Microsoft Research (@MSFTResearch) on X

Not every language has the AI infrastructure others do. Paza is an interactive playbook to help you build robust speech models for low-resource languages with benchmarking tools to help you choose the right approach. https://t.co/S2A2AK1CRT

Comprehensive C++ Hashmap Benchmarks 2022

Where I've spent way too much time creating benchmarks of C++ hashmaps

SOL-ExecBench: Speed-of-Light Benchmarking for Real-World GPU Kernels Against Hardware Limits

As agentic AI systems become increasingly capable of generating and optimizing GPU kernels, progress is constrained by benchmarks that reward speedup over software baselines rather than proximity t…

Architecture-Aware LLM Inference Optimization on AMD Instinct GPUs: A Comprehensive Benchmark and Deployment Study

We present a cross-architecture evaluation of production LLM inference on AMD Instinct MI325X GPUs, benchmarking four models spanning 235B to 1 trillion parameters across three architectural famili…

Developing and #Benchmarking #OneHealth Genomic #Surveillance #Tools for #Influenza A Virus in #Wastewater

The Optimization Ladder

Python loses every public benchmark by 21-875x. I took the exact problems people use to dunk on Python and climbed every rung of the optimization ladder -- from CPython version upgrades to Rust. Real numbers, real code, real effort costs.