IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
49b8e9f
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+rocm5.7", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-classification", | |
"library": "transformers", | |
"model_type": "roberta", | |
"model": "FacebookAI/roberta-base", | |
"processor": "FacebookAI/roberta-base", | |
"device": "cuda", | |
"device_ids": "5", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"model_kwargs": {}, | |
"processor_kwargs": {}, | |
"no_weights": true, | |
"device_map": null, | |
"torch_dtype": null, | |
"eval_mode": true, | |
"to_bettertransformer": false, | |
"low_cpu_mem_usage": null, | |
"attn_implementation": null, | |
"cache_implementation": null, | |
"autocast_enabled": false, | |
"autocast_dtype": null, | |
"torch_compile": false, | |
"torch_compile_target": "forward", | |
"torch_compile_config": {}, | |
"quantization_scheme": null, | |
"quantization_config": {}, | |
"deepspeed_inference": false, | |
"deepspeed_inference_config": {}, | |
"peft_type": null, | |
"peft_config": {} | |
}, | |
"scenario": { | |
"name": "inference", | |
"_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario", | |
"iterations": 1, | |
"duration": 1, | |
"warmup_runs": 1, | |
"input_shapes": { | |
"batch_size": 1, | |
"num_choices": 2, | |
"sequence_length": 2 | |
}, | |
"new_tokens": null, | |
"memory": true, | |
"latency": true, | |
"energy": false, | |
"forward_kwargs": {}, | |
"generate_kwargs": { | |
"max_new_tokens": 2, | |
"min_new_tokens": 2 | |
}, | |
"call_kwargs": { | |
"num_inference_steps": 2 | |
} | |
}, | |
"launcher": { | |
"name": "process", | |
"_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", | |
"device_isolation": true, | |
"device_isolation_action": "warn", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7763 64-Core Processor", | |
"cpu_count": 128, | |
"cpu_ram_mb": 1082015.256576, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]" | |
], | |
"gpu_count": 8, | |
"gpu_vram_mb": 549621596160, | |
"optimum_benchmark_version": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.34.2", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": "0.12.0", | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1079.435264, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 51176.861696, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 9.796236328125, | |
"mean": 9.796236328125, | |
"stdev": 0.0, | |
"p50": 9.796236328125, | |
"p90": 9.796236328125, | |
"p95": 9.796236328125, | |
"p99": 9.796236328125, | |
"values": [ | |
9.796236328125 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1196.42112, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 252628.004864, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.4432 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 125, | |
"total": 0.9985414254665373, | |
"mean": 0.007988331403732299, | |
"stdev": 0.0012301193633842949, | |
"p50": 0.007905738830566406, | |
"p90": 0.008065547180175782, | |
"p95": 0.00810548267364502, | |
"p99": 0.012635256919860869, | |
"values": [ | |
0.008097739219665527, | |
0.008018058776855469, | |
0.008101899147033692, | |
0.008075339317321777, | |
0.008106378555297852, | |
0.008062859535217286, | |
0.008378539085388183, | |
0.008067338943481446, | |
0.008032138824462891, | |
0.008025738716125488, | |
0.007987180233001708, | |
0.007964138984680175, | |
0.007974538803100586, | |
0.007950860023498535, | |
0.007960459232330323, | |
0.007884779930114745, | |
0.00792077922821045, | |
0.007871500015258789, | |
0.007951659202575683, | |
0.00787966012954712, | |
0.007905738830566406, | |
0.007915500164031983, | |
0.007825739860534668, | |
0.007848139762878417, | |
0.007835820198059082, | |
0.00785517978668213, | |
0.007873260021209716, | |
0.0078818998336792, | |
0.007852458953857422, | |
0.007892940044403076, | |
0.007806859970092774, | |
0.007830379009246826, | |
0.01852987289428711, | |
0.002336313962936401, | |
0.005396786212921142, | |
0.00785998010635376, | |
0.00784957981109619, | |
0.007827020168304444, | |
0.00789870023727417, | |
0.007858699798583984, | |
0.007896780014038086, | |
0.007881258964538574, | |
0.007900300025939942, | |
0.007896618843078613, | |
0.007945899963378905, | |
0.008012779235839844, | |
0.007971339225769043, | |
0.007924620151519776, | |
0.007938539028167725, | |
0.007877260208129884, | |
0.00791261911392212, | |
0.007902219772338867, | |
0.00789565896987915, | |
0.007911019802093506, | |
0.007909578800201416, | |
0.007987020015716552, | |
0.007893579006195068, | |
0.007879499912261962, | |
0.007844299793243407, | |
0.007842219829559327, | |
0.007819180011749267, | |
0.00785181999206543, | |
0.007882699966430665, | |
0.008090378761291504, | |
0.00801837921142578, | |
0.00797790002822876, | |
0.00794253921508789, | |
0.007904139995574952, | |
0.007904778957366944, | |
0.007980460166931153, | |
0.008108939170837402, | |
0.007963980197906494, | |
0.008075498580932617, | |
0.007978538990020751, | |
0.008006218910217286, | |
0.008011659622192384, | |
0.013979483604431152, | |
0.006547183036804199, | |
0.008047019004821777, | |
0.00796125888824463, | |
0.007926060199737548, | |
0.007931499004364014, | |
0.007877099990844726, | |
0.007977259159088135, | |
0.007859819889068604, | |
0.007929738998413085, | |
0.007889900207519531, | |
0.007886858940124511, | |
0.007872779846191407, | |
0.007861899852752685, | |
0.00782637882232666, | |
0.00791614007949829, | |
0.008268617630004882, | |
0.00818701934814453, | |
0.008041739463806152, | |
0.007989419937133788, | |
0.007984458923339844, | |
0.007922060012817382, | |
0.007937900066375733, | |
0.007877580165863037, | |
0.007890378952026367, | |
0.007911499977111816, | |
0.0079945387840271, | |
0.0078850998878479, | |
0.007866219997406006, | |
0.00789981985092163, | |
0.007936299800872803, | |
0.007911980152130127, | |
0.007903820037841796, | |
0.00791629981994629, | |
0.007880780220031738, | |
0.007882859230041504, | |
0.007920300006866455, | |
0.007844139099121093, | |
0.007812300205230713, | |
0.007905739784240723, | |
0.007875339031219482, | |
0.007847179889678955, | |
0.007848939895629882, | |
0.007922539234161377, | |
0.00788205909729004, | |
0.007858699798583984, | |
0.007828139781951904, | |
0.007836619853973388, | |
0.00784798002243042 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 125.18258813508677 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |