Benchmarking prompt evaluation times, token generation speeds, and VRAM quantization for local models on Ollama.
A systematic benchmarking suite measuring tokens-per-second, memory fragmentation, and GPU offloading across quantized 4-bit and 8-bit GGUF models running locally on dedicated GPU hardware.
Benchmarking Pipeline with Automated Latency Metrics
Browse source implementation and execute in-browser sandbox simulation.
// Local LLM Inference Optimization — Main Entry Point
export function run() {
console.log("Executing Local LLM Inference Optimization...");
return { ok: true, timestamp: Date.now() };
}