IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
b1675db verified
raw
history blame
11.4 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": "6",
"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": 956.70272,
"max_global_vram": 68702.69952,
"max_process_vram": 51799.769088,
"max_reserved": 555.74528,
"max_allocated": 499.374592
},
"latency": {
"unit": "s",
"count": 1,
"total": 14.376361328125,
"mean": 14.376361328125,
"stdev": 0.0,
"p50": 14.376361328125,
"p90": 14.376361328125,
"p95": 14.376361328125,
"p99": 14.376361328125,
"values": [
14.376361328125
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1083.510784,
"max_global_vram": 68702.69952,
"max_process_vram": 250262.605824,
"max_reserved": 555.74528,
"max_allocated": 499.4432
},
"latency": {
"unit": "s",
"count": 129,
"total": 1.0015675950050356,
"mean": 0.0077640898837599654,
"stdev": 0.0002461885232652437,
"p50": 0.007728496074676514,
"p90": 0.00803633689880371,
"p95": 0.0081388973236084,
"p99": 0.008609074745178222,
"values": [
0.007872976779937745,
0.007894096851348877,
0.00810545825958252,
0.008127376556396485,
0.008183697700500488,
0.008060497283935547,
0.008027378082275391,
0.00800689697265625,
0.008245457649230957,
0.00788785696029663,
0.007896017074584961,
0.007847696781158446,
0.007828176975250244,
0.007693777084350586,
0.007692815780639649,
0.007690415859222412,
0.007688497066497803,
0.007675055980682373,
0.007761137008666992,
0.007706737041473389,
0.0076558561325073245,
0.00767937707901001,
0.007628496170043945,
0.007641295909881592,
0.007704017162322998,
0.007666575908660889,
0.0076672167778015134,
0.007648816108703613,
0.007648976802825927,
0.00777489709854126,
0.007728496074676514,
0.007770256996154785,
0.00774321699142456,
0.0077585768699646,
0.007719696044921875,
0.00894257926940918,
0.008348017692565919,
0.00795393705368042,
0.007996336936950683,
0.007941617965698242,
0.008038577079772949,
0.007974096775054932,
0.007903057098388672,
0.007867537021636962,
0.007766897201538086,
0.007764976978302002,
0.0078104171752929686,
0.00774273681640625,
0.007695695877075195,
0.007681937217712403,
0.007843697071075439,
0.007730096817016602,
0.007772975921630859,
0.00782449722290039,
0.007766417026519775,
0.007705296993255615,
0.007616176128387451,
0.007658417224884033,
0.0075800161361694336,
0.007597776889801025,
0.007607855796813965,
0.007596977233886719,
0.007783696174621582,
0.007943697929382324,
0.007936017036437988,
0.008009456634521484,
0.007941297054290771,
0.008146577835083008,
0.00782449722290039,
0.0077755370140075684,
0.007752975940704346,
0.007932016849517822,
0.007932656764984131,
0.00776241683959961,
0.0078038558959960935,
0.007739216804504395,
0.007670577049255371,
0.008036176681518554,
0.008412657737731933,
0.007782257080078125,
0.007890576839447022,
0.007868496894836426,
0.007896337032318115,
0.008036977767944336,
0.008013136863708496,
0.007996976852416992,
0.00868545913696289,
0.00792289686203003,
0.007643217086791992,
0.00772049617767334,
0.007613457202911377,
0.007574575901031494,
0.007592977046966553,
0.0075878558158874515,
0.007624337196350098,
0.007514256000518799,
0.007572336196899414,
0.0075236959457397464,
0.007522575855255127,
0.007496016025543213,
0.007508975982666016,
0.0074832158088684085,
0.007519536018371582,
0.007649456024169922,
0.007608976840972901,
0.007503695964813232,
0.007507376194000244,
0.007512656211853028,
0.007494895935058594,
0.007498415946960449,
0.007519696235656738,
0.0074430561065673825,
0.007533616065979004,
0.00752017593383789,
0.0074876961708068845,
0.007541296005249024,
0.007479537010192871,
0.0074832158088684085,
0.007259854793548584,
0.007119534969329834,
0.007463056087493897,
0.0075494561195373535,
0.007539697170257568,
0.0076985759735107425,
0.007750096797943115,
0.008111698150634766,
0.007689136028289795,
0.007701137065887451,
0.007851215839385986
]
},
"throughput": {
"unit": "samples/s",
"value": 128.7980967468815
},
"energy": null,
"efficiency": null
}
}
}