7f32 feb

AMD EPYC 7F32 8-Core testing with a ASRockRack EPYCD8 (P2.40 BIOS) and ASPEED on Debian 11 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2302171-NE-7F32FEB4497
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AV1 2 Tests
C/C++ Compiler Tests 5 Tests
CPU Massive 3 Tests
Creator Workloads 6 Tests
Database Test Suite 4 Tests
Encoding 4 Tests
HPC - High Performance Computing 2 Tests
Common Kernel Benchmarks 2 Tests
Multi-Core 7 Tests
Python Tests 3 Tests
Server 4 Tests
Video Encoding 4 Tests

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a
February 17 2023
  5 Hours, 21 Minutes
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February 17 2023
  5 Hours, 20 Minutes
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  5 Hours, 21 Minutes
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7f32 feb, "OpenEMS 0.0.35-86 - Test: pyEMS Coupler", Higher Results Are Better "a", "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "a",2.3871874300003 "b",2.7171968399998 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "a",3.1801046470009 "b",3.0056755400001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "a", "b",2.6854688810017 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "a",5.7888908450004 "b",5.7669616059975 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "a",11.513932159001 "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "a", "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "a",4.7382837330006 "b",4.7795239959996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "a",2.0742761969996 "b",1.9055382919978 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "a",2.3046045200008 "b",2.4909337820027 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "a",1.9582922949994 "b",2.2292759310003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "a",5.0489341659995 "b",5.0247778150006 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "a", "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "a", "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "a",4.1451814209995 "b",4.126641390998 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "a", "b",2.3842832240007 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "a",2.7714344790002 "b",2.4268794180025 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "a",2.2472402080002 "b",2.2211267160019 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "a",5.5897205109995 "b",5.3119838310013 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "a",11.426848613999 "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "a", "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "a",4.3170538710001 "b",4.2911690699984 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "a",1.9273524459986 "b",1.7998762169991 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "a",2.1319420239997 "b",2.0545822400018 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "a",2.0025171649995 "b",2.0230762120009 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "a",4.6402023190003 "b",4.5865671909996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "a", "b",11.522130303001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "a", "b", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "a",4.0281950230001 "b",4.0362832270002 "VVenC 1.7 - Video Input: Bosphorus 4K - Video Preset: Fast", Higher Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1000 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1000 - Mode: Read Only", Higher Results Are Better "a",410669.711029 "b",508680.154112 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1000 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1000 - Mode: Read Write", Higher Results Are Better "a",269.726034 "b",257.959937 "GROMACS 2023 - Implementation: MPI CPU - Input: water_GMX50_bare", Higher Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1000 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1000 - Mode: Read Write", Higher Results Are Better "a",7791.515921 "b",6889.054355 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 800 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 800 - Mode: Read Write", Higher Results Are Better "a",8165.691162 "b",7173.475642 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 800 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 800 - Mode: Read Only", Higher Results Are Better "a",446688.857065 "b",486710.412848 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 500 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 500 - Mode: Read Write", Higher Results Are Better "a",8425.37632 "b",6838.660929 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 500 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 500 - Mode: Read Only", Higher Results Are Better "a",491975.339381 "b",470230.452125 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1 - Mode: Read Only", Higher Results Are Better "a",54842.367277 "b",55388.875069 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 250 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 250 - Mode: Read Only", Higher Results Are Better "a",550536.600992 "b",543855.05082 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 50 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 50 - Mode: Read Only", Higher Results Are Better "a",545223.826735 "b",531797.172549 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 100 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 100 - Mode: Read Write", Higher Results Are Better "a",6893.048222 "b",6055.128009 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 250 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 250 - Mode: Read Write", Higher Results Are Better "a",8126.176837 "b",7068.784232 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 1 - Mode: Read Write", Higher Results Are Better "a",424.546064 "b",423.660434 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 50 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 50 - Mode: Read Write", Higher Results Are Better "a",4855.502428 "b",4515.608381 "PostgreSQL 15 - Scaling Factor: 100 - Clients: 100 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 100 - Clients: 100 - Mode: Read Only", Higher Results Are Better "a",561050.293536 "b",563522.448513 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 800 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 800 - Mode: Read Write", Higher Results Are Better "a",325.541125 "b",329.399435 "AOM AV1 3.6 - Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 500 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 500 - Mode: Read Write", Higher Results Are Better "a",508.672862 "b",487.650888 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 250 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 250 - Mode: Read Write", Higher Results Are Better "a",598.484782 "b",613.677566 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 100 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 100 - Mode: Read Write", Higher Results Are Better "a",657.539243 "b",654.210781 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 50 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 50 - Mode: Read Write", Higher Results Are Better "a",678.270537 "b",675.224494 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1000 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1000 - Mode: Read Only", Higher Results Are Better "a",466800.355562 "b",450620.491812 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 800 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 800 - Mode: Read Only", Higher Results Are Better "a",499391.845499 "b",479473.341575 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 500 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 500 - Mode: Read Only", Higher Results Are Better "a",522138.083053 "b",571774.33521 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1 - Mode: Read Write - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1 - Mode: Read Write", Higher Results Are Better "a",707.870417 "b",702.792428 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 100 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 100 - Mode: Read Only", Higher Results Are Better "a",627441.467825 "b",645704.564637 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 250 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 250 - Mode: Read Only", Higher Results Are Better "a",606074.688294 "b",617508.984849 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 50 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 50 - Mode: Read Only", Higher Results Are Better "a",620982.924377 "b",618290.44343 "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1 - Mode: Read Only - Average Latency", Lower Results Are Better "a", "b", "PostgreSQL 15 - Scaling Factor: 1 - Clients: 1 - Mode: Read Only", Higher Results Are Better "a",61592.783637 "b",64239.230253 "VP9 libvpx Encoding 1.13 - Speed: Speed 0 - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 0 Two-Pass - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "VVenC 1.7 - Video Input: Bosphorus 4K - Video Preset: Faster", Higher Results Are Better "a", "b", "OpenEMS 0.0.35-86 - Test: openEMS MSL_NotchFilter", Higher Results Are Better "a", "b", "VVenC 1.7 - Video Input: Bosphorus 1080p - Video Preset: Fast", Higher Results Are Better "a", "b", "Embree 4.0 - Binary: Pathtracer ISPC - Model: Asian Dragon Obj", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "Embree 4.0 - Binary: Pathtracer - Model: Asian Dragon Obj", Higher Results Are Better "a", "b", "ClickHouse 22.12.3.5 - ", Higher Results Are Better "a", "b", "Embree 4.0 - Binary: Pathtracer ISPC - Model: Crown", Higher Results Are Better "a", "b", "Embree 4.0 - Binary: Pathtracer - Model: Crown", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "VP9 libvpx Encoding 1.13 - Speed: Speed 5 - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "RocksDB 7.9.2 - Test: Random Fill Sync", Higher Results Are Better "a", "b", "Embree 4.0 - Binary: Pathtracer - Model: Asian Dragon", Higher Results Are Better "a", "b", "RocksDB 7.9.2 - Test: Random Fill", Higher Results Are Better "a", "b", "RocksDB 7.9.2 - Test: Update Random", Higher Results Are Better "a", "b", "RocksDB 7.9.2 - Test: Read Random Write Random", Higher Results Are Better "a", "b", "RocksDB 7.9.2 - Test: Read While Writing", Higher Results Are Better "a", "b", "RocksDB 7.9.2 - Test: Random Read", Higher Results Are Better "a", "b", "Embree 4.0 - Binary: Pathtracer ISPC - Model: Asian Dragon", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "VP9 libvpx Encoding 1.13 - Speed: Speed 0 - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Sentiment Analysis, 80% Pruned Quantized BERT Base Uncased - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Segmentation, 90% Pruned YOLACT Pruned - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Detection, YOLOv5s COCO - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 0 Two-Pass - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Detection, YOLOv5s COCO - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-Stream", Lower Results Are Better "a", "b", "Neural Magic DeepSparse 1.3.2 - Model: CV Classification, ResNet-50 ImageNet - Scenario: Synchronous Single-Stream", Higher Results Are Better "a", "b", "VVenC 1.7 - Video Input: Bosphorus 1080p - Video Preset: Faster", Higher Results Are Better "a", "b", "RocksDB 7.9.2 - Test: Sequential Fill", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "VP9 libvpx Encoding 1.13 - Speed: Speed 5 - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "dav1d 1.1 - Video Input: Chimera 1080p 10-bit", Higher Results Are Better "a", "b", "dav1d 1.1 - Video Input: Chimera 1080p", Higher Results Are Better "a", "b", "dav1d 1.1 - Video Input: Summer Nature 4K", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 8 Realtime - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 10 Realtime - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 6 Realtime - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 9 Realtime - Input: Bosphorus 4K", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 8 Realtime - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 6 Realtime - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "dav1d 1.1 - Video Input: Summer Nature 1080p", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 9 Realtime - Input: Bosphorus 1080p", Higher Results Are Better "a", "b", "AOM AV1 3.6 - Encoder Mode: Speed 10 Realtime - Input: Bosphorus 1080p", Higher Results Are Better "a", "b",