auggy AMD Ryzen 5 4500U testing with a LENOVO LNVNB161216 (EECN20WW BIOS) and AMD Renoir 512MB on Pop 22.04 via the Phoronix Test Suite. a: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Pop 22.04, Kernel: 5.17.5-76051705-generic (x86_64), Desktop: GNOME Shell 42.1, Display Server: X Server 1.21.1.3, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.44), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 b: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Pop 22.04, Kernel: 5.17.5-76051705-generic (x86_64), Desktop: GNOME Shell 42.1, Display Server: X Server 1.21.1.3, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.44), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 AMD Renoir - AMD Ryzen 5 4500U: Processor: AMD Ryzen 5 4500U @ 2.38GHz (6 Cores), Motherboard: LENOVO LNVNB161216 (EECN20WW BIOS), Chipset: AMD Renoir/Cezanne, Memory: 16GB, Disk: 256GB SK hynix HFM256GDHTNI-87A0B, Graphics: AMD Renoir 512MB (1500/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Realtek RTL8822CE 802.11ac PCIe OS: Pop 22.04, Kernel: 5.17.5-76051705-generic (x86_64), Desktop: GNOME Shell 42.1, Display Server: X Server 1.21.1.3, OpenGL: 4.6 Mesa 22.0.1 (LLVM 13.0.1 DRM 3.44), Vulkan: 1.2.204, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 1920x1080 vkpeak 20230730 fp32-scalar GFLOPS > Higher Is Better a .............................. 62.21 |======================================= b .............................. 62.25 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 62.20 |======================================= vkpeak 20230730 fp32-vec4 GFLOPS > Higher Is Better a .............................. 177.28 |====================================== b .............................. 176.39 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 176.83 |====================================== vkpeak 20230730 fp16-scalar GFLOPS > Higher Is Better a .............................. 4.21 |======================================== b .............................. 4.21 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 4.21 |======================================== vkpeak 20230730 fp16-vec4 GFLOPS > Higher Is Better a .............................. 4.01 |======================================== b .............................. 3.88 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 4.00 |======================================== vkpeak 20230730 fp64-scalar GFLOPS > Higher Is Better a .............................. 59.69 |======================================= b .............................. 56.03 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 59.63 |======================================= vkpeak 20230730 fp64-vec4 GFLOPS > Higher Is Better a .............................. 80.60 |======================================= b .............................. 74.40 |==================================== AMD Renoir - AMD Ryzen 5 4500U . 79.70 |======================================= vkpeak 20230730 int32-scalar GIOPS > Higher Is Better a .............................. 70.92 |======================================= b .............................. 66.78 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 70.87 |======================================= vkpeak 20230730 int32-vec4 GIOPS > Higher Is Better a .............................. 163.19 |====================================== b .............................. 156.50 |==================================== AMD Renoir - AMD Ryzen 5 4500U . 163.13 |====================================== vkpeak 20230730 int16-scalar GIOPS > Higher Is Better a .............................. 89.32 |======================================= b .............................. 84.22 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 89.15 |======================================= vkpeak 20230730 int16-vec4 GIOPS > Higher Is Better a .............................. 229.38 |====================================== b .............................. 218.43 |==================================== AMD Renoir - AMD Ryzen 5 4500U . 228.89 |====================================== VkResample 1.0 Upscale: 2x - Precision: Single ms < Lower Is Better a .............................. 55.60 |======================================= b .............................. 55.73 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 55.25 |======================================= VVenC 1.9 Video Input: Bosphorus 4K - Video Preset: Fast Frames Per Second > Higher Is Better a .............................. 1.561 |================================== b .............................. 1.802 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 1.817 |======================================= VVenC 1.9 Video Input: Bosphorus 4K - Video Preset: Faster Frames Per Second > Higher Is Better a .............................. 3.482 |================================= b .............................. 3.970 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 4.108 |======================================= VVenC 1.9 Video Input: Bosphorus 1080p - Video Preset: Fast Frames Per Second > Higher Is Better a .............................. 5.164 |================================= b .............................. 5.828 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 6.081 |======================================= VVenC 1.9 Video Input: Bosphorus 1080p - Video Preset: Faster Frames Per Second > Higher Is Better a .............................. 13.36 |==================================== b .............................. 14.53 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 14.67 |======================================= Timed GCC Compilation 13.2 Time To Compile Seconds < Lower Is Better a .............................. 2725.00 |===================================== b .............................. 2604.39 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 2409.24 |================================= Apache CouchDB 3.3.2 Bulk Size: 100 - Inserts: 1000 - Rounds: 30 Seconds < Lower Is Better a .............................. 155.07 |===================================== b .............................. 160.43 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 157.99 |===================================== Apache CouchDB 3.3.2 Bulk Size: 100 - Inserts: 3000 - Rounds: 30 Seconds < Lower Is Better a .............................. 493.65 |==================================== b .............................. 517.79 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 512.40 |====================================== Apache CouchDB 3.3.2 Bulk Size: 300 - Inserts: 1000 - Rounds: 30 Seconds < Lower Is Better a .............................. 277.68 |===================================== b .............................. 280.54 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 284.35 |====================================== Apache CouchDB 3.3.2 Bulk Size: 300 - Inserts: 3000 - Rounds: 30 Seconds < Lower Is Better a .............................. 878.65 |===================================== b .............................. 896.38 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 891.19 |====================================== Apache CouchDB 3.3.2 Bulk Size: 500 - Inserts: 1000 - Rounds: 30 Seconds < Lower Is Better a .............................. 401.31 |===================================== b .............................. 404.39 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 407.85 |====================================== Apache CouchDB 3.3.2 Bulk Size: 500 - Inserts: 3000 - Rounds: 30 Seconds < Lower Is Better a .............................. 1252.60 |===================================== b .............................. 1261.98 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 1254.98 |===================================== Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 200 point/sec > Higher Is Better a .............................. 446723.62 |================================== AMD Renoir - AMD Ryzen 5 4500U . 465319.75 |=================================== Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 200 Average Latency > Higher Is Better a .............................. 28.53 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 28.36 |======================================= Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 500 point/sec > Higher Is Better a .............................. 818281.01 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 813547.71 |=================================== Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 1 - Sensor Count: 500 Average Latency > Higher Is Better a .............................. 45.12 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 45.06 |======================================= Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200 point/sec > Higher Is Better a .............................. 686458.89 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 684869.04 |=================================== Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 200 Average Latency > Higher Is Better a .............................. 21.11 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 21.00 |======================================= Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500 point/sec > Higher Is Better a .............................. 982415.93 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 994052.25 |=================================== Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 1 - Sensor Count: 500 Average Latency > Higher Is Better a .............................. 42.32 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 41.38 |====================================== Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200 point/sec > Higher Is Better a .............................. 870872.73 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 855795.41 |================================== Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 200 Average Latency > Higher Is Better a .............................. 19.34 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 19.64 |======================================= Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500 point/sec > Higher Is Better a .............................. 640326.81 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 637397.90 |=================================== Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 1 - Sensor Count: 500 Average Latency > Higher Is Better a .............................. 71.38 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 70.26 |====================================== Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 200 point/sec > Higher Is Better a .............................. 15789875.81 |================================= AMD Renoir - AMD Ryzen 5 4500U . 14130374.99 |============================== Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 200 Average Latency > Higher Is Better a .............................. 104.65 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 113.87 |====================================== Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 500 point/sec > Higher Is Better a .............................. 15836698.9 |================================== AMD Renoir - AMD Ryzen 5 4500U . 13387890.2 |============================= Apache IoTDB 1.1.2 Device Count: 100 - Batch Size Per Write: 100 - Sensor Count: 500 Average Latency > Higher Is Better a .............................. 288.87 |================================= AMD Renoir - AMD Ryzen 5 4500U . 337.16 |====================================== Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200 point/sec > Higher Is Better a .............................. 16236661.97 |================================= AMD Renoir - AMD Ryzen 5 4500U . 14164673.03 |============================= Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 200 Average Latency > Higher Is Better a .............................. 107.71 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 118.24 |====================================== Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500 point/sec > Higher Is Better a .............................. 13117829.31 |================================= AMD Renoir - AMD Ryzen 5 4500U . 11981302.92 |============================== Apache IoTDB 1.1.2 Device Count: 200 - Batch Size Per Write: 100 - Sensor Count: 500 Average Latency > Higher Is Better a .............................. 354.12 |==================================== AMD Renoir - AMD Ryzen 5 4500U . 375.23 |====================================== Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200 point/sec > Higher Is Better a .............................. 11896529.96 |================================= AMD Renoir - AMD Ryzen 5 4500U . 11298528.21 |=============================== Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 200 Average Latency > Higher Is Better a .............................. 156.19 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 155.14 |====================================== Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500 point/sec > Higher Is Better a .............................. 6656162.13 |================================= AMD Renoir - AMD Ryzen 5 4500U . 6836941.96 |================================== Apache IoTDB 1.1.2 Device Count: 500 - Batch Size Per Write: 100 - Sensor Count: 500 Average Latency > Higher Is Better a .............................. 720.44 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 706.95 |===================================== Dragonflydb 1.6.2 Clients Per Thread: 10 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better a .............................. 560321.90 |=================================== b .............................. 511381.84 |================================ AMD Renoir - AMD Ryzen 5 4500U . 514823.83 |================================ Dragonflydb 1.6.2 Clients Per Thread: 20 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better a .............................. 555633.33 |================================= b .............................. 595869.89 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 587975.21 |=================================== Dragonflydb 1.6.2 Clients Per Thread: 50 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better a .............................. 602213.78 |================================== b .............................. 600771.43 |================================== AMD Renoir - AMD Ryzen 5 4500U . 618630.54 |=================================== Dragonflydb 1.6.2 Clients Per Thread: 60 - Set To Get Ratio: 1:5 Ops/sec > Higher Is Better a .............................. 639312.80 |================================= b .............................. 620626.04 |================================ AMD Renoir - AMD Ryzen 5 4500U . 673078.78 |=================================== Dragonflydb 1.6.2 Clients Per Thread: 10 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better a .............................. 517164.96 |================================== b .............................. 515883.69 |================================== AMD Renoir - AMD Ryzen 5 4500U . 536437.47 |=================================== Dragonflydb 1.6.2 Clients Per Thread: 20 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better a .............................. 619544.49 |=================================== b .............................. 587558.64 |================================= AMD Renoir - AMD Ryzen 5 4500U . 602510.40 |================================== Dragonflydb 1.6.2 Clients Per Thread: 50 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better a .............................. 634736.01 |================================== b .............................. 649063.96 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 576996.27 |=============================== Dragonflydb 1.6.2 Clients Per Thread: 60 - Set To Get Ratio: 1:10 Ops/sec > Higher Is Better a .............................. 638619.97 |=================================== b .............................. 636341.63 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 632802.22 |=================================== Dragonflydb 1.6.2 Clients Per Thread: 10 - Set To Get Ratio: 1:100 Ops/sec > Higher Is Better a .............................. 538437.76 |=================================== b .............................. 515626.76 |================================== AMD Renoir - AMD Ryzen 5 4500U . 517858.51 |================================== Dragonflydb 1.6.2 Clients Per Thread: 20 - Set To Get Ratio: 1:100 Ops/sec > Higher Is Better a .............................. 521281.07 |============================= b .............................. 549095.84 |============================== AMD Renoir - AMD Ryzen 5 4500U . 635238.89 |=================================== Dragonflydb 1.6.2 Clients Per Thread: 50 - Set To Get Ratio: 1:100 Ops/sec > Higher Is Better a .............................. 603815.39 |============================== b .............................. 710309.00 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 652808.07 |================================ Dragonflydb 1.6.2 Clients Per Thread: 60 - Set To Get Ratio: 1:100 Ops/sec > Higher Is Better a .............................. 672849.08 |================================== b .............................. 624768.18 |================================ AMD Renoir - AMD Ryzen 5 4500U . 692262.13 |=================================== Neural Magic DeepSparse 1.5 Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 3.6825 |====================================== b .............................. 3.6482 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 3.6397 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 809.27 |====================================== b .............................. 815.38 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 816.05 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 3.5660 |====================================== b .............................. 3.5041 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 3.4981 |===================================== Neural Magic DeepSparse 1.5 Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 280.42 |===================================== b .............................. 285.37 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 285.87 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 84.37 |======================================= b .............................. 84.60 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 83.54 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 35.50 |======================================= b .............................. 35.40 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 35.86 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 64.70 |====================================== b .............................. 65.75 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 64.19 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2, Sparse INT8 - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 15.45 |======================================= b .............................. 15.20 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 15.57 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 30.38 |======================================= b .............................. 29.97 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 29.57 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 98.69 |===================================== b .............................. 100.02 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 101.34 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 25.63 |======================================= b .............................. 24.37 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 24.59 |===================================== Neural Magic DeepSparse 1.5 Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 39.01 |===================================== b .............................. 41.01 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 40.66 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 10.70 |====================================== b .............................. 10.54 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 10.89 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 279.97 |===================================== b .............................. 284.33 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 275.04 |===================================== Neural Magic DeepSparse 1.5 Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 9.0426 |================================= b .............................. 8.8655 |================================ AMD Renoir - AMD Ryzen 5 4500U . 10.2327 |===================================== Neural Magic DeepSparse 1.5 Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 110.58 |===================================== b .............................. 112.78 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 97.71 |================================= Neural Magic DeepSparse 1.5 Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 43.96 |======================================= b .............................. 44.18 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 44.28 |======================================= Neural Magic DeepSparse 1.5 Model: ResNet-50, Baseline - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 68.18 |======================================= b .............................. 67.85 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 67.67 |======================================= Neural Magic DeepSparse 1.5 Model: ResNet-50, Baseline - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 40.46 |======================================= b .............................. 40.56 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 40.75 |======================================= Neural Magic DeepSparse 1.5 Model: ResNet-50, Baseline - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 24.70 |======================================= b .............................. 24.64 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 24.53 |======================================= Neural Magic DeepSparse 1.5 Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 286.90 |====================================== b .............................. 285.74 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 288.08 |====================================== Neural Magic DeepSparse 1.5 Model: ResNet-50, Sparse INT8 - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 10.43 |======================================= b .............................. 10.47 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 10.39 |======================================= Neural Magic DeepSparse 1.5 Model: ResNet-50, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 155.96 |============================ b .............................. 147.22 |========================== AMD Renoir - AMD Ryzen 5 4500U . 211.81 |====================================== Neural Magic DeepSparse 1.5 Model: ResNet-50, Sparse INT8 - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 6.3938 |==================================== b .............................. 6.7742 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 4.7072 |========================== Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 20.90 |====================================== b .............................. 21.21 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 21.19 |======================================= Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 143.26 |====================================== b .............................. 141.30 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 141.31 |===================================== Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 19.14 |====================================== b .............................. 18.78 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 19.40 |======================================= Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 52.24 |====================================== b .............................. 53.23 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 51.53 |====================================== Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 4.7561 |====================================== b .............................. 3.6558 |============================= AMD Renoir - AMD Ryzen 5 4500U . 4.7697 |====================================== Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 628.08 |============================= b .............................. 814.77 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 625.28 |============================= Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 3.9498 |==================================== b .............................. 3.9900 |==================================== AMD Renoir - AMD Ryzen 5 4500U . 4.1777 |====================================== Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 253.17 |====================================== b .............................. 250.62 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 239.35 |==================================== Neural Magic DeepSparse 1.5 Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 40.39 |===================================== b .............................. 42.64 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 40.72 |===================================== Neural Magic DeepSparse 1.5 Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 74.22 |======================================= b .............................. 70.30 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 73.59 |======================================= Neural Magic DeepSparse 1.5 Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 38.83 |====================================== b .............................. 39.58 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 39.77 |======================================= Neural Magic DeepSparse 1.5 Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 25.75 |======================================= b .............................. 25.26 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 25.13 |====================================== Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 20.40 |====================================== b .............................. 20.12 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 20.70 |======================================= Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 146.86 |===================================== b .............................. 148.87 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 144.78 |===================================== Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 18.33 |====================================== b .............................. 18.45 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 19.00 |======================================= Neural Magic DeepSparse 1.5 Model: CV Detection, YOLOv5s COCO, Sparse INT8 - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 54.53 |======================================= b .............................. 54.18 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 52.62 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 31.93 |===================================== b .............................. 33.12 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 33.21 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 94.04 |======================================= b .............................. 90.48 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 90.26 |===================================== Neural Magic DeepSparse 1.5 Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 30.62 |====================================== b .............................. 30.44 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 31.09 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 32.65 |======================================= b .............................. 32.84 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 32.15 |====================================== Neural Magic DeepSparse 1.5 Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 4.1321 |====================================== b .............................. 4.1495 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 4.1565 |====================================== Neural Magic DeepSparse 1.5 Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 723.99 |====================================== b .............................. 718.17 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 717.18 |====================================== Neural Magic DeepSparse 1.5 Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 4.2141 |====================================== b .............................. 4.2071 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 4.2291 |====================================== Neural Magic DeepSparse 1.5 Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 237.28 |====================================== b .............................. 237.68 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 236.44 |====================================== Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 43.81 |======================================= b .............................. 43.76 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 43.98 |======================================= Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 68.41 |======================================= b .............................. 68.43 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 68.14 |======================================= Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 27.85 |====================================== b .............................. 28.59 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 26.59 |==================================== Neural Magic DeepSparse 1.5 Model: BERT-Large, NLP Question Answering, Sparse INT8 - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 35.90 |===================================== b .............................. 34.96 |==================================== AMD Renoir - AMD Ryzen 5 4500U . 37.60 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 15.36 |======================================= b .............................. 15.30 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 13.31 |================================== Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 196.05 |================================= b .............................. 195.84 |================================= AMD Renoir - AMD Ryzen 5 4500U . 225.73 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 14.32 |====================================== b .............................. 14.89 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 14.75 |======================================= Neural Magic DeepSparse 1.5 Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 69.99 |======================================= b .............................. 67.15 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 67.78 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream items/sec > Higher Is Better a .............................. 3.5012 |===================================== b .............................. 3.5558 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 3.4493 |===================================== Neural Magic DeepSparse 1.5 Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream ms/batch < Lower Is Better a .............................. 851.96 |===================================== b .............................. 842.48 |===================================== AMD Renoir - AMD Ryzen 5 4500U . 865.64 |====================================== Neural Magic DeepSparse 1.5 Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-Stream items/sec > Higher Is Better a .............................. 3.3080 |===================================== b .............................. 3.3718 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 2.9676 |================================= Neural Magic DeepSparse 1.5 Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-Stream ms/batch < Lower Is Better a .............................. 302.46 |================================== b .............................. 296.57 |================================= AMD Renoir - AMD Ryzen 5 4500U . 336.98 |====================================== NCNN 20230517 Target: CPU - Model: mobilenet ms < Lower Is Better a .............................. 26.92 |======================================= b .............................. 27.02 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 26.79 |======================================= NCNN 20230517 Target: CPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better a .............................. 7.67 |====================================== b .............................. 8.02 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 7.89 |======================================= NCNN 20230517 Target: CPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better a .............................. 6.40 |======================================== b .............................. 6.41 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 6.34 |======================================== NCNN 20230517 Target: CPU - Model: shufflenet-v2 ms < Lower Is Better a .............................. 5.00 |======================================= b .............................. 5.19 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 4.81 |===================================== NCNN 20230517 Target: CPU - Model: mnasnet ms < Lower Is Better a .............................. 5.88 |===================================== b .............................. 6.31 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 5.93 |====================================== NCNN 20230517 Target: CPU - Model: efficientnet-b0 ms < Lower Is Better a .............................. 11.64 |====================================== b .............................. 11.87 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 11.41 |===================================== NCNN 20230517 Target: CPU - Model: blazeface ms < Lower Is Better a .............................. 1.45 |======================================== b .............................. 1.36 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 1.26 |=================================== NCNN 20230517 Target: CPU - Model: googlenet ms < Lower Is Better a .............................. 20.66 |====================================== b .............................. 21.27 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 20.95 |====================================== NCNN 20230517 Target: CPU - Model: vgg16 ms < Lower Is Better a .............................. 93.43 |======================================= b .............................. 93.69 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 93.72 |======================================= NCNN 20230517 Target: CPU - Model: resnet18 ms < Lower Is Better a .............................. 15.35 |======================================= b .............................. 15.36 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 15.47 |======================================= NCNN 20230517 Target: CPU - Model: alexnet ms < Lower Is Better a .............................. 10.82 |======================================= b .............................. 10.79 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 10.74 |======================================= NCNN 20230517 Target: CPU - Model: resnet50 ms < Lower Is Better a .............................. 35.45 |======================================= b .............................. 35.71 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 35.63 |======================================= NCNN 20230517 Target: CPU - Model: yolov4-tiny ms < Lower Is Better a .............................. 40.68 |======================================= b .............................. 40.66 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 40.64 |======================================= NCNN 20230517 Target: CPU - Model: squeezenet_ssd ms < Lower Is Better a .............................. 18.50 |======================================= b .............................. 18.40 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 18.00 |====================================== NCNN 20230517 Target: CPU - Model: regnety_400m ms < Lower Is Better a .............................. 9.58 |======================================= b .............................. 9.94 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 9.83 |======================================== NCNN 20230517 Target: CPU - Model: vision_transformer ms < Lower Is Better a .............................. 242.25 |====================================== b .............................. 241.22 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 237.12 |===================================== NCNN 20230517 Target: CPU - Model: FastestDet ms < Lower Is Better a .............................. 5.14 |======================================== b .............................. 5.13 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 5.05 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: mobilenet ms < Lower Is Better a .............................. 26.95 |======================================= b .............................. 26.98 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 26.80 |======================================= NCNN 20230517 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 ms < Lower Is Better a .............................. 7.41 |======================================= b .............................. 7.60 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 7.43 |======================================= NCNN 20230517 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 ms < Lower Is Better a .............................. 5.95 |===================================== b .............................. 6.39 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 6.37 |======================================== NCNN 20230517 Target: Vulkan GPU - Model: shufflenet-v2 ms < Lower Is Better a .............................. 4.43 |================================== b .............................. 5.21 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 4.52 |=================================== NCNN 20230517 Target: Vulkan GPU - Model: mnasnet ms < Lower Is Better a .............................. 5.51 |===================================== b .............................. 5.91 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 5.81 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: efficientnet-b0 ms < Lower Is Better a .............................. 11.30 |======================================= b .............................. 11.44 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 11.43 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: blazeface ms < Lower Is Better a .............................. 1.34 |====================================== b .............................. 1.25 |=================================== AMD Renoir - AMD Ryzen 5 4500U . 1.42 |======================================== NCNN 20230517 Target: Vulkan GPU - Model: googlenet ms < Lower Is Better a .............................. 20.33 |====================================== b .............................. 21.01 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 20.46 |====================================== NCNN 20230517 Target: Vulkan GPU - Model: vgg16 ms < Lower Is Better a .............................. 93.57 |======================================= b .............................. 92.98 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 93.50 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: resnet18 ms < Lower Is Better a .............................. 15.19 |===================================== b .............................. 16.19 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 15.17 |===================================== NCNN 20230517 Target: Vulkan GPU - Model: alexnet ms < Lower Is Better a .............................. 10.73 |======================================= b .............................. 10.71 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 10.67 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: resnet50 ms < Lower Is Better a .............................. 35.50 |======================================= b .............................. 35.17 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 35.24 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: yolov4-tiny ms < Lower Is Better a .............................. 41.00 |======================================= b .............................. 40.23 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 40.38 |====================================== NCNN 20230517 Target: Vulkan GPU - Model: squeezenet_ssd ms < Lower Is Better a .............................. 18.31 |======================================= b .............................. 17.87 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 18.42 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: regnety_400m ms < Lower Is Better a .............................. 9.88 |======================================== b .............................. 9.96 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 9.65 |======================================= NCNN 20230517 Target: Vulkan GPU - Model: vision_transformer ms < Lower Is Better a .............................. 241.97 |===================================== b .............................. 245.80 |====================================== AMD Renoir - AMD Ryzen 5 4500U . 240.25 |===================================== NCNN 20230517 Target: Vulkan GPU - Model: FastestDet ms < Lower Is Better a .............................. 5.11 |======================================= b .............................. 5.23 |======================================== AMD Renoir - AMD Ryzen 5 4500U . 5.09 |======================================= Apache Cassandra 4.1.3 Test: Writes Op/s > Higher Is Better a .............................. 23236 |======================================= b .............................. 23535 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 23180 |====================================== BRL-CAD 7.36 VGR Performance Metric VGR Performance Metric > Higher Is Better a .............................. 53415 |================================= b .............................. 62517 |======================================= AMD Renoir - AMD Ryzen 5 4500U . 62248 |=======================================