Hugging Face's logo

Datasets:
optimum-benchmark
/
cuda

Dataset card Data Studio Files Community
cuda / cuda_inference_transformers_image-classification_google /vit-base-patch16-224 /benchmark.json
IlyasMoutawwakil's picture
IlyasMoutawwakil HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
f2d8db9 verified
raw
history blame
14.5 kB
{
"config": {
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224",
"backend": {
"name": "pytorch",
"version": "2.4.1+cu124",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "image-classification",
"library": "transformers",
"model_type": "vit",
"model": "google/vit-base-patch16-224",
"processor": "google/vit-base-patch16-224",
"device": "cuda",
"device_ids": "0",
"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": 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": 66697.261056,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.224-212.876.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": "0.4.0",
"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": 841.539584,
"max_global_vram": 1037.565952,
"max_process_vram": 0.0,
"max_reserved": 400.556032,
"max_allocated": 346.271744
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.926955078125,
"mean": 7.926955078125,
"stdev": 0.0,
"p50": 7.926955078125,
"p90": 7.926955078125,
"p95": 7.926955078125,
"p99": 7.926955078125,
"values": [
7.926955078125
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 1.4846443777868344e-06,
"ram": 7.931363573610197e-07,
"gpu": 1.637223531997245e-06,
"total": 3.915004267145099e-06
},
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1050.124288,
"max_global_vram": 1056.44032,
"max_process_vram": 0.0,
"max_reserved": 406.847488,
"max_allocated": 363.853824
},
"latency": {
"unit": "s",
"count": 203,
"total": 1.0019658255577082,
"mean": 0.004935792244126644,
"stdev": 0.0002018118005942048,
"p50": 0.0048158721923828125,
"p90": 0.005147238254547119,
"p95": 0.0053316608905792226,
"p99": 0.005646663532257079,
"values": [
0.005647359848022461,
0.005505023956298828,
0.00571292781829834,
0.005398528099060058,
0.005612544059753418,
0.005605375766754151,
0.005545983791351319,
0.005578720092773438,
0.005496831893920898,
0.0057621440887451175,
0.005149695873260498,
0.004837376117706299,
0.004824063777923584,
0.004833280086517334,
0.004838399887084961,
0.004831232070922851,
0.004829184055328369,
0.004828159809112549,
0.004837376117706299,
0.004825088024139404,
0.0048261117935180665,
0.004829184055328369,
0.004830207824707031,
0.004833280086517334,
0.004828159809112549,
0.004825088024139404,
0.00481279993057251,
0.00481279993057251,
0.004811776161193848,
0.0048158721923828125,
0.004809728145599365,
0.0048148479461669925,
0.004809728145599365,
0.004820991992950439,
0.004811776161193848,
0.0048158721923828125,
0.004811776161193848,
0.004808703899383545,
0.0048148479461669925,
0.0048148479461669925,
0.00481382417678833,
0.0048189439773559575,
0.0048158721923828125,
0.00481382417678833,
0.00481279993057251,
0.004810751914978028,
0.004810751914978028,
0.00481382417678833,
0.0048148479461669925,
0.004810751914978028,
0.004816895961761475,
0.004816895961761475,
0.00481279993057251,
0.0048148479461669925,
0.00481279993057251,
0.004817920207977295,
0.00481279993057251,
0.00481279993057251,
0.0048148479461669925,
0.004809728145599365,
0.00481279993057251,
0.00481279993057251,
0.0048148479461669925,
0.0048230400085449215,
0.004816895961761475,
0.004810751914978028,
0.0048148479461669925,
0.004811776161193848,
0.004811776161193848,
0.004816895961761475,
0.0048158721923828125,
0.004832255840301514,
0.00483843183517456,
0.004835328102111816,
0.0048148479461669925,
0.004809728145599365,
0.004809728145599365,
0.0048148479461669925,
0.00481279993057251,
0.004810751914978028,
0.004811776161193848,
0.004808703899383545,
0.00481279993057251,
0.0048148479461669925,
0.004811776161193848,
0.0048148479461669925,
0.0048158721923828125,
0.004806655883789063,
0.00481279993057251,
0.00481279993057251,
0.004810751914978028,
0.0048148479461669925,
0.004811776161193848,
0.004810751914978028,
0.004811776161193848,
0.004811776161193848,
0.004811776161193848,
0.004809728145599365,
0.004816895961761475,
0.004811776161193848,
0.00481382417678833,
0.004811776161193848,
0.00481279993057251,
0.00481279993057251,
0.004810751914978028,
0.004809728145599365,
0.0048189439773559575,
0.004811776161193848,
0.00481279993057251,
0.0048148479461669925,
0.004811776161193848,
0.00481279993057251,
0.004810751914978028,
0.004810751914978028,
0.004811776161193848,
0.00481382417678833,
0.0048230400085449215,
0.004829184055328369,
0.00481279993057251,
0.004816895961761475,
0.00481279993057251,
0.004806655883789063,
0.004810751914978028,
0.004809728145599365,
0.004811776161193848,
0.004811776161193848,
0.004810751914978028,
0.0048158721923828125,
0.004810751914978028,
0.004811776161193848,
0.00481382417678833,
0.00481382417678833,
0.004809728145599365,
0.004809728145599365,
0.004810751914978028,
0.00481382417678833,
0.00481382417678833,
0.004824063777923584,
0.004808703899383545,
0.0048148479461669925,
0.0048220157623291016,
0.004811776161193848,
0.00481279993057251,
0.0048148479461669925,
0.004807680130004883,
0.004810751914978028,
0.00481279993057251,
0.004809728145599365,
0.005030911922454834,
0.005071872234344482,
0.005106847763061523,
0.0050769920349121095,
0.005101568222045898,
0.005274623870849609,
0.0051476478576660155,
0.005132287979125977,
0.005135359764099121,
0.005157887935638428,
0.005163008213043213,
0.0051138558387756345,
0.005099520206451416,
0.00515993595123291,
0.005154816150665284,
0.0051435518264770505,
0.0051435518264770505,
0.005145599842071533,
0.005115903854370117,
0.005137407779693603,
0.005100543975830078,
0.005099520206451416,
0.005070847988128662,
0.00510262393951416,
0.005096447944641113,
0.005075967788696289,
0.005092351913452148,
0.005114880084991455,
0.005104640007019043,
0.005061632156372071,
0.005123072147369385,
0.005070879936218262,
0.005057536125183106,
0.005070847988128662,
0.005105663776397705,
0.0050769920349121095,
0.005060575962066651,
0.0050984640121459965,
0.005059584140777588,
0.005070847988128662,
0.005067776203155518,
0.005101568222045898,
0.005073919773101807,
0.005062655925750732,
0.005148672103881836,
0.0053350400924682614,
0.0053012480735778805,
0.005082079887390137,
0.00516096019744873,
0.005092351913452148,
0.005098495960235596,
0.005112832069396973,
0.005096447944641113,
0.005081088066101074,
0.00506982421875
]
},
"throughput": {
"unit": "samples/s",
"value": 202.6017203600804
},
"energy": {
"unit": "kWh",
"cpu": 5.8772802090193884e-08,
"ram": 3.211705814318919e-08,
"gpu": 3.3413255553469213e-07,
"total": 4.250224157680752e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 2352817.081877575
}
}
}
}