mlaug2 Intel Core i7-10700K testing with a ASUS ROG STRIX Z490-F GAMING (0403 BIOS) and NVIDIA GeForce RTX 3060 Ti 8GB on Ubuntu 20.04 via the Phoronix Test Suite. NVIDIA GeForce RTX 3060 Ti: Processor: Intel Core i7-10700K @ 5.10GHz (8 Cores / 16 Threads), Motherboard: ASUS ROG STRIX Z490-F GAMING (0403 BIOS), Chipset: Intel Comet Lake PCH, Memory: 32GB, Disk: 1024GB Viper M.2 VPN100 + Sabrent Rocket 4.0 500GB, Graphics: NVIDIA GeForce RTX 3060 Ti 8GB, Audio: Realtek ALC1220, Monitor: S24H85x, Network: Intel Device 15f3 + Intel Wi-Fi 6 AX200 OS: Ubuntu 20.04, Kernel: 5.8.0-63-generic (x86_64), Desktop: GNOME Shell 3.36.7, Display Server: X Server 1.20.9, Display Driver: NVIDIA 470.57.02, OpenGL: 4.6.0, OpenCL: OpenCL 3.0 CUDA 11.4.94, Vulkan: 1.2.175, Compiler: GCC 9.3.0 + CUDA 11.2, File-System: ext4, Screen Resolution: 5120x1440 Numpy Benchmark Score > Higher Is Better NVIDIA GeForce RTX 3060 Ti . 426.51 |========================================== DeepSpeech 0.6 Acceleration: CPU Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 69.05 |=========================================== TensorFlow Lite 2020-08-23 Model: SqueezeNet Microseconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 193953 |========================================== TensorFlow Lite 2020-08-23 Model: Inception V4 Microseconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 2781937 |========================================= TensorFlow Lite 2020-08-23 Model: NASNet Mobile Microseconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 159375 |========================================== TensorFlow Lite 2020-08-23 Model: Mobilenet Float Microseconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 129642 |========================================== TensorFlow Lite 2020-08-23 Model: Mobilenet Quant Microseconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 131842 |========================================== TensorFlow Lite 2020-08-23 Model: Inception ResNet V2 Microseconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 2517227 |========================================= PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU FPS > Higher Is Better NVIDIA GeForce RTX 3060 Ti . 16.35 |=========================================== PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU FPS > Higher Is Better NVIDIA GeForce RTX 3060 Ti . 6.55 |============================================ ECP-CANDLE 0.4 Benchmark: P1B2 Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 357.87 |========================================== ECP-CANDLE 0.4 Benchmark: P3B1 Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 343.08 |========================================== Numenta Anomaly Benchmark 1.1 Detector: EXPoSE Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 331.98 |========================================== Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 19.81 |=========================================== Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 9.414 |=========================================== Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 128.75 |========================================== Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 40.91 |=========================================== Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 32.26 |=========================================== Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 123.67 |========================================== Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 21.62 |=========================================== Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 2.00 |============================================ Scikit-Learn 0.22.1 Seconds < Lower Is Better NVIDIA GeForce RTX 3060 Ti . 7.415 |===========================================