[ { "50.00 percentile latency (ns)": 17234571, "90.00 percentile latency (ns)": 17271744, "90th percentile latency (ns)": 17271744, "95.00 percentile latency (ns)": 17285321, "97.00 percentile latency (ns)": 17302679, "99.00 percentile latency (ns)": 17478537, "99.90 percentile latency (ns)": 17769324, "Max latency (ns)": 26656064, "Mean latency (ns)": 17228509, "Min duration satisfied": "Yes", "Min latency (ns)": 16742609, "Min queries satisfied": "Yes", "Mode": "PerformanceOnly", "QPS w/ loadgen overhead": 57.83, "QPS w/o loadgen overhead": 58.04, "Result is": "VALID", "SUT name": "MOBILINT", "Scenario": "singlestream", "accelerator_frequency": "195MHz", "accelerator_host_interconnect": "PCIe 3.0 x16", "accelerator_interconnect": "N/A", "accelerator_interconnect_topology": "N/A", "accelerator_memory_capacity": "64GB", "accelerator_memory_configuration": "DDR4", "accelerator_model_name": "Xilinx Alveo U250", "accelerator_on-chip_memories": "54MB", "accelerators_per_node": 1, "accuracy_log_probability": 0, "accuracy_log_rng_seed": 0, "accuracy_log_sampling_target": 0, "characteristics.90th_percentile_latency_ms": 17.271744, "characteristics.90th_percentile_latency_ns": 17271744.0, "characteristics.90th_percentile_latency_s": 0.017271744, "characteristics.90th_percentile_latency_us": 17271.744, "characteristics.accuracy": 76.152, "characteristics.good": 38076, "characteristics.total": 50000, "ck_system": "mobilint_edge", "ck_used": true, "cooling": "", "dataset": "ImageNet 2012", "dataset_link": "https://github.com/ctuning/ck/blob/master/docs/mlperf-automation/datasets/imagenet2012.md", "dim_x_default": "characteristics.90th_percentile_latency_ms", "dim_y_default": "characteristics.accuracy", "dim_y_maximize": true, "division": "closed", "formal_model": "resnet50-v1.5", "formal_model_accuracy": 99.0, "formal_model_link": "https://github.com/mlcommons/ck-mlops/tree/main/package", "framework": "Internal Framework", "host_memory_capacity": "64GB", "host_memory_configuration": "", "host_networking": "", "host_networking_topology": "", "host_processor_caches": "", "host_processor_core_count": 120, "host_processor_frequency": "3.60GHz", "host_processor_interconnect": "", "host_processor_model_name": "AMD EPYC 7V13 64-Core Processor", "host_processors_per_node": 1, "host_storage_capacity": "512GB", "host_storage_type": "SSD", "hw_notes": "", "informal_model": "resnet", "input_data_types": "int8", "key.accuracy": "characteristics.accuracy", "max_async_queries": 1, "max_duration (ms)": 0, "max_query_count": 0, "min_duration (ms)": 600000, "min_query_count": 1024, "mlperf_version": 1.0, "normalize_cores": 1, "normalize_processors": 1, "note_code": "https://github.com/mlcommons/inference_results_v1.0/tree/master/closed/Mobilint/code", "note_details": "https://github.com/mlcommons/inference_results_v1.0/tree/master/closed/Mobilint/results/mobilint_edge", "number_of_nodes": 1, "operating_system": "Ubuntu 18.04.5 LTS (Linux-5.4.0-1055-azure-x86_64-with-Ubuntu-18.04-bionic)", "other_software_stack": "N/A; GCC 7.5.0; Python 3.7.10", "performance_issue_same": 0, "performance_issue_same_index": 0, "performance_issue_unique": 0, "performance_sample_count": 1024, "print_timestamps": 0, "problem": false, "qsl_rng_seed": 7322528924094909334, "retraining": "None", "sample_index_rng_seed": 1570999273408051088, "samples_per_query": 1, "schedule_rng_seed": 3507442325620259414, "starting_weights_filename": "https://zenodo.org/record/2592612/files/resnet50_v1.onnx", "status": "rdi", "submitter": "Mobilint", "submitter_link": "https://github.com/ctuning/ck-mlperf-inference/tree/main/bench.mlperf.submitter/Mobilint", "sw_notes": "N/APowered by CK v2.5.8 (https://github.com/ctuning/ck)", "system_link": "https://github.com/ctuning/ck-mlperf-inference/tree/main/bench.mlperf.system/mobilint_edge", "system_name": "Microsoft Corporation 7.0 (Virtual Machine)", "system_type": "edge", "target_latency (ns)": 0, "target_qps": 58.8235, "task": "image classification", "task2": "image classification", "total_cores": 120, "uid": "f2400ac6a9a46508", "use_accelerator": true, "weight_data_types": "int8", "weight_transformations": "Refer to the calibration process" }, { "50.00 percentile latency (ns)": 37434426, "90.00 percentile latency (ns)": 37458146, "90th percentile latency (ns)": 37458146, "95.00 percentile latency (ns)": 37473275, "97.00 percentile latency (ns)": 37499063, "99.00 percentile latency (ns)": 37645565, "99.90 percentile latency (ns)": 37791887, "Max latency (ns)": 37807567, "Mean latency (ns)": 37439767, "Min duration satisfied": "Yes", "Min latency (ns)": 37373201, "Min queries satisfied": "Yes", "Mode": "Performance", "QPS w/ loadgen overhead": 26.71, "QPS w/o loadgen overhead": 26.71, "Result is": "VALID", "SUT name": "MOBILINT", "Scenario": "singlestream", "accelerator_frequency": "250MHz", "accelerator_host_interconnect": "PCIe 3.0 x16", "accelerator_interconnect": "N/A", "accelerator_interconnect_topology": "N/A", "accelerator_memory_capacity": "64GB", "accelerator_memory_configuration": "DDR4", "accelerator_model_name": "Xilinx Alveo U250", "accelerator_on-chip_memories": "54MB", "accelerators_per_node": 1, "accuracy_log_probability": 0, "accuracy_log_rng_seed": 0, "accuracy_log_sampling_target": 0, "characteristics.90th_percentile_latency_ms": 37.458146, "characteristics.90th_percentile_latency_ns": 37458146.0, "characteristics.90th_percentile_latency_s": 0.037458146, "characteristics.90th_percentile_latency_us": 37458.146, "characteristics.accuracy": 76.318, "characteristics.good": 38159, "characteristics.total": 50000, "ck_system": "mobilint_edge", "ck_used": false, "dataset": "ImageNet 2012", "dataset_link": "https://github.com/ctuning/ck/blob/master/docs/mlperf-automation/datasets/imagenet2012.md", "dim_x_default": "characteristics.90th_percentile_latency_ms", "dim_y_default": "characteristics.accuracy", "dim_y_maximize": true, "division": "closed", "formal_model": "resnet50-v1.5", "formal_model_accuracy": 99.0, "formal_model_link": "https://github.com/mlcommons/ck-mlops/tree/main/package", "framework": "Internal Framework", "host_memory_capacity": "64GB", "host_processor_core_count": 8, "host_processor_frequency": "3.60GHz", "host_processor_model_name": "Intel(R) Core(TM) i7-9700K CPU @ 3.60GHz", "host_processors_per_node": 1, "host_storage_capacity": "512GB", "host_storage_type": "SSD", "informal_model": "resnet", "input_data_types": "int8", "key.accuracy": "characteristics.accuracy", "max_async_queries": 1, "max_duration (ms)": 0, "max_query_count": 0, "min_duration (ms)": 60000, "min_query_count": 1024, "mlperf_version": 0.7, "normalize_cores": 1, "normalize_processors": 1, "note_code": "https://github.com/mlcommons/inference_results_v0.7/tree/master/closed/Mobilint/code", "note_details": "https://github.com/mlcommons/inference_results_v0.7/tree/master/closed/Mobilint/results/mobilint_edge", "number_of_nodes": 1, "operating_system": "Ubuntu 18.04.4 LTS", "other_software_stack": "N/A", "performance_issue_same": true, "performance_issue_same_index": 0, "performance_issue_unique": true, "performance_sample_count": 1024, "print_timestamps": true, "problem": false, "qsl_rng_seed": 12786827339337101903, "retraining": "None", "sample_index_rng_seed": 12640797754436136668, "samples_per_query": 1, "schedule_rng_seed": 3135815929913719677, "starting_weights_filename": "https://zenodo.org/record/2592612/files/resnet50_v1.onnx", "status": "Research, Development, or Internal", "submitter": "Mobilint", "submitter_link": "https://github.com/ctuning/ck-mlperf-inference/tree/main/bench.mlperf.submitter/Mobilint", "sw_notes": "N/A", "system_link": "https://github.com/ctuning/ck-mlperf-inference/tree/main/bench.mlperf.system/mobilint_edge", "system_name": "Mobilint Edge", "system_type": "edge", "target_latency (ns)": 0, "target_qps": 90.9091, "task": "image classification", "task2": "image classification", "total_cores": 8, "uid": "de382b45f0999473", "use_accelerator": true, "weight_data_types": "int8", "weight_transformations": "Refer to the calibration process" } ]