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
6166610
verified
{ | |
"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": 66697.252864, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.223-212.873.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": "0.34.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.2", | |
"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": 839.8848, | |
"max_global_vram": 1030.22592, | |
"max_process_vram": 0.0, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.88703955078125, | |
"mean": 7.88703955078125, | |
"stdev": 0.0, | |
"p50": 7.88703955078125, | |
"p90": 7.88703955078125, | |
"p95": 7.88703955078125, | |
"p99": 7.88703955078125, | |
"values": [ | |
7.88703955078125 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.4692055562505067e-06, | |
"ram": 7.895030696142821e-07, | |
"gpu": 1.6361124199996968e-06, | |
"total": 3.894821045864486e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1048.150016, | |
"max_global_vram": 1049.100288, | |
"max_process_vram": 0.0, | |
"max_reserved": 406.847488, | |
"max_allocated": 363.853824 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 186, | |
"total": 0.9982584657669066, | |
"mean": 0.0053669809987468104, | |
"stdev": 0.00018787244445486436, | |
"p50": 0.005344255924224854, | |
"p90": 0.005612527847290039, | |
"p95": 0.00566042411327362, | |
"p99": 0.005761279892921448, | |
"values": [ | |
0.005710847854614258, | |
0.005600255966186523, | |
0.0057292799949646, | |
0.005611455917358398, | |
0.005662720203399658, | |
0.005666816234588623, | |
0.005666848182678223, | |
0.005372928142547607, | |
0.005452735900878906, | |
0.005652480125427246, | |
0.006016992092132569, | |
0.005598207950592041, | |
0.005536767959594726, | |
0.00552345609664917, | |
0.005530623912811279, | |
0.005532671928405761, | |
0.005555168151855468, | |
0.005288896083831787, | |
0.005164031982421875, | |
0.005091328144073487, | |
0.0051221117973327636, | |
0.005099520206451416, | |
0.005237760066986084, | |
0.005494880199432373, | |
0.005511168003082275, | |
0.005571584224700928, | |
0.005407743930816651, | |
0.005557248115539551, | |
0.005746687889099121, | |
0.005624832153320313, | |
0.005540863990783691, | |
0.005641183853149414, | |
0.005436416149139404, | |
0.0055511040687561035, | |
0.005540863990783691, | |
0.00557260799407959, | |
0.005325823783874512, | |
0.005284863948822022, | |
0.005298175811767578, | |
0.005298175811767578, | |
0.005441535949707031, | |
0.005586944103240967, | |
0.005295167922973633, | |
0.005216256141662597, | |
0.005287968158721924, | |
0.005254144191741943, | |
0.005436416149139404, | |
0.00572211217880249, | |
0.0054906878471374515, | |
0.00542310380935669, | |
0.005392384052276611, | |
0.00535756778717041, | |
0.005434271812438965, | |
0.005195775985717774, | |
0.0051957440376281736, | |
0.005245952129364013, | |
0.005219327926635742, | |
0.005210112094879151, | |
0.005250048160552978, | |
0.0053043198585510255, | |
0.005626880168914795, | |
0.005574656009674072, | |
0.005349376201629639, | |
0.005296127796173096, | |
0.005563392162322998, | |
0.005643263816833496, | |
0.005843967914581299, | |
0.0055316481590271, | |
0.005541888236999512, | |
0.005486591815948487, | |
0.005501952171325684, | |
0.0055808000564575196, | |
0.005351424217224121, | |
0.005303296089172363, | |
0.005516287803649903, | |
0.005552127838134766, | |
0.005530623912811279, | |
0.005647264003753662, | |
0.005442560195922852, | |
0.005458879947662354, | |
0.0051753602027893066, | |
0.0052326078414916995, | |
0.005238783836364746, | |
0.005390336036682129, | |
0.005618688106536865, | |
0.00568012809753418, | |
0.005509119987487793, | |
0.005486591815948487, | |
0.00551526403427124, | |
0.005465087890625, | |
0.005526527881622314, | |
0.005287936210632324, | |
0.005521376132965088, | |
0.00552243185043335, | |
0.0055285758972167965, | |
0.005482495784759522, | |
0.005370880126953125, | |
0.005322751998901368, | |
0.0053606400489807126, | |
0.0053012480735778805, | |
0.005314559936523438, | |
0.005467135906219483, | |
0.0055848960876464845, | |
0.00561359977722168, | |
0.005547008037567139, | |
0.005511168003082275, | |
0.0055848960876464845, | |
0.005223423957824707, | |
0.005119999885559082, | |
0.005422048091888428, | |
0.005601280212402344, | |
0.005482495784759522, | |
0.005473311901092529, | |
0.005417984008789062, | |
0.005280767917633057, | |
0.005195775985717774, | |
0.005348351955413819, | |
0.0054579200744628905, | |
0.005340159893035889, | |
0.005203968048095703, | |
0.005243904113769531, | |
0.0052367358207702636, | |
0.005164031982421875, | |
0.0053647360801696775, | |
0.005400576114654541, | |
0.005422143936157226, | |
0.0053975038528442385, | |
0.0054579200744628905, | |
0.005519360065460205, | |
0.005599232196807862, | |
0.005653535842895508, | |
0.005443583965301513, | |
0.005325823783874512, | |
0.005182496070861816, | |
0.0052008957862854, | |
0.005245952129364013, | |
0.00521830415725708, | |
0.005252096176147461, | |
0.0053012480735778805, | |
0.005235712051391602, | |
0.005161983966827393, | |
0.005228544235229492, | |
0.0051701760292053225, | |
0.005163008213043213, | |
0.005183487892150879, | |
0.0052008957862854, | |
0.005208064079284668, | |
0.005187583923339844, | |
0.005251071929931641, | |
0.00515180778503418, | |
0.005155839920043945, | |
0.005208064079284668, | |
0.00516812801361084, | |
0.005174272060394287, | |
0.0052008957862854, | |
0.005173344135284424, | |
0.0051333122253417966, | |
0.005153791904449463, | |
0.005172224044799805, | |
0.00511897611618042, | |
0.005132287979125977, | |
0.005174272060394287, | |
0.005156864166259765, | |
0.0051701760292053225, | |
0.005133247852325439, | |
0.005211103916168213, | |
0.005144576072692871, | |
0.005158912181854248, | |
0.005180416107177735, | |
0.005139455795288086, | |
0.005144576072692871, | |
0.00517632007598877, | |
0.005182464122772217, | |
0.005142560005187988, | |
0.005172224044799805, | |
0.005180416107177735, | |
0.005157887935638428, | |
0.005175295829772949, | |
0.005182464122772217, | |
0.005140384197235107, | |
0.005153791904449463, | |
0.005180319786071777, | |
0.005097472190856934, | |
0.0051066880226135255, | |
0.005054463863372802, | |
0.005119999885559082 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 186.32449047863219 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 5.919479746527599e-08, | |
"ram": 3.236611901300136e-08, | |
"gpu": 3.512502810000019e-07, | |
"total": 4.428111974782793e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 2258298.809277631 | |
} | |
} | |
} | |
} |