
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
2499869
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.0+cu121", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-classification", | |
"library": "transformers", | |
"model": "FacebookAI/roberta-base", | |
"processor": "FacebookAI/roberta-base", | |
"device": "cuda", | |
"device_ids": "0", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"model_kwargs": {}, | |
"processor_kwargs": {}, | |
"hub_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, | |
"latency": true, | |
"memory": true, | |
"energy": true, | |
"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": "error", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7R32", | |
"cpu_count": 16, | |
"cpu_ram_mb": 66697.29792, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"NVIDIA A10G" | |
], | |
"gpu_count": 1, | |
"gpu_vram_mb": 24146608128, | |
"optimum_benchmark_version": "0.2.1", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.41.0", | |
"transformers_commit": null, | |
"accelerate_version": "0.30.1", | |
"accelerate_commit": null, | |
"diffusers_version": "0.27.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.3", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 901.390336, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993536 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 151, | |
"total": 1.0003025608062743, | |
"mean": 0.006624520270240229, | |
"stdev": 0.00026897390484817554, | |
"p50": 0.006576128005981445, | |
"p90": 0.007035903930664063, | |
"p95": 0.007178751945495606, | |
"p99": 0.007214079856872559, | |
"values": [ | |
0.007490560054779053, | |
0.007181312084197998, | |
0.007186431884765625, | |
0.007176191806793213, | |
0.007184383869171143, | |
0.007162879943847656, | |
0.007205887794494629, | |
0.0071905279159545895, | |
0.0070891518592834475, | |
0.007218175888061523, | |
0.007124991893768311, | |
0.006972415924072266, | |
0.006922239780426025, | |
0.006985727787017822, | |
0.0070348801612854, | |
0.007105535984039306, | |
0.0070891518592834475, | |
0.007030784130096435, | |
0.007030784130096435, | |
0.007028736114501953, | |
0.0070348801612854, | |
0.006980607986450196, | |
0.0070348801612854, | |
0.007065599918365479, | |
0.007035903930664063, | |
0.006700032234191895, | |
0.006724607944488525, | |
0.006738944053649902, | |
0.006626304149627686, | |
0.006615039825439453, | |
0.006649856090545654, | |
0.006609888076782227, | |
0.006625279903411865, | |
0.006731711864471436, | |
0.006699007987976074, | |
0.006762495994567871, | |
0.0067717118263244626, | |
0.00671123218536377, | |
0.006731776237487793, | |
0.006678592205047607, | |
0.0067092800140380856, | |
0.0066713600158691405, | |
0.006709248065948486, | |
0.0067123198509216305, | |
0.006615039825439453, | |
0.006635519981384277, | |
0.006660096168518067, | |
0.006633471965789795, | |
0.0067420158386230465, | |
0.006632448196411133, | |
0.006606847763061524, | |
0.006662144184112549, | |
0.006662144184112549, | |
0.006618175983428955, | |
0.006661119937896728, | |
0.00667955207824707, | |
0.006684671878814697, | |
0.006748223781585693, | |
0.00672051191329956, | |
0.0066703038215637205, | |
0.006673408031463623, | |
0.006673408031463623, | |
0.006662144184112549, | |
0.006711296081542969, | |
0.006592512130737305, | |
0.006482944011688232, | |
0.006426623821258545, | |
0.006569983959197998, | |
0.006568960189819336, | |
0.006403071880340576, | |
0.006294528007507324, | |
0.006301695823669433, | |
0.00638259220123291, | |
0.006330368041992188, | |
0.006700032234191895, | |
0.006894591808319092, | |
0.00684438419342041, | |
0.006927360057830811, | |
0.007209983825683594, | |
0.0067338237762451176, | |
0.0066938881874084475, | |
0.006511616230010986, | |
0.006425600051879882, | |
0.006387712001800537, | |
0.006479872226715088, | |
0.006489088058471679, | |
0.006590464115142822, | |
0.006594560146331787, | |
0.0065382399559021, | |
0.006539328098297119, | |
0.006556640148162842, | |
0.006494207859039307, | |
0.006555647850036621, | |
0.0065064959526062015, | |
0.006550528049468994, | |
0.006559711933135986, | |
0.006511680126190186, | |
0.006500351905822754, | |
0.006563839912414551, | |
0.006524928092956543, | |
0.006519807815551758, | |
0.006563839912414551, | |
0.006494207859039307, | |
0.006532095909118653, | |
0.006542335987091064, | |
0.006495232105255127, | |
0.0065443840026855465, | |
0.0065413122177124024, | |
0.00642252779006958, | |
0.006335487842559814, | |
0.006296576023101807, | |
0.006339583873748779, | |
0.006313983917236328, | |
0.006318079948425293, | |
0.006338560104370118, | |
0.006294528007507324, | |
0.0063508481979370115, | |
0.006307807922363282, | |
0.006449151992797852, | |
0.0063201279640197755, | |
0.006266880035400391, | |
0.006308864116668702, | |
0.00628326416015625, | |
0.006303743839263916, | |
0.006312960147857666, | |
0.0063006081581115725, | |
0.006319104194641113, | |
0.006275072097778321, | |
0.0063170561790466305, | |
0.006304768085479737, | |
0.006328320026397705, | |
0.006333439826965332, | |
0.006315008163452148, | |
0.006322175979614258, | |
0.006303743839263916, | |
0.006306816101074219, | |
0.006309887886047363, | |
0.006276095867156982, | |
0.006311935901641846, | |
0.00628326416015625, | |
0.006300672054290772, | |
0.006326272010803223, | |
0.006565887928009034, | |
0.006554624080657959, | |
0.006520832061767578, | |
0.00657919979095459, | |
0.0065413122177124024, | |
0.0065064959526062015, | |
0.006552576065063476, | |
0.006576128005981445, | |
0.006543360233306885 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 150.95432713707078 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.50176660957551e-08, | |
"ram": 4.101230770750509e-08, | |
"gpu": 1.4085454306329198e-07, | |
"total": 2.5688451686655216e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3892799.8160336213 | |
} | |
} | |
} | |
} |