank adaptation, and memory-efficient distributed training, allowing you to customize small models quickly and efficiently with the best possible results. All of this can be accomplished with a few lines of code or through our user-friendly interface. With our special serving infrastructure, which is driven by Turbo LoRA and LoRAX, you can serve multiple optimized adapters at a cost-effective rate on a single private serverless GPU at 2-3 times the speed of competing solutions. For prototyping, we also offer free shared serverless inference up to 1 million tokens per day or 10 million tokens per month. We can use multiple times a time and frequently can be used.