IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
24510ee verified
raw
history blame
11.8 kB
{
"config": {
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base",
"backend": {
"name": "pytorch",
"version": "2.2.0.dev20231010+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": 956.653568,
"max_global_vram": 68702.69952,
"max_process_vram": 48559.0016,
"max_reserved": 555.74528,
"max_allocated": 499.374592
},
"latency": {
"unit": "s",
"count": 1,
"total": 13.49783203125,
"mean": 13.49783203125,
"stdev": 0.0,
"p50": 13.49783203125,
"p90": 13.49783203125,
"p95": 13.49783203125,
"p99": 13.49783203125,
"values": [
13.49783203125
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1083.199488,
"max_global_vram": 68702.69952,
"max_process_vram": 236130.107392,
"max_reserved": 555.74528,
"max_allocated": 499.4432
},
"latency": {
"unit": "s",
"count": 139,
"total": 0.9951768388748163,
"mean": 0.007159545603415948,
"stdev": 0.0006315001967650073,
"p50": 0.006950863838195801,
"p90": 0.007696941184997559,
"p95": 0.007734189796447754,
"p99": 0.008318578567504887,
"values": [
0.00754078197479248,
0.007201423168182373,
0.006989422798156738,
0.006976943016052246,
0.007044464111328125,
0.007042863845825195,
0.007024463176727295,
0.006998863220214844,
0.007402863025665283,
0.0070651030540466305,
0.007071183204650879,
0.007073742866516113,
0.007023344039916992,
0.006997903823852539,
0.006957423210144043,
0.006950863838195801,
0.006992463111877441,
0.006899343967437744,
0.006966063976287842,
0.006909903049468994,
0.006905104160308838,
0.006902224063873291,
0.006912784099578857,
0.006943822860717774,
0.0069193439483642575,
0.006930542945861816,
0.006849743843078613,
0.006877264022827148,
0.00685774278640747,
0.006816463947296143,
0.0068171038627624515,
0.008625739097595215,
0.007732781887054443,
0.006983663082122803,
0.00681054401397705,
0.006798863887786865,
0.006871663093566895,
0.007701422214508057,
0.0077468609809875485,
0.007817421913146973,
0.007580301761627197,
0.0077108612060546875,
0.007672942161560058,
0.007698222160339356,
0.007655342102050781,
0.007523662090301514,
0.007569901943206787,
0.007592462062835694,
0.00761726188659668,
0.013086849212646485,
0.0073270220756530766,
0.007279343128204345,
0.007235982894897461,
0.006830862998962402,
0.0067854242324829105,
0.006840144157409668,
0.006794384002685547,
0.0068211030960083005,
0.006773903846740723,
0.00680622386932373,
0.006802063941955566,
0.0068030238151550295,
0.006821104049682617,
0.006798384189605713,
0.006774543762207031,
0.006835663795471191,
0.006778863906860352,
0.006815983772277832,
0.0067956638336181645,
0.006777743816375733,
0.006802224159240723,
0.0068177437782287595,
0.0067956638336181645,
0.006805903911590576,
0.006775343894958496,
0.006807343006134033,
0.0067670240402221676,
0.006777103900909424,
0.006780464172363282,
0.006789904117584228,
0.0067670240402221676,
0.006824143886566162,
0.006811823844909668,
0.006793424129486084,
0.006806863784790039,
0.006820464134216308,
0.006795983791351318,
0.0070155029296875,
0.006795504093170166,
0.00679534387588501,
0.006761424064636231,
0.006818062782287597,
0.0067811040878295896,
0.0067878241539001466,
0.006800784111022949,
0.00677342414855957,
0.006780623912811279,
0.006764304161071777,
0.006774384021759033,
0.006788623809814453,
0.006761104106903076,
0.0067889437675476075,
0.0067878241539001466,
0.006870384216308594,
0.007296623229980469,
0.007223981857299805,
0.007140303134918213,
0.007157742977142334,
0.007104463100433349,
0.007279343128204345,
0.007209103107452392,
0.007016783237457276,
0.006776303768157959,
0.006845424175262451,
0.0076966209411621096,
0.007651182174682617,
0.007677422046661377,
0.00749278211593628,
0.0070339031219482425,
0.007509101867675781,
0.007716782093048095,
0.0076827011108398435,
0.007786702156066894,
0.007731660842895508,
0.007686701774597168,
0.007671502113342285,
0.007647500991821289,
0.007654222011566162,
0.007668302059173584,
0.007486542224884033,
0.007468942165374756,
0.007748140811920166,
0.007672300815582275,
0.007753101825714112,
0.007665262222290039,
0.007721581935882568,
0.007670701980590821,
0.007494381904602051,
0.006799344062805176
]
},
"throughput": {
"unit": "samples/s",
"value": 139.67366860864493
},
"energy": null,
"efficiency": null
}
}
}