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
297e59d verified
raw
history blame
11.9 kB
{
"config": {
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224",
"backend": {
"name": "pytorch",
"version": "2.3.0+cu121",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "image-classification",
"model": "google/vit-base-patch16-224",
"library": "transformers",
"device": "cuda",
"device_ids": "0",
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"hub_kwargs": {
"revision": "main",
"force_download": false,
"local_files_only": false,
"trust_remote_code": false
},
"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",
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7R32",
"cpu_count": 16,
"cpu_ram_mb": 66697.29792,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.215-203.850.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": "0.2.0",
"optimum_benchmark_commit": null,
"transformers_version": "4.40.2",
"transformers_commit": null,
"accelerate_version": "0.30.1",
"accelerate_commit": null,
"diffusers_version": "0.27.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "0.9.16",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"forward": {
"memory": {
"unit": "MB",
"max_ram": 912.162816,
"max_global_vram": 1057.488896,
"max_process_vram": 0.0,
"max_reserved": 406.847488,
"max_allocated": 364.432384
},
"latency": {
"unit": "s",
"count": 167,
"total": 0.9968365430831907,
"mean": 0.0059690810963065315,
"stdev": 0.00018453685207612988,
"p50": 0.005975039958953857,
"p90": 0.006167347240447998,
"p95": 0.006217523336410523,
"p99": 0.006550548601150513,
"values": [
0.006497280120849609,
0.006181888103485108,
0.0061931519508361815,
0.0061859841346740725,
0.006207488059997559,
0.006237184047698975,
0.006180863857269287,
0.006325247764587402,
0.006166528224945069,
0.006124512195587158,
0.006097983837127685,
0.006221824169158936,
0.006086656093597412,
0.006072319984436035,
0.006111231803894043,
0.00603545618057251,
0.005957632064819336,
0.005963776111602783,
0.00602726411819458,
0.006046720027923584,
0.006111264228820801,
0.00611737585067749,
0.0061194877624511715,
0.006080512046813965,
0.00613478422164917,
0.006033408164978027,
0.006037504196166992,
0.00608358383178711,
0.0060928001403808595,
0.006089727878570556,
0.006178815841674804,
0.006106112003326416,
0.006169631958007813,
0.006079487800598145,
0.00601907205581665,
0.00609168004989624,
0.006097919940948486,
0.006168575763702393,
0.006061056137084961,
0.0059996161460876465,
0.005949440002441406,
0.006047743797302246,
0.006024256229400635,
0.006033408164978027,
0.005913599967956543,
0.0060067839622497555,
0.006020095825195313,
0.005982207775115967,
0.006080512046813965,
0.006073344230651856,
0.006088704109191895,
0.006100992202758789,
0.006094912052154541,
0.006032383918762207,
0.005996543884277344,
0.005959680080413818,
0.006054912090301514,
0.006118400096893311,
0.006046720027923584,
0.006023168087005615,
0.006060031890869141,
0.006028319835662842,
0.006046720027923584,
0.005789696216583252,
0.0057907519340515134,
0.00572211217880249,
0.005785600185394287,
0.006653952121734619,
0.006030335903167725,
0.005943295955657959,
0.006054912090301514,
0.005975039958953857,
0.0060405759811401364,
0.005986303806304932,
0.00601804780960083,
0.005974016189575195,
0.006028351783752442,
0.005994495868682862,
0.006113279819488526,
0.006067200183868408,
0.006090752124786377,
0.00607539176940918,
0.006074368000030517,
0.006057983875274659,
0.0060631041526794435,
0.006055935859680176,
0.005974016189575195,
0.006049791812896729,
0.005979135990142822,
0.0059023361206054685,
0.005933055877685547,
0.005795839786529541,
0.005815296173095703,
0.005875648021697998,
0.005856256008148194,
0.005768191814422607,
0.00572211217880249,
0.005683199882507324,
0.005734399795532226,
0.005767168045043946,
0.005951488018035888,
0.005879807949066162,
0.005941247940063477,
0.005891071796417236,
0.005958655834197998,
0.006131711959838867,
0.006151167869567871,
0.005888000011444092,
0.005912576198577881,
0.0057701759338378905,
0.006313983917236328,
0.0056514558792114256,
0.005563392162322998,
0.00550707197189331,
0.005478400230407715,
0.006883327960968018,
0.006000639915466309,
0.006251520156860352,
0.006344704151153564,
0.005916672229766846,
0.005882880210876465,
0.005831679821014404,
0.005901311874389649,
0.005856256008148194,
0.005888000011444092,
0.00582041597366333,
0.005783648014068604,
0.005766143798828125,
0.00572108793258667,
0.005839871883392334,
0.005807104110717773,
0.005829631805419922,
0.005843967914581299,
0.005831679821014404,
0.005864448070526123,
0.005833727836608887,
0.00582860803604126,
0.005831679821014404,
0.0058122239112854005,
0.005826560020446778,
0.005850111961364746,
0.0058009600639343266,
0.00586240005493164,
0.005817344188690185,
0.005843967914581299,
0.00586137580871582,
0.005840896129608154,
0.005817279815673828,
0.005834752082824707,
0.005827583789825439,
0.005846015930175781,
0.005958623886108398,
0.005874688148498535,
0.00582041597366333,
0.00586956787109375,
0.005836800098419189,
0.005819392204284668,
0.005835775852203369,
0.005754879951477051,
0.005752831935882568,
0.005760000228881836,
0.005744639873504639,
0.005766143798828125,
0.005754879951477051,
0.005746687889099121,
0.005740543842315674,
0.005791744232177734
]
},
"throughput": {
"unit": "samples/s",
"value": 167.52997385456308
},
"energy": {
"unit": "kWh",
"cpu": 6.481169405747849e-08,
"ram": 3.53815712127262e-08,
"gpu": 3.5632390375956057e-07,
"total": 4.5651716902976523e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 2190498.118888491
}
}
}
}