IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
8f89038 verified
raw
history blame
11.9 kB
{
"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": 1082014.482432,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-122-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": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.45.2",
"transformers_commit": null,
"accelerate_version": "1.0.0",
"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": "0.13.0",
"peft_commit": null
},
"print_report": true,
"log_report": true
},
"report": {
"load": {
"memory": {
"unit": "MB",
"max_ram": 1106.399232,
"max_global_vram": 68702.69952,
"max_process_vram": 5034.995712,
"max_reserved": 555.74528,
"max_allocated": 499.374592
},
"latency": {
"unit": "s",
"values": [
0.08823426818847656
],
"count": 1,
"total": 0.08823426818847656,
"mean": 0.08823426818847656,
"p50": 0.08823426818847656,
"p90": 0.08823426818847656,
"p95": 0.08823426818847656,
"p99": 0.08823426818847656,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": null,
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1229.266944,
"max_global_vram": 68702.69952,
"max_process_vram": 240368.51712,
"max_reserved": 555.74528,
"max_allocated": 499.442688
},
"latency": {
"unit": "s",
"values": [
0.0073913359642028805,
0.006959016799926758,
0.007017096996307373,
0.007023976802825928,
0.0070186958312988285,
0.006996457099914551,
0.006969417095184326,
0.006996296882629395,
0.007003016948699951,
0.006975337028503418,
0.007223495960235596,
0.006973896980285645,
0.006992136955261231,
0.00696317720413208,
0.00697357702255249,
0.006967977046966552,
0.007017736911773682,
0.006987657070159912,
0.00699709701538086,
0.006963497161865235,
0.007229735851287842,
0.007316775798797607,
0.007073575973510742,
0.006982057094573974,
0.007027017116546631,
0.006984776973724365,
0.007049097061157227,
0.0070402960777282714,
0.0070142168998718266,
0.007015817165374756,
0.00698013687133789,
0.006954697132110596,
0.007028296947479248,
0.007011177062988282,
0.007062857151031494,
0.007006377220153809,
0.007049256801605224,
0.006950216770172119,
0.007016936779022217,
0.007023336887359619,
0.006968937873840332,
0.007002857208251953,
0.007018537044525147,
0.007001576900482177,
0.007003336906433105,
0.006985897064208984,
0.007011335849761963,
0.00700141716003418,
0.0069623770713806155,
0.007082696914672852,
0.007189256191253662,
0.007008936882019043,
0.007025897026062012,
0.007030537128448486,
0.007044137001037598,
0.0070217370986938475,
0.0070450959205627444,
0.006983497142791748,
0.00703901720046997,
0.006984776973724365,
0.007036937236785889,
0.006999337196350098,
0.007040777206420898,
0.007035497188568115,
0.006973257064819336,
0.0070002970695495605,
0.007024937152862549,
0.00700797700881958,
0.007731814861297607,
0.007927974224090577,
0.007959174156188966,
0.007507015228271485,
0.007504934787750244,
0.007508454799652099,
0.007500455856323242,
0.007535336017608643,
0.007558536052703857,
0.0075399761199951175,
0.007557096004486084,
0.007422215938568115,
0.007960453987121582,
0.007581894874572754,
0.007338535785675049,
0.007331655979156494,
0.007399655818939209,
0.007451655864715576,
0.007441895008087158,
0.007452136039733887,
0.007446375846862793,
0.007398855209350586,
0.007314055919647217,
0.007001896858215332,
0.007013257026672363,
0.006996137142181396,
0.007047175884246826,
0.0069201369285583495,
0.007051177024841308,
0.007025257110595703,
0.007633735179901123,
0.00790765380859375,
0.00791581392288208,
0.007781414031982422,
0.007420774936676026,
0.007353096008300781,
0.007391975879669189,
0.007439655780792236,
0.007467814922332764,
0.007491974830627441,
0.007387976169586182,
0.007309735774993897,
0.007421895027160645,
0.00795453405380249,
0.007721573829650879,
0.007495814800262451,
0.007544136047363282,
0.0074922962188720705,
0.007526535034179688,
0.007502854824066162,
0.00748605489730835,
0.007390535831451416,
0.007319174766540528,
0.007027976989746094,
0.007083817005157471,
0.0070279760360717775,
0.007049097061157227,
0.007023016929626465,
0.007029897212982178,
0.00702077579498291,
0.00699709701538086,
0.006968297004699707,
0.007021256923675537,
0.007041576862335205,
0.007076937198638916,
0.006998696804046631,
0.007008616924285889,
0.006979176044464111,
0.007056295871734619,
0.007101256847381592,
0.007033096790313721
],
"count": 139,
"total": 1.0000855083465572,
"mean": 0.007194859772277393,
"p50": 0.007036937236785889,
"p90": 0.0075408081054687505,
"p95": 0.007736774778366089,
"p99": 0.007957410917282104,
"stdev": 0.00026941847342994976,
"stdev_": 3.7445965864136723
},
"throughput": {
"unit": "samples/s",
"value": 138.98811535606475
},
"energy": null,
"efficiency": null
}
}
}