HDR3-A44000-1 AMD A4-5300 APU testing with a ASRock FM2A88M-HD+ R3.0 (P1.50 BIOS) and AMD Radeon HD 7480D 256MB on Ubuntu 20.04 via the Phoronix Test Suite. AMD Radeon HD 7480D - AMD A4-5300 APU: Processor: AMD A4-5300 APU @ 3.40GHz (1 Core / 2 Threads), Motherboard: ASRock FM2A88M-HD+ R3.0 (P1.50 BIOS), Chipset: AMD 15h, Memory: 4096MB, Disk: 1000GB Western Digital WDS100T2B0A, Graphics: AMD Radeon HD 7480D 256MB, Audio: AMD Trinity HDMI Audio, Monitor: G185BGEL01, Network: Realtek RTL8111/8168/8411 OS: Ubuntu 20.04, Kernel: 5.15.0-89-generic (x86_64), Desktop: GNOME Shell 3.36.9, Display Server: X Server 1.20.13, OpenGL: 4.3 Mesa 21.2.6 (LLVM 12.0.0), Vulkan: 1.1.182, Compiler: GCC 9.4.0, File-System: ext4, Screen Resolution: 1368x768 AI Benchmark Alpha 0.1.2 Score > Higher Is Better Caffe 2020-02-13 Model: AlexNet - Acceleration: CPU - Iterations: 100 Milli-Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 154278 |=============================== Caffe 2020-02-13 Model: AlexNet - Acceleration: CPU - Iterations: 200 Milli-Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 304966 |=============================== Caffe 2020-02-13 Model: AlexNet - Acceleration: CPU - Iterations: 1000 Milli-Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1530047 |============================== Caffe 2020-02-13 Model: GoogleNet - Acceleration: CPU - Iterations: 100 Milli-Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 342036 |=============================== Caffe 2020-02-13 Model: GoogleNet - Acceleration: CPU - Iterations: 200 Milli-Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 684725 |=============================== Caffe 2020-02-13 Model: GoogleNet - Acceleration: CPU - Iterations: 1000 Milli-Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 3437023 |============================== DeepSpeech 0.6 Acceleration: CPU Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 345.30 |=============================== 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 LeelaChessZero 0.30 Backend: BLAS Nodes Per Second > Higher Is Better Mlpack Benchmark Benchmark: scikit_ica Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 276.28 |=============================== Mlpack Benchmark Benchmark: scikit_qda Seconds < Lower Is Better Mlpack Benchmark Benchmark: scikit_svm Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 44.21 |================================ Mlpack Benchmark Benchmark: scikit_linearridgeregression Seconds < Lower Is Better Mobile Neural Network 2.1 Model: nasnet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 106.49 |=============================== Mobile Neural Network 2.1 Model: mobilenetV3 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 12.28 |================================ Mobile Neural Network 2.1 Model: squeezenetv1.1 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 48.43 |================================ Mobile Neural Network 2.1 Model: resnet-v2-50 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 405.11 |=============================== Mobile Neural Network 2.1 Model: SqueezeNetV1.0 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 85.04 |================================ Mobile Neural Network 2.1 Model: MobileNetV2_224 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 50.32 |================================ Mobile Neural Network 2.1 Model: mobilenet-v1-1.0 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 85.67 |================================ Mobile Neural Network 2.1 Model: inception-v3 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 595.93 |=============================== NCNN 20230517 Target: CPU - Model: mobilenet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 125.12 |=============================== NCNN 20230517 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 37.53 |================================ NCNN 20230517 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 29.60 |================================ NCNN 20230517 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 19.21 |================================ NCNN 20230517 Target: CPU - Model: mnasnet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 34.29 |================================ NCNN 20230517 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 53.94 |================================ NCNN 20230517 Target: CPU - Model: blazeface ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 6.87 |================================= NCNN 20230517 Target: CPU - Model: googlenet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 96.46 |================================ NCNN 20230517 Target: CPU - Model: vgg16 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 468.16 |=============================== NCNN 20230517 Target: CPU - Model: resnet18 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 83.34 |================================ NCNN 20230517 Target: CPU - Model: alexnet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 57.54 |================================ NCNN 20230517 Target: CPU - Model: resnet50 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 211.79 |=============================== NCNN 20230517 Target: CPU - Model: yolov4-tiny ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 169.61 |=============================== NCNN 20230517 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 75.22 |================================ NCNN 20230517 Target: CPU - Model: regnety_400m ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 55.38 |================================ NCNN 20230517 Target: CPU - Model: vision_transformer ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2052.66 |============================== NCNN 20230517 Target: CPU - Model: FastestDet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 24.54 |================================ NCNN 20230517 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 125.24 |=============================== NCNN 20230517 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 37.77 |================================ NCNN 20230517 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 29.62 |================================ NCNN 20230517 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 19.26 |================================ NCNN 20230517 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 34.17 |================================ NCNN 20230517 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 54.05 |================================ NCNN 20230517 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 6.82 |================================= NCNN 20230517 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 96.63 |================================ NCNN 20230517 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 468.63 |=============================== NCNN 20230517 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 83.48 |================================ NCNN 20230517 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 57.30 |================================ NCNN 20230517 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 212.52 |=============================== NCNN 20230517 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 167.50 |=============================== NCNN 20230517 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 75.02 |================================ NCNN 20230517 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 55.40 |================================ NCNN 20230517 Target: Vulkan GPU - Model: vision_transformer ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2051.92 |============================== NCNN 20230517 Target: Vulkan GPU - Model: FastestDet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 24.57 |================================ Neural Magic DeepSparse 1.6 Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: ResNet-50, Baseline - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: ResNet-50, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: BERT-Large, NLP Question Answering - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better Neural Magic DeepSparse 1.6 Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better Numenta Anomaly Benchmark 1.1 Detector: KNN CAD Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2414.15 |============================== Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 237.66 |=============================== Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 120.48 |=============================== Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1471.11 |============================== Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 487.74 |=============================== Numenta Anomaly Benchmark 1.1 Detector: Contextual Anomaly Detector OSE Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 503.70 |=============================== Numpy Benchmark Score > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 115.29 |=============================== oneDNN 3.3 Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 144.57 |=============================== oneDNN 3.3 Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 75.36 |================================ oneDNN 3.3 Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 45.66 |================================ oneDNN 3.3 Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 17.58 |================================ oneDNN 3.3 Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 3.3 Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 3.3 Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 172.56 |=============================== oneDNN 3.3 Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 337.94 |=============================== oneDNN 3.3 Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 553.91 |=============================== oneDNN 3.3 Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 107.59 |=============================== oneDNN 3.3 Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 67.98 |================================ oneDNN 3.3 Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 89.93 |================================ oneDNN 3.3 Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 195189 |=============================== oneDNN 3.3 Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 99760.5 |============================== oneDNN 3.3 Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 194900 |=============================== oneDNN 3.3 Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 3.3 Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 3.3 Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better oneDNN 3.3 Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 99767.3 |============================== oneDNN 3.3 Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 194775 |=============================== oneDNN 3.3 Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 99770.9 |============================== ONNX Runtime 1.14 Model: GPT-2 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 5.77126 |============================== ONNX Runtime 1.14 Model: GPT-2 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 173.27 |=============================== ONNX Runtime 1.14 Model: GPT-2 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 11.73 |================================ ONNX Runtime 1.14 Model: GPT-2 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 85.26 |================================ ONNX Runtime 1.14 Model: yolov4 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better ONNX Runtime 1.14 Model: yolov4 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better ONNX Runtime 1.14 Model: bertsquad-12 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.259016 |============================= ONNX Runtime 1.14 Model: bertsquad-12 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 3861.05 |============================== ONNX Runtime 1.14 Model: bertsquad-12 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.413458 |============================= ONNX Runtime 1.14 Model: bertsquad-12 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2418.63 |============================== ONNX Runtime 1.14 Model: CaffeNet 12-int8 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 7.05342 |============================== ONNX Runtime 1.14 Model: CaffeNet 12-int8 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 141.79 |=============================== ONNX Runtime 1.14 Model: CaffeNet 12-int8 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 12.70 |================================ ONNX Runtime 1.14 Model: CaffeNet 12-int8 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 78.73 |================================ ONNX Runtime 1.14 Model: fcn-resnet101-11 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.0222826 |============================ ONNX Runtime 1.14 Model: fcn-resnet101-11 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 44879 |================================ ONNX Runtime 1.14 Model: fcn-resnet101-11 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.0331474 |============================ ONNX Runtime 1.14 Model: fcn-resnet101-11 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 30168.3 |============================== ONNX Runtime 1.14 Model: ArcFace ResNet-100 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.398525 |============================= ONNX Runtime 1.14 Model: ArcFace ResNet-100 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2509.26 |============================== ONNX Runtime 1.14 Model: ArcFace ResNet-100 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.686524 |============================= ONNX Runtime 1.14 Model: ArcFace ResNet-100 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1456.61 |============================== ONNX Runtime 1.14 Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.18125 |============================== ONNX Runtime 1.14 Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 458.47 |=============================== ONNX Runtime 1.14 Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 3.92330 |============================== ONNX Runtime 1.14 Model: ResNet50 v1-12-int8 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 254.89 |=============================== ONNX Runtime 1.14 Model: super-resolution-10 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.07812 |============================== ONNX Runtime 1.14 Model: super-resolution-10 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 481.21 |=============================== ONNX Runtime 1.14 Model: super-resolution-10 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 3.09982 |============================== ONNX Runtime 1.14 Model: super-resolution-10 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 322.60 |=============================== ONNX Runtime 1.14 Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Parallel Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.371070 |============================= ONNX Runtime 1.14 Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Parallel Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2694.98 |============================== ONNX Runtime 1.14 Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Standard Inferences Per Second > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.561673 |============================= ONNX Runtime 1.14 Model: Faster R-CNN R-50-FPN-int8 - Device: CPU - Executor: Standard Inference Time Cost (ms) < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1780.39 |============================== OpenCV 4.7 Test: DNN - Deep Neural Network ms < Lower Is Better OpenVINO 2023.2.dev Model: Face Detection FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.05 |================================= OpenVINO 2023.2.dev Model: Face Detection FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 37092.16 |============================= OpenVINO 2023.2.dev Model: Person Detection FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.73 |================================= OpenVINO 2023.2.dev Model: Person Detection FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2731.01 |============================== OpenVINO 2023.2.dev Model: Person Detection FP32 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.73 |================================= OpenVINO 2023.2.dev Model: Person Detection FP32 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2733.08 |============================== OpenVINO 2023.2.dev Model: Vehicle Detection FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 4.54 |================================= OpenVINO 2023.2.dev Model: Vehicle Detection FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 440.48 |=============================== OpenVINO 2023.2.dev Model: Face Detection FP16-INT8 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.14 |================================= OpenVINO 2023.2.dev Model: Face Detection FP16-INT8 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 14164.02 |============================= OpenVINO 2023.2.dev Model: Face Detection Retail FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 15.91 |================================ OpenVINO 2023.2.dev Model: Face Detection Retail FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 125.66 |=============================== OpenVINO 2023.2.dev Model: Road Segmentation ADAS FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.51 |================================= OpenVINO 2023.2.dev Model: Road Segmentation ADAS FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 797.13 |=============================== OpenVINO 2023.2.dev Model: Vehicle Detection FP16-INT8 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 9.93 |================================= OpenVINO 2023.2.dev Model: Vehicle Detection FP16-INT8 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 201.39 |=============================== OpenVINO 2023.2.dev Model: Weld Porosity Detection FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 4.96 |================================= OpenVINO 2023.2.dev Model: Weld Porosity Detection FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 201.66 |=============================== OpenVINO 2023.2.dev Model: Face Detection Retail FP16-INT8 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 31.34 |================================ OpenVINO 2023.2.dev Model: Face Detection Retail FP16-INT8 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 31.89 |================================ OpenVINO 2023.2.dev Model: Road Segmentation ADAS FP16-INT8 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 5.32 |================================= OpenVINO 2023.2.dev Model: Road Segmentation ADAS FP16-INT8 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 376.19 |=============================== OpenVINO 2023.2.dev Model: Machine Translation EN To DE FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.71 |================================= OpenVINO 2023.2.dev Model: Machine Translation EN To DE FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2838.52 |============================== OpenVINO 2023.2.dev Model: Weld Porosity Detection FP16-INT8 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 14.82 |================================ OpenVINO 2023.2.dev Model: Weld Porosity Detection FP16-INT8 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 67.48 |================================ OpenVINO 2023.2.dev Model: Person Vehicle Bike Detection FP16 - Device: CPU FPS > Higher Is Better OpenVINO 2023.2.dev Model: Handwritten English Recognition FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.62 |================================= OpenVINO 2023.2.dev Model: Handwritten English Recognition FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 617.82 |=============================== OpenVINO 2023.2.dev Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 151.77 |=============================== OpenVINO 2023.2.dev Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 6.57 |================================= OpenVINO 2023.2.dev Model: Handwritten English Recognition FP16-INT8 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.84 |================================= OpenVINO 2023.2.dev Model: Handwritten English Recognition FP16-INT8 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 543.24 |=============================== OpenVINO 2023.2.dev Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 363.33 |=============================== OpenVINO 2023.2.dev Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPU ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.74 |================================= PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.58 |================================= PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU FPS > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.06 |================================= PyTorch 2.1 Device: CPU - Batch Size: 1 - Model: ResNet-50 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.93 |================================= PyTorch 2.1 Device: CPU - Batch Size: 1 - Model: ResNet-152 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.78 |================================= PyTorch 2.1 Device: CPU - Batch Size: 16 - Model: ResNet-50 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.00 |================================= PyTorch 2.1 Device: CPU - Batch Size: 32 - Model: ResNet-50 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.00 |================================= PyTorch 2.1 Device: CPU - Batch Size: 64 - Model: ResNet-50 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.00 |================================= PyTorch 2.1 Device: CPU - Batch Size: 16 - Model: ResNet-152 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.41 |================================= PyTorch 2.1 Device: CPU - Batch Size: 256 - Model: ResNet-50 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.00 |================================= PyTorch 2.1 Device: CPU - Batch Size: 32 - Model: ResNet-152 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.41 |================================= PyTorch 2.1 Device: CPU - Batch Size: 512 - Model: ResNet-50 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.00 |================================= PyTorch 2.1 Device: CPU - Batch Size: 64 - Model: ResNet-152 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.41 |================================= PyTorch 2.1 Device: CPU - Batch Size: 256 - Model: ResNet-152 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.41 |================================= PyTorch 2.1 Device: CPU - Batch Size: 512 - Model: ResNet-152 batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.41 |================================= PyTorch 2.1 Device: CPU - Batch Size: 1 - Model: Efficientnet_v2_l batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.54 |================================= PyTorch 2.1 Device: CPU - Batch Size: 16 - Model: Efficientnet_v2_l batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.28 |================================= PyTorch 2.1 Device: CPU - Batch Size: 32 - Model: Efficientnet_v2_l batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.28 |================================= PyTorch 2.1 Device: CPU - Batch Size: 64 - Model: Efficientnet_v2_l batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.28 |================================= PyTorch 2.1 Device: CPU - Batch Size: 256 - Model: Efficientnet_v2_l batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.28 |================================= PyTorch 2.1 Device: CPU - Batch Size: 512 - Model: Efficientnet_v2_l batches/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.28 |================================= R Benchmark Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.7259 |=============================== RNNoise 2020-06-28 Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 58.25 |================================ Scikit-Learn 1.2.2 Benchmark: GLM Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1577.31 |============================== Scikit-Learn 1.2.2 Benchmark: SAGA Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2018.66 |============================== Scikit-Learn 1.2.2 Benchmark: Tree Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 108.59 |=============================== Scikit-Learn 1.2.2 Benchmark: Lasso Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1380.78 |============================== Scikit-Learn 1.2.2 Benchmark: Glmnet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sparsify Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 253.98 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot Ward Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 226.36 |=============================== Scikit-Learn 1.2.2 Benchmark: MNIST Dataset Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 184.35 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot Neighbors Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 598.22 |=============================== Scikit-Learn 1.2.2 Benchmark: SGD Regression Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 432.06 |=============================== Scikit-Learn 1.2.2 Benchmark: SGDOneClassSVM Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Lasso Path Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 934.04 |=============================== Scikit-Learn 1.2.2 Benchmark: Isolation Forest Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Fast KMeans Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Text Vectorizers Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 170.97 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot Hierarchical Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 868.44 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot OMP vs. LARS Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 323.76 |=============================== Scikit-Learn 1.2.2 Benchmark: Feature Expansions Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 478.32 |=============================== Scikit-Learn 1.2.2 Benchmark: LocalOutlierFactor Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 890.46 |=============================== Scikit-Learn 1.2.2 Benchmark: TSNE MNIST Dataset Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2770.54 |============================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Logistic Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Plot Incremental PCA Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 139.26 |=============================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 515.34 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot Parallel Pairwise Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Isotonic / Pathological Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: RCV1 Logreg Convergencet Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Sample Without Replacement Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 403.66 |=============================== Scikit-Learn 1.2.2 Benchmark: Covertype Dataset Benchmark Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 967.64 |=============================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Adult Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 266.32 |=============================== Scikit-Learn 1.2.2 Benchmark: Isotonic / Perturbed Logarithm Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Threading Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 880.98 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot Singular Value Decomposition Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 692.65 |=============================== Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Higgs Boson Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 425.39 |=============================== Scikit-Learn 1.2.2 Benchmark: 20 Newsgroups / Logistic Regression Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 107.65 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot Polynomial Kernel Approximation Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 675.77 |=============================== Scikit-Learn 1.2.2 Benchmark: Plot Non-Negative Matrix Factorization Seconds < Lower Is Better Scikit-Learn 1.2.2 Benchmark: Hist Gradient Boosting Categorical Only Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 75.94 |================================ Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Samples Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 653.26 |=============================== Scikit-Learn 1.2.2 Benchmark: Kernel PCA Solvers / Time vs. N Components Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 359.54 |=============================== Scikit-Learn 1.2.2 Benchmark: Sparse Random Projections / 100 Iterations Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 9994.94 |============================== spaCy 3.4.1 tokens/sec > Higher Is Better TensorFlow 2.12 Device: CPU - Batch Size: 1 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.14 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 1 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.11 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 1 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.23 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 16 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.16 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 32 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.16 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 64 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.15 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 1 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.96 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 16 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.13 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 32 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.13 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 64 - Model: VGG-16 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.13 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 16 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.42 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 256 - Model: VGG-16 images/sec > Higher Is Better TensorFlow 2.12 Device: CPU - Batch Size: 32 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.79 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 512 - Model: VGG-16 images/sec > Higher Is Better TensorFlow 2.12 Device: CPU - Batch Size: 64 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.95 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 16 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.72 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 256 - Model: VGG-16 images/sec > Higher Is Better TensorFlow 2.12 Device: GPU - Batch Size: 32 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.92 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 512 - Model: VGG-16 images/sec > Higher Is Better TensorFlow 2.12 Device: GPU - Batch Size: 64 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.07 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 1 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.41 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 1 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.5 |================================== TensorFlow 2.12 Device: CPU - Batch Size: 256 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 3.03 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 512 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 3.05 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 1 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.2 |================================== TensorFlow 2.12 Device: GPU - Batch Size: 1 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.36 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 256 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.20 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 512 - Model: AlexNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 2.44 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 16 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.54 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 16 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.54 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 32 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.54 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 32 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.54 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 64 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.53 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 64 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.46 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 16 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.24 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 16 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.42 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 32 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.24 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 32 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.41 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 64 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.23 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 64 - Model: ResNet-50 images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.32 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 256 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1.26 |================================= TensorFlow 2.12 Device: CPU - Batch Size: 256 - Model: ResNet-50 images/sec > Higher Is Better TensorFlow 2.12 Device: CPU - Batch Size: 512 - Model: GoogLeNet images/sec > Higher Is Better TensorFlow 2.12 Device: CPU - Batch Size: 512 - Model: ResNet-50 images/sec > Higher Is Better TensorFlow 2.12 Device: GPU - Batch Size: 256 - Model: GoogLeNet images/sec > Higher Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 0.95 |================================= TensorFlow 2.12 Device: GPU - Batch Size: 256 - Model: ResNet-50 images/sec > Higher Is Better TensorFlow 2.12 Device: GPU - Batch Size: 512 - Model: GoogLeNet images/sec > Higher Is Better TensorFlow 2.12 Device: GPU - Batch Size: 512 - Model: ResNet-50 images/sec > Higher Is Better TensorFlow Lite 2022-05-18 Model: SqueezeNet Microseconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 71429.7 |============================== TensorFlow Lite 2022-05-18 Model: Inception V4 Microseconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 1052027 |============================== TensorFlow Lite 2022-05-18 Model: NASNet Mobile Microseconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 112374 |=============================== TensorFlow Lite 2022-05-18 Model: Mobilenet Float Microseconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 48750.7 |============================== TensorFlow Lite 2022-05-18 Model: Mobilenet Quant Microseconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 112481 |=============================== TensorFlow Lite 2022-05-18 Model: Inception ResNet V2 Microseconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 887469 |=============================== TNN 0.3 Target: CPU - Model: DenseNet ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 13327.61 |============================= TNN 0.3 Target: CPU - Model: MobileNet v2 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 773.24 |=============================== TNN 0.3 Target: CPU - Model: SqueezeNet v2 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 156.81 |=============================== TNN 0.3 Target: CPU - Model: SqueezeNet v1.1 ms < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 665.25 |=============================== Whisper.cpp 1.4 Model: ggml-base.en - Input: 2016 State of the Union Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 3774.42 |============================== Whisper.cpp 1.4 Model: ggml-small.en - Input: 2016 State of the Union Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 13170.79 |============================= Whisper.cpp 1.4 Model: ggml-medium.en - Input: 2016 State of the Union Seconds < Lower Is Better AMD Radeon HD 7480D - AMD A4-5300 APU . 44526.30 |=============================