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
88f061b verified
raw
history blame
13.4 kB
{
"config": {
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224",
"backend": {
"name": "pytorch",
"version": "2.3.1+cu121",
"_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": {},
"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": 882.778112,
"max_global_vram": 1057.488896,
"max_process_vram": 0.0,
"max_reserved": 406.847488,
"max_allocated": 363.85792
},
"latency": {
"unit": "s",
"count": 202,
"total": 1.0040791330337528,
"mean": 0.0049706887773948135,
"stdev": 0.00017663755321172987,
"p50": 0.004869119882583619,
"p90": 0.005185433530807495,
"p95": 0.005257984209060668,
"p99": 0.005620439162254334,
"values": [
0.005591040134429932,
0.005222400188446045,
0.005260287761688232,
0.005272575855255127,
0.005258240222930908,
0.005253119945526123,
0.005273600101470947,
0.005182464122772217,
0.005025792121887207,
0.0049827837944030765,
0.005023744106292725,
0.005934080123901367,
0.00491315221786499,
0.004898816108703613,
0.004900864124298096,
0.004926464080810547,
0.004926464080810547,
0.004939775943756103,
0.00505241584777832,
0.005049344062805176,
0.00530841588973999,
0.005185535907745361,
0.005184512138366699,
0.005122047901153564,
0.005184512138366699,
0.00521830415725708,
0.005620736122131348,
0.00522547197341919,
0.0051998720169067385,
0.00515174388885498,
0.005104640007019043,
0.005157887935638428,
0.005158912181854248,
0.004973567962646484,
0.0049192957878112795,
0.004963327884674072,
0.004933631896972656,
0.0049090561866760255,
0.004930560111999512,
0.004952064037322998,
0.0051333122253417966,
0.004878335952758789,
0.004908031940460205,
0.00496127986907959,
0.004980735778808594,
0.0049530878067016604,
0.0049192957878112795,
0.004863999843597412,
0.004866047859191895,
0.004863999843597412,
0.004859903812408447,
0.00486297607421875,
0.004863999843597412,
0.004859903812408447,
0.005059584140777588,
0.004858880043029785,
0.004859903812408447,
0.004974592208862305,
0.004978687763214112,
0.004986879825592041,
0.005134335994720459,
0.00522649621963501,
0.0051773438453674315,
0.00518342399597168,
0.005153791904449463,
0.005085184097290039,
0.005902368068695069,
0.005183487892150879,
0.005173247814178467,
0.005172224044799805,
0.005241856098175048,
0.004965375900268554,
0.004932608127593994,
0.004874239921569825,
0.004874239921569825,
0.0048752641677856446,
0.004873216152191162,
0.004876287937164306,
0.0048793601989746095,
0.0048752641677856446,
0.0048752641677856446,
0.005302271842956543,
0.005178368091583252,
0.005174272060394287,
0.0051036162376403805,
0.005105663776397705,
0.005092351913452148,
0.005086207866668701,
0.004878335952758789,
0.00487116813659668,
0.004878335952758789,
0.004952064037322998,
0.005062655925750732,
0.005164031982421875,
0.0052070398330688475,
0.005470208168029785,
0.005146624088287354,
0.0051968002319335935,
0.005139455795288086,
0.0049090561866760255,
0.004891647815704346,
0.004866047859191895,
0.004865024089813232,
0.004865024089813232,
0.00486297607421875,
0.004863999843597412,
0.004866047859191895,
0.00486297607421875,
0.004867072105407715,
0.00486195182800293,
0.004867072105407715,
0.004868095874786377,
0.004866047859191895,
0.004866047859191895,
0.004865024089813232,
0.004863999843597412,
0.00487014389038086,
0.004866047859191895,
0.00486297607421875,
0.004866047859191895,
0.004865024089813232,
0.004863999843597412,
0.004863999843597412,
0.004877312183380127,
0.0050124797821044925,
0.004898816108703613,
0.004874239921569825,
0.004858880043029785,
0.004860928058624267,
0.00486195182800293,
0.004860928058624267,
0.00486195182800293,
0.004860928058624267,
0.00486195182800293,
0.004865024089813232,
0.00487116813659668,
0.0050360321998596195,
0.004863999843597412,
0.004866047859191895,
0.004860928058624267,
0.004866047859191895,
0.005045248031616211,
0.0050503678321838375,
0.00486297607421875,
0.004866047859191895,
0.00486195182800293,
0.004860928058624267,
0.00486195182800293,
0.004863999843597412,
0.004867072105407715,
0.00486297607421875,
0.004863999843597412,
0.00486195182800293,
0.004863999843597412,
0.00486195182800293,
0.004860928058624267,
0.004867072105407715,
0.00486195182800293,
0.00486297607421875,
0.004865024089813232,
0.004865024089813232,
0.004860928058624267,
0.00486195182800293,
0.004859903812408447,
0.004863999843597412,
0.004860928058624267,
0.004860928058624267,
0.00486297607421875,
0.004860928058624267,
0.004860960006713867,
0.004860928058624267,
0.00486195182800293,
0.00486297607421875,
0.00486195182800293,
0.004860928058624267,
0.004860928058624267,
0.004865024089813232,
0.004859903812408447,
0.004866047859191895,
0.004860928058624267,
0.004865024089813232,
0.004860928058624267,
0.00486300802230835,
0.00486297607421875,
0.004863999843597412,
0.00486297607421875,
0.00486297607421875,
0.00486195182800293,
0.004858880043029785,
0.004867072105407715,
0.004859903812408447,
0.004858880043029785,
0.00486297607421875,
0.004863999843597412,
0.004863999843597412,
0.00486297607421875,
0.004865024089813232,
0.00486297607421875,
0.00486195182800293,
0.004863999843597412,
0.00486297607421875,
0.004860928058624267
]
},
"throughput": {
"unit": "samples/s",
"value": 201.17936261624286
},
"energy": {
"unit": "kWh",
"cpu": 5.76955117697211e-08,
"ram": 3.154810925291668e-08,
"gpu": 3.6106927253080606e-07,
"total": 4.5031289355344384e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 2220678.1424998627
}
}
}
}