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
379e82a
verified
{ | |
"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": {}, | |
"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": 66697.293824, | |
"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": "4.43.1", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"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": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 757.78048, | |
"max_global_vram": 1030.22592, | |
"max_process_vram": 0.0, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.25018603515625, | |
"mean": 7.25018603515625, | |
"stdev": 0.0, | |
"p50": 7.25018603515625, | |
"p90": 7.25018603515625, | |
"p95": 7.25018603515625, | |
"p99": 7.25018603515625, | |
"values": [ | |
7.25018603515625 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.5443243914180333e-06, | |
"ram": 8.306493843629899e-07, | |
"gpu": 3.5091694739995682e-06, | |
"total": 5.8841432497805915e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 890.036224, | |
"max_global_vram": 1057.488896, | |
"max_process_vram": 0.0, | |
"max_reserved": 406.847488, | |
"max_allocated": 363.853824 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 199, | |
"total": 1.0076704039573674, | |
"mean": 0.00506367037164506, | |
"stdev": 0.00022626401777115618, | |
"p50": 0.005045248031616211, | |
"p90": 0.00523898868560791, | |
"p95": 0.005516902351379393, | |
"p99": 0.005906698150634766, | |
"values": [ | |
0.005500927925109863, | |
0.005228544235229492, | |
0.0052971520423889164, | |
0.0052367358207702636, | |
0.005224448204040527, | |
0.005248000144958496, | |
0.005191679954528809, | |
0.0052091522216796875, | |
0.005180416107177735, | |
0.005172224044799805, | |
0.005180416107177735, | |
0.005128191947937012, | |
0.005230591773986816, | |
0.00517632007598877, | |
0.0050769920349121095, | |
0.00515174388885498, | |
0.005138432025909424, | |
0.0051333122253417966, | |
0.004868095874786377, | |
0.00499507188796997, | |
0.005131264209747314, | |
0.005075967788696289, | |
0.005054463863372802, | |
0.005292031764984131, | |
0.0051998720169067385, | |
0.00515993595123291, | |
0.0052070398330688475, | |
0.005149695873260498, | |
0.005153791904449463, | |
0.005135359764099121, | |
0.004981760025024414, | |
0.005107711791992187, | |
0.005175295829772949, | |
0.005194752216339111, | |
0.0051968002319335935, | |
0.005368832111358642, | |
0.005261312007904053, | |
0.005181439876556396, | |
0.005219327926635742, | |
0.0051476478576660155, | |
0.005088255882263183, | |
0.005141503810882568, | |
0.005208064079284668, | |
0.005214208126068115, | |
0.005153791904449463, | |
0.005164031982421875, | |
0.005100543975830078, | |
0.005007359981536865, | |
0.004915200233459473, | |
0.0050032639503479, | |
0.005024767875671386, | |
0.005082111835479736, | |
0.004951039791107178, | |
0.0050462718009948735, | |
0.005079040050506592, | |
0.005119999885559082, | |
0.005102591991424561, | |
0.00516812801361084, | |
0.005283840179443359, | |
0.005206016063690186, | |
0.00515993595123291, | |
0.005351424217224121, | |
0.005146624088287354, | |
0.0051066880226135255, | |
0.005045248031616211, | |
0.00501964807510376, | |
0.005053440093994141, | |
0.005155839920043945, | |
0.0052008957862854, | |
0.005834752082824707, | |
0.005089280128479004, | |
0.005144576072692871, | |
0.005156864166259765, | |
0.005045248031616211, | |
0.004996096134185791, | |
0.005014527797698975, | |
0.005114880084991455, | |
0.005127168178558349, | |
0.005371903896331787, | |
0.005156864166259765, | |
0.005096447944641113, | |
0.00501145601272583, | |
0.005101568222045898, | |
0.005075967788696289, | |
0.00515993595123291, | |
0.005093376159667969, | |
0.005085184097290039, | |
0.005086207866668701, | |
0.005092351913452148, | |
0.005210112094879151, | |
0.005181439876556396, | |
0.005180416107177735, | |
0.005204991817474365, | |
0.005161983966827393, | |
0.0052070398330688475, | |
0.0051773438453674315, | |
0.005154816150665284, | |
0.005311488151550293, | |
0.005163008213043213, | |
0.005179391860961914, | |
0.005051392078399658, | |
0.004977663993835449, | |
0.005158912181854248, | |
0.0050462718009948735, | |
0.004980735778808594, | |
0.004966400146484375, | |
0.0048752641677856446, | |
0.004873216152191162, | |
0.004873216152191162, | |
0.004986879825592041, | |
0.005026815891265869, | |
0.004866047859191895, | |
0.00487116813659668, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.00487116813659668, | |
0.00487116813659668, | |
0.005750783920288086, | |
0.0059054079055786135, | |
0.0059699201583862304, | |
0.005971968173980713, | |
0.005777408123016357, | |
0.0057077760696411135, | |
0.005660672187805176, | |
0.005698560237884521, | |
0.005805056095123291, | |
0.005115903854370117, | |
0.0048752641677856446, | |
0.004876287937164306, | |
0.004872191905975342, | |
0.00487116813659668, | |
0.00487116813659668, | |
0.0048752641677856446, | |
0.004872191905975342, | |
0.004877344131469726, | |
0.004872191905975342, | |
0.004876287937164306, | |
0.0048752641677856446, | |
0.0048752641677856446, | |
0.0048752641677856446, | |
0.00487116813659668, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.00487014389038086, | |
0.004872191905975342, | |
0.004874239921569825, | |
0.004873216152191162, | |
0.004874239921569825, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.0048752641677856446, | |
0.004866047859191895, | |
0.004874239921569825, | |
0.00487116813659668, | |
0.004874239921569825, | |
0.004872191905975342, | |
0.004874239921569825, | |
0.004873216152191162, | |
0.0048752641677856446, | |
0.004874239921569825, | |
0.00487116813659668, | |
0.004873216152191162, | |
0.00487116813659668, | |
0.004876287937164306, | |
0.004873216152191162, | |
0.004873216152191162, | |
0.004869120121002197, | |
0.004874239921569825, | |
0.004874271869659424, | |
0.004873216152191162, | |
0.004873216152191162, | |
0.0048752641677856446, | |
0.004873216152191162, | |
0.004877312183380127, | |
0.00487116813659668, | |
0.004872191905975342, | |
0.004873216152191162, | |
0.004872191905975342, | |
0.004877312183380127, | |
0.004873216152191162, | |
0.004876287937164306, | |
0.004874239921569825, | |
0.004874239921569825, | |
0.004984831809997559, | |
0.004873216152191162, | |
0.004876287937164306, | |
0.004873216152191162, | |
0.0048752641677856446, | |
0.0048752641677856446, | |
0.00487014389038086, | |
0.004874239921569825, | |
0.004873216152191162, | |
0.004874239921569825, | |
0.00487116813659668, | |
0.00487014389038086 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 197.48520867386654 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 5.78411539458425e-08, | |
"ram": 3.162351802645726e-08, | |
"gpu": 3.3524645039810276e-07, | |
"total": 4.247111223704025e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 2354541.586805612 | |
} | |
} | |
} | |
} |