cuda
/
cuda_inference_transformers_image-classification_google
/vit-base-patch16-224
/benchmark.json

IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
b24188a
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.0+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": 66697.25696, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.220-209.869.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": "4.44.0", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.0", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.8", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 826.847232, | |
"max_global_vram": 1030.22592, | |
"max_process_vram": 0.0, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.44768115234375, | |
"mean": 7.44768115234375, | |
"stdev": 0.0, | |
"p50": 7.44768115234375, | |
"p90": 7.44768115234375, | |
"p95": 7.44768115234375, | |
"p99": 7.44768115234375, | |
"values": [ | |
7.44768115234375 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.4718612868048492e-06, | |
"ram": 7.863097717285889e-07, | |
"gpu": 1.6972235800001567e-06, | |
"total": 3.955394638533595e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1036.73856, | |
"max_global_vram": 1049.100288, | |
"max_process_vram": 0.0, | |
"max_reserved": 406.847488, | |
"max_allocated": 363.853824 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 185, | |
"total": 0.9946019835472103, | |
"mean": 0.005376226938093031, | |
"stdev": 0.00020694662468064871, | |
"p50": 0.005409791946411133, | |
"p90": 0.005593702411651611, | |
"p95": 0.005652889537811279, | |
"p99": 0.005829508972167968, | |
"values": [ | |
0.00568832015991211, | |
0.005590015888214111, | |
0.005723135948181152, | |
0.005601280212402344, | |
0.005569536209106446, | |
0.005718080043792725, | |
0.005549056053161621, | |
0.005692416191101074, | |
0.0055511040687561035, | |
0.0055511040687561035, | |
0.005639135837554932, | |
0.005454847812652588, | |
0.005578752040863037, | |
0.005467135906219483, | |
0.005493760108947754, | |
0.005637119770050049, | |
0.005385216236114502, | |
0.005417984008789062, | |
0.0053975038528442385, | |
0.005388288021087646, | |
0.0055623679161071774, | |
0.005444608211517334, | |
0.005536767959594726, | |
0.005594111919403076, | |
0.00550707197189331, | |
0.0056555519104003905, | |
0.00552345609664917, | |
0.005453824043273926, | |
0.00548140811920166, | |
0.005459968090057373, | |
0.005641215801239013, | |
0.005504000186920166, | |
0.005544000148773194, | |
0.005607423782348633, | |
0.005499904155731201, | |
0.00570470380783081, | |
0.005506048202514649, | |
0.005543968200683594, | |
0.005593088150024414, | |
0.00551526403427124, | |
0.005549056053161621, | |
0.005537792205810547, | |
0.005511168003082275, | |
0.005587967872619629, | |
0.005362688064575195, | |
0.005341184139251709, | |
0.005454880237579346, | |
0.005390336036682129, | |
0.0055552000999450684, | |
0.005427264213562012, | |
0.005446656227111817, | |
0.005537792205810547, | |
0.005453824043273926, | |
0.0055203838348388675, | |
0.005583871841430664, | |
0.005502975940704345, | |
0.005642240047454834, | |
0.005475327968597412, | |
0.005574656009674072, | |
0.005535744190216065, | |
0.005390336036682129, | |
0.005527552127838135, | |
0.005511168003082275, | |
0.005519360065460205, | |
0.005586944103240967, | |
0.005425151824951172, | |
0.006386688232421875, | |
0.005536767959594726, | |
0.005535744190216065, | |
0.005446656227111817, | |
0.005368800163269043, | |
0.005585919857025146, | |
0.005433343887329102, | |
0.005656576156616211, | |
0.005952511787414551, | |
0.005484543800354004, | |
0.005488639831542969, | |
0.005434368133544922, | |
0.0054579200744628905, | |
0.005481472015380859, | |
0.005421055793762207, | |
0.005492735862731934, | |
0.005431327819824219, | |
0.005806079864501953, | |
0.005529600143432617, | |
0.005545983791351319, | |
0.005619711875915527, | |
0.005538815975189209, | |
0.005530623912811279, | |
0.005553184032440185, | |
0.0054906878471374515, | |
0.005578752040863037, | |
0.005453824043273926, | |
0.005499904155731201, | |
0.00556441593170166, | |
0.005409791946411133, | |
0.005352447986602784, | |
0.005485568046569824, | |
0.0054148159027099605, | |
0.005368735790252686, | |
0.005349376201629639, | |
0.005319680213928223, | |
0.005251071929931641, | |
0.005250048160552978, | |
0.00537497615814209, | |
0.005392384052276611, | |
0.00520908784866333, | |
0.005143583774566651, | |
0.005175295829772949, | |
0.0051701760292053225, | |
0.005165056228637695, | |
0.005403647899627686, | |
0.0053340158462524415, | |
0.005352447986602784, | |
0.00538316822052002, | |
0.005336031913757324, | |
0.005340159893035889, | |
0.0054988799095153805, | |
0.005482495784759522, | |
0.005638144016265869, | |
0.005370880126953125, | |
0.005165056228637695, | |
0.0051476478576660155, | |
0.0051701760292053225, | |
0.005156864166259765, | |
0.005137407779693603, | |
0.0051435518264770505, | |
0.005187583923339844, | |
0.0051363840103149415, | |
0.005163008213043213, | |
0.005213183879852295, | |
0.005158912181854248, | |
0.005175295829772949, | |
0.005220352172851562, | |
0.00525932788848877, | |
0.005149695873260498, | |
0.005154816150665284, | |
0.005183487892150879, | |
0.005123072147369385, | |
0.005144576072692871, | |
0.0051701760292053225, | |
0.005126143932342529, | |
0.005145599842071533, | |
0.0051476478576660155, | |
0.005125120162963868, | |
0.005152768135070801, | |
0.005135359764099121, | |
0.005149695873260498, | |
0.005131264209747314, | |
0.005105663776397705, | |
0.00515993595123291, | |
0.005135359764099121, | |
0.005115903854370117, | |
0.005124095916748047, | |
0.005137407779693603, | |
0.0051138558387756345, | |
0.005129216194152832, | |
0.005151679992675781, | |
0.005145599842071533, | |
0.005148672103881836, | |
0.005117951869964599, | |
0.005141503810882568, | |
0.005126143932342529, | |
0.005154816150665284, | |
0.005164031982421875, | |
0.005119999885559082, | |
0.005135359764099121, | |
0.005156864166259765, | |
0.005215231895446777, | |
0.005111807823181152, | |
0.005134335994720459, | |
0.005126143932342529, | |
0.005134335994720459, | |
0.005135359764099121, | |
0.005158912181854248, | |
0.005117951869964599, | |
0.005114880084991455, | |
0.005115903854370117, | |
0.0051476478576660155, | |
0.005130239963531494, | |
0.005134335994720459, | |
0.0051701760292053225, | |
0.005123072147369385, | |
0.005141503810882568, | |
0.005129216194152832 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 186.00405293804505 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 5.991095753016413e-08, | |
"ram": 3.275034416850256e-08, | |
"gpu": 3.425451674141396e-07, | |
"total": 4.352064691128063e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 2297759.9621590143 | |
} | |
} | |
} | |
} |