All Voices vs MLX Benchmarks

All Voices is a crowd sourcing application for low resource languages. All Voices: - Work with others to help gather data for low resource languages - Interact with other users by rating their submissions - Personalize your experience with over 20 supported languages - Have a friendly competition with other users by reaching for the top spot on the global leaderboard Why All Voices: - Be part of a bigger thing - Help collection data for often forgotten about languages - Spark your competitive drive

MLX Benchmark helps you understand how large language models perform on your hardware. Select a model and quantization, set context length and iterations, and run repeatable benchmarks that capture load time, tokenization time, time to first token, throughput, memory usage, and jitter. View detailed metrics grids, visualize comparisons in charts, and manage downloaded model repos directly in the app. Built for developers and AI enthusiasts who want clear, on-device performance insights without leaving their device. Features: - Model selection with quantization details - Configurable prompt, context length, and iterations - Metrics for load, tokenization, first-token latency, throughput, jitter, and memory - Charts to compare runs and devices - Downloaded model management (list, delete, refresh) - Optional Supabase upload for aggregating benchmark results