IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
c95c567 verified
raw
history blame
11.5 kB
{
"config": {
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base",
"backend": {
"name": "pytorch",
"version": "2.3.1+cu121",
"_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": "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": 66697.293824,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.219-208.866.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": "0.3.1",
"optimum_benchmark_commit": null,
"transformers_version": "4.42.4",
"transformers_commit": null,
"accelerate_version": "0.32.1",
"accelerate_commit": null,
"diffusers_version": "0.29.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.7",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"forward": {
"memory": {
"unit": "MB",
"max_ram": 907.804672,
"max_global_vram": 1195.900928,
"max_process_vram": 0.0,
"max_reserved": 555.74528,
"max_allocated": 508.993536
},
"latency": {
"unit": "s",
"count": 155,
"total": 0.9963036789894105,
"mean": 0.006427765670899423,
"stdev": 0.0001464225809075445,
"p50": 0.006393856048583985,
"p90": 0.0065888257026672364,
"p95": 0.006675456047058105,
"p99": 0.00694667275428772,
"values": [
0.00722431993484497,
0.006873087882995605,
0.0066375679969787596,
0.0065730881690979,
0.006574079990386963,
0.006624256134033203,
0.0065474557876586915,
0.0065372161865234375,
0.006619135856628418,
0.006404064178466797,
0.0064440321922302245,
0.006401023864746094,
0.00636518383026123,
0.006405119895935059,
0.006364160060882569,
0.006354944229125976,
0.0063201279640197755,
0.006404096126556396,
0.006467616081237793,
0.006441984176635742,
0.006536191940307618,
0.006996992111206054,
0.006845439910888672,
0.006744063854217529,
0.006370304107666015,
0.006404096126556396,
0.006487040042877197,
0.006482944011688232,
0.006500351905822754,
0.006466559886932373,
0.006487040042877197,
0.006366208076477051,
0.006494207859039307,
0.0064430079460144046,
0.006428671836853027,
0.0064767999649047855,
0.0064174079895019534,
0.006329343795776367,
0.006307839870452881,
0.00628223991394043,
0.006397952079772949,
0.0063508481979370115,
0.006347775936126709,
0.006421504020690918,
0.0063508481979370115,
0.006487040042877197,
0.0065710082054138185,
0.006598656177520752,
0.006601727962493896,
0.006448128223419189,
0.006525951862335205,
0.0064737281799316405,
0.006334464073181153,
0.006487040042877197,
0.00648089599609375,
0.006491104125976563,
0.006427648067474365,
0.006426623821258545,
0.0064767999649047855,
0.006326272010803223,
0.006310912132263183,
0.0064757437705993655,
0.00637440013885498,
0.006461440086364746,
0.006462431907653808,
0.006375423908233643,
0.006400000095367431,
0.006346752166748047,
0.006416384220123291,
0.006388735771179199,
0.0064143362045288085,
0.006411200046539307,
0.00638976001739502,
0.006493216037750244,
0.006494207859039307,
0.006469632148742676,
0.006471680164337158,
0.0064767999649047855,
0.0064133119583129885,
0.006425600051879882,
0.006441984176635742,
0.0063508481979370115,
0.006386655807495117,
0.006426623821258545,
0.006343616008758545,
0.006301695823669433,
0.00632422399520874,
0.006190080165863037,
0.006358975887298584,
0.006310912132263183,
0.006107135772705078,
0.006049791812896729,
0.006032383918762207,
0.006387712001800537,
0.006561791896820069,
0.006675456047058105,
0.0066334400177001955,
0.006675456047058105,
0.006760447978973389,
0.006903808116912841,
0.006618112087249756,
0.006368256092071533,
0.006387712001800537,
0.00637337589263916,
0.006363135814666748,
0.006409215927124024,
0.0063498239517211915,
0.006377471923828125,
0.00637337589263916,
0.006305823802947998,
0.006313983917236328,
0.0062638077735900875,
0.006285312175750732,
0.006314015865325927,
0.006385663986206055,
0.00642252779006958,
0.006355967998504639,
0.006403071880340576,
0.006405119895935059,
0.0063569917678833006,
0.006379519939422608,
0.006310912132263183,
0.006377471923828125,
0.006342656135559082,
0.006393856048583985,
0.006366208076477051,
0.006347775936126709,
0.006384640216827392,
0.006364128112792969,
0.006348800182342529,
0.0063498239517211915,
0.006312960147857666,
0.006333439826965332,
0.0063907837867736815,
0.006344704151153564,
0.006339583873748779,
0.0063610877990722655,
0.006348800182342529,
0.006379519939422608,
0.006347775936126709,
0.0063569917678833006,
0.006388735771179199,
0.006503424167633057,
0.006405119895935059,
0.0063569917678833006,
0.006346752166748047,
0.006395904064178467,
0.006343679904937744,
0.006395904064178467,
0.006336575984954834,
0.0063170561790466305,
0.006363135814666748,
0.006359039783477783,
0.006375423908233643,
0.006331391811370849
]
},
"throughput": {
"unit": "samples/s",
"value": 155.5750553457983
},
"energy": {
"unit": "kWh",
"cpu": 7.188039192234178e-08,
"ram": 3.9135237377789154e-08,
"gpu": 1.3110954263855346e-07,
"total": 2.421251719386844e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 4130095.1569514596
}
}
}
}