machine-learning-1 AMD Ryzen 7 3700X 8-Core testing with a ASUS ROG STRIX X570-E GAMING (3001 BIOS) and Sapphire AMD Radeon RX 6600 XT 8GB on Ubuntu 20.04 via the Phoronix Test Suite. Sapphire AMD Radeon RX 6600 XT: Processor: AMD Ryzen 7 3700X 8-Core @ 3.60GHz (8 Cores / 16 Threads), Motherboard: ASUS ROG STRIX X570-E GAMING (3001 BIOS), Chipset: AMD Starship/Matisse, Memory: 32GB, Disk: 256GB HS-SSD-E1000 256G + 3 x 4001GB Western Digital WD40EFRX-68N + 4001GB Western Digital WD40EFZX-68A, Graphics: Sapphire AMD Radeon RX 6600 XT 8GB (2900/1000MHz), Audio: AMD Device ab28, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 20.04, Kernel: 5.4.0-104-generic (x86_64), Desktop: GNOME Shell 3.36.9, Display Server: X Server 1.20.13, OpenGL: 4.6 Mesa 22.0.0-devel (LLVM 13.0.1 DRM 3.44), OpenCL: OpenCL 2.2 AMD-APP (3406.0), Vulkan: 1.2.197, Compiler: GCC 9.4.0 + Clang 10.0.0-4ubuntu1, File-System: xfs, Screen Resolution: 1920x1080 SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: S3D GFLOPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 63.37 |======================================= SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Triad GB/s > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 11.55 |======================================= SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: FFT SP GFLOPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 644.06 |====================================== SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: MD5 Hash GHash/s > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 13.32 |======================================= SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Reduction GB/s > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 226.95 |====================================== SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: GEMM SGEMM_N GFLOPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 458.63 |====================================== SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Max SP Flops GFLOPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 1367870 |===================================== SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Bus Speed Download GB/s > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 14.15 |======================================= SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Bus Speed Readback GB/s > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 14.09 |======================================= SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Texture Read Bandwidth GB/s > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 555.29 |====================================== LeelaChessZero 0.28 Backend: BLAS Nodes Per Second > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 755 |========================================= oneDNN 2.1.2 Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 5.81323 |===================================== oneDNN 2.1.2 Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 10.96 |======================================= oneDNN 2.1.2 Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2.79836 |===================================== oneDNN 2.1.2 Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2.68005 |===================================== oneDNN 2.1.2 Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.1.2 Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.1.2 Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 24.40 |======================================= oneDNN 2.1.2 Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 9.89324 |===================================== oneDNN 2.1.2 Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 6.96396 |===================================== oneDNN 2.1.2 Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 23.12 |======================================= oneDNN 2.1.2 Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 3.83276 |===================================== oneDNN 2.1.2 Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 5.00423 |===================================== oneDNN 2.1.2 Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 4372.26 |===================================== oneDNN 2.1.2 Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2952.77 |===================================== oneDNN 2.1.2 Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 4347.90 |===================================== oneDNN 2.1.2 Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.1.2 Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.1.2 Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 2.1.2 Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2965.30 |===================================== oneDNN 2.1.2 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 5.26409 |===================================== oneDNN 2.1.2 Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 4409.83 |===================================== oneDNN 2.1.2 Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2968.64 |===================================== oneDNN 2.1.2 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 3.43890 |===================================== oneDNN 2.1.2 Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better Numpy Benchmark Score > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 399.27 |====================================== DeepSpeech 0.6 Acceleration: CPU Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 63.62 |======================================= R Benchmark Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 0.1552 |====================================== RNNoise 2020-06-28 Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 18.67 |======================================= TensorFlow Lite 2020-08-23 Model: SqueezeNet Microseconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 195961 |====================================== TensorFlow Lite 2020-08-23 Model: Inception V4 Microseconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2848230 |===================================== TensorFlow Lite 2020-08-23 Model: NASNet Mobile Microseconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 184144 |====================================== TensorFlow Lite 2020-08-23 Model: Mobilenet Float Microseconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 132751 |====================================== TensorFlow Lite 2020-08-23 Model: Mobilenet Quant Microseconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 137838 |====================================== TensorFlow Lite 2020-08-23 Model: Inception ResNet V2 Microseconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2585110 |===================================== Tensorflow Build: Cifar10 Seconds < Lower Is Better Caffe 2020-02-13 Model: AlexNet - Acceleration: CPU - Iterations: 100 Milli-Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 51271 |======================================= Caffe 2020-02-13 Model: AlexNet - Acceleration: CPU - Iterations: 200 Milli-Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 101263 |====================================== Caffe 2020-02-13 Model: AlexNet - Acceleration: CPU - Iterations: 1000 Milli-Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 522588 |====================================== Caffe 2020-02-13 Model: GoogleNet - Acceleration: CPU - Iterations: 100 Milli-Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 129917 |====================================== Caffe 2020-02-13 Model: GoogleNet - Acceleration: CPU - Iterations: 200 Milli-Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 255985 |====================================== Caffe 2020-02-13 Model: GoogleNet - Acceleration: CPU - Iterations: 1000 Milli-Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 1283400 |===================================== Mobile Neural Network 1.2 Model: mobilenetV3 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2.944 |======================================= Mobile Neural Network 1.2 Model: squeezenetv1.1 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 4.690 |======================================= Mobile Neural Network 1.2 Model: resnet-v2-50 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 28.46 |======================================= Mobile Neural Network 1.2 Model: SqueezeNetV1.0 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 7.641 |======================================= Mobile Neural Network 1.2 Model: MobileNetV2_224 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 4.539 |======================================= Mobile Neural Network 1.2 Model: mobilenet-v1-1.0 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 3.545 |======================================= Mobile Neural Network 1.2 Model: inception-v3 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 38.56 |======================================= NCNN 20210720 Target: CPU - Model: mobilenet ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 20.07 |======================================= NCNN 20210720 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 6.02 |======================================== NCNN 20210720 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 5.25 |======================================== NCNN 20210720 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 5.04 |======================================== NCNN 20210720 Target: CPU - Model: mnasnet ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 5.24 |======================================== NCNN 20210720 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 10.03 |======================================= NCNN 20210720 Target: CPU - Model: blazeface ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2.09 |======================================== NCNN 20210720 Target: CPU - Model: googlenet ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 17.61 |======================================= NCNN 20210720 Target: CPU - Model: vgg16 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 71.56 |======================================= NCNN 20210720 Target: CPU - Model: resnet18 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 19.21 |======================================= NCNN 20210720 Target: CPU - Model: alexnet ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 15.56 |======================================= NCNN 20210720 Target: CPU - Model: resnet50 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 34.07 |======================================= NCNN 20210720 Target: CPU - Model: yolov4-tiny ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 31.27 |======================================= NCNN 20210720 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 24.74 |======================================= NCNN 20210720 Target: CPU - Model: regnety_400m ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 12.02 |======================================= NCNN 20210720 Target: Vulkan GPU ms < Lower Is Better TNN 0.3 Target: CPU - Model: DenseNet ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2930.58 |===================================== TNN 0.3 Target: CPU - Model: MobileNet v2 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 265.87 |====================================== TNN 0.3 Target: CPU - Model: SqueezeNet v2 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 65.85 |======================================= TNN 0.3 Target: CPU - Model: SqueezeNet v1.1 ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 240.43 |====================================== PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 14.50 |======================================= PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 6.34 |======================================== OpenVINO 2021.1 Model: Face Detection 0106 FP16 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 1.98 |======================================== OpenVINO 2021.1 Model: Face Detection 0106 FP16 - Device: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2025.22 |===================================== OpenVINO 2021.1 Model: Face Detection 0106 FP32 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 2.00 |======================================== OpenVINO 2021.1 Model: Face Detection 0106 FP32 - Device: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 1983.98 |===================================== OpenVINO 2021.1 Model: Person Detection 0106 FP16 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 1.49 |======================================== OpenVINO 2021.1 Model: Person Detection 0106 FP16 - Device: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2656.17 |===================================== OpenVINO 2021.1 Model: Person Detection 0106 FP32 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 1.48 |======================================== OpenVINO 2021.1 Model: Person Detection 0106 FP32 - Device: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2658.87 |===================================== OpenVINO 2021.1 Model: Face Detection 0106 FP16 - Device: Intel GPU FPS > Higher Is Better OpenVINO 2021.1 Model: Face Detection 0106 FP32 - Device: Intel GPU FPS > Higher Is Better OpenVINO 2021.1 Model: Person Detection 0106 FP16 - Device: Intel GPU FPS > Higher Is Better OpenVINO 2021.1 Model: Person Detection 0106 FP32 - Device: Intel GPU FPS > Higher Is Better OpenVINO 2021.1 Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 6345.96 |===================================== OpenVINO 2021.1 Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 0.6 |========================================= OpenVINO 2021.1 Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU FPS > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 6366.83 |===================================== OpenVINO 2021.1 Model: Age Gender Recognition Retail 0013 FP32 - Device: CPU ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 0.60 |======================================== OpenVINO 2021.1 Model: Age Gender Recognition Retail 0013 FP16 - Device: Intel GPU FPS > Higher Is Better OpenVINO 2021.1 Model: Age Gender Recognition Retail 0013 FP32 - Device: Intel GPU FPS > Higher Is Better ECP-CANDLE 0.4 Benchmark: P1B2 Seconds < Lower Is Better ECP-CANDLE 0.4 Benchmark: P3B1 Seconds < Lower Is Better ECP-CANDLE 0.4 Benchmark: P3B2 Seconds < Lower Is Better Numenta Anomaly Benchmark 1.1 Detector: EXPoSE Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 677.48 |====================================== Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 20.67 |======================================= Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 10.93 |======================================= Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 118.93 |====================================== Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 34.44 |======================================= ONNX Runtime 1.10 Model: yolov4 - Device: CPU Inferences Per Minute > Higher Is Better ONNX Runtime 1.10 Model: fcn-resnet101-11 - Device: CPU Inferences Per Minute > Higher Is Better ONNX Runtime 1.10 Model: shufflenet-v2-10 - Device: CPU Inferences Per Minute > Higher Is Better ONNX Runtime 1.10 Model: super-resolution-10 - Device: CPU Inferences Per Minute > Higher Is Better AI Benchmark Alpha 0.1.2 Device Inference Score Score > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 1040 |======================================== AI Benchmark Alpha 0.1.2 Device Training Score Score > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 912 |========================================= AI Benchmark Alpha 0.1.2 Device AI Score Score > Higher Is Better Sapphire AMD Radeon RX 6600 XT . 1952 |======================================== Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 55.38 |======================================= Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 73.21 |======================================= Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 20.17 |======================================= Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 2.27 |======================================== Scikit-Learn 0.22.1 Seconds < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 8.906 |======================================= OpenCV 4.5.4 Test: DNN - Deep Neural Network ms < Lower Is Better Sapphire AMD Radeon RX 6600 XT . 35232 |=======================================