DevOps & Deployment

Run 12B LLMs at 120 Tokens/Second on Consumer-Grade 12GB GPUs

By combining Google's Quantization-Aware Training models with GGUF quantization and speculative decoding, developers can run highly accurate 12B parameter LLMs at production-level speeds on consumer hardware, drastically reducing latency…