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
8c4ee3e
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": "4.42.4", | |
"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": 757.22752, | |
"max_global_vram": 1030.22592, | |
"max_process_vram": 0.0, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.223654296875, | |
"mean": 7.223654296875, | |
"stdev": 0.0, | |
"p50": 7.223654296875, | |
"p90": 7.223654296875, | |
"p95": 7.223654296875, | |
"p99": 7.223654296875, | |
"values": [ | |
7.223654296875 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.5802366866005794e-06, | |
"ram": 8.502939328406e-07, | |
"gpu": 3.3558360179996444e-06, | |
"total": 5.786366637440824e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 888.451072, | |
"max_global_vram": 1057.488896, | |
"max_process_vram": 0.0, | |
"max_reserved": 406.847488, | |
"max_allocated": 363.853824 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 209, | |
"total": 1.01814501953125, | |
"mean": 0.00487150727048445, | |
"stdev": 3.138569840403248e-05, | |
"p50": 0.004863999843597412, | |
"p90": 0.004877312183380127, | |
"p95": 0.004893286228179932, | |
"p99": 0.004979793930053711, | |
"values": [ | |
0.005216224193572998, | |
0.004877312183380127, | |
0.00491315221786499, | |
0.004957183837890625, | |
0.004923391819000244, | |
0.004951039791107178, | |
0.004899839878082276, | |
0.004873216152191162, | |
0.004882431983947754, | |
0.0048752641677856446, | |
0.004917247772216797, | |
0.004874303817749024, | |
0.004877312183380127, | |
0.0048752641677856446, | |
0.004876287937164306, | |
0.004876287937164306, | |
0.004874239921569825, | |
0.004873248100280761, | |
0.004874239921569825, | |
0.004872191905975342, | |
0.004872191905975342, | |
0.004874239921569825, | |
0.004873216152191162, | |
0.004877312183380127, | |
0.0048752641677856446, | |
0.004877312183380127, | |
0.0048752641677856446, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.004876287937164306, | |
0.004873216152191162, | |
0.004873216152191162, | |
0.00487014389038086, | |
0.0048752641677856446, | |
0.00487014389038086, | |
0.004866047859191895, | |
0.004863039970397949, | |
0.004860928058624267, | |
0.0048568320274353025, | |
0.004857855796813965, | |
0.004865024089813232, | |
0.00486297607421875, | |
0.004888576030731201, | |
0.004895743846893311, | |
0.004898816108703613, | |
0.004868095874786377, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.004866047859191895, | |
0.00486195182800293, | |
0.004865024089813232, | |
0.004865024089813232, | |
0.00486297607421875, | |
0.004866047859191895, | |
0.004863999843597412, | |
0.004874239921569825, | |
0.004877312183380127, | |
0.004881408214569092, | |
0.0048752641677856446, | |
0.004873216152191162, | |
0.0048752641677856446, | |
0.004878335952758789, | |
0.0048752641677856446, | |
0.004877312183380127, | |
0.004877312183380127, | |
0.0048793601989746095, | |
0.004876287937164306, | |
0.004878335952758789, | |
0.0048752641677856446, | |
0.004874239921569825, | |
0.0048752641677856446, | |
0.004874239921569825, | |
0.004880383968353271, | |
0.004877312183380127, | |
0.00487014389038086, | |
0.004866047859191895, | |
0.004859903812408447, | |
0.004866047859191895, | |
0.004866047859191895, | |
0.004860928058624267, | |
0.004865024089813232, | |
0.00486195182800293, | |
0.004859903812408447, | |
0.004865024089813232, | |
0.004860928058624267, | |
0.004865024089813232, | |
0.004860928058624267, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.004865024089813232, | |
0.004865056037902832, | |
0.00486297607421875, | |
0.004865024089813232, | |
0.004859903812408447, | |
0.004866047859191895, | |
0.004863999843597412, | |
0.00486297607421875, | |
0.004863999843597412, | |
0.00486195182800293, | |
0.0048558077812194825, | |
0.004863999843597412, | |
0.00486195182800293, | |
0.004863999843597412, | |
0.0048568320274353025, | |
0.004860928058624267, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.00486195182800293, | |
0.0048568320274353025, | |
0.00486195182800293, | |
0.004863999843597412, | |
0.00486195182800293, | |
0.004859903812408447, | |
0.00486195182800293, | |
0.00486195182800293, | |
0.00486297607421875, | |
0.00486297607421875, | |
0.00486195182800293, | |
0.004859903812408447, | |
0.004865024089813232, | |
0.004867072105407715, | |
0.004865024089813232, | |
0.00486297607421875, | |
0.00486195182800293, | |
0.004866047859191895, | |
0.004858880043029785, | |
0.00486297607421875, | |
0.00486195182800293, | |
0.004867072105407715, | |
0.004863999843597412, | |
0.004860928058624267, | |
0.004865024089813232, | |
0.004860928058624267, | |
0.00486195182800293, | |
0.004867072105407715, | |
0.00486297607421875, | |
0.004863999843597412, | |
0.004860928058624267, | |
0.004865024089813232, | |
0.00486297607421875, | |
0.00486297607421875, | |
0.00486297607421875, | |
0.004867072105407715, | |
0.004860928058624267, | |
0.004866047859191895, | |
0.004863999843597412, | |
0.00486195182800293, | |
0.004863999843597412, | |
0.004867072105407715, | |
0.004859968185424805, | |
0.004865024089813232, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.004866047859191895, | |
0.004865024089813232, | |
0.004858880043029785, | |
0.00486297607421875, | |
0.00486297607421875, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.00486297607421875, | |
0.004863999843597412, | |
0.004859903812408447, | |
0.004981760025024414, | |
0.004865024089813232, | |
0.004863999843597412, | |
0.00486195182800293, | |
0.00486195182800293, | |
0.004859903812408447, | |
0.00486195182800293, | |
0.004866047859191895, | |
0.004859903812408447, | |
0.004866047859191895, | |
0.004867072105407715, | |
0.004865024089813232, | |
0.004866047859191895, | |
0.004860928058624267, | |
0.00486300802230835, | |
0.00486297607421875, | |
0.004867072105407715, | |
0.004867072105407715, | |
0.00486195182800293, | |
0.004863999843597412, | |
0.004866047859191895, | |
0.005067776203155518, | |
0.0048895998001098635, | |
0.004880383968353271, | |
0.0048558077812194825, | |
0.004860928058624267, | |
0.004860928058624267, | |
0.004860928058624267, | |
0.004858880043029785, | |
0.004858880043029785, | |
0.004858880043029785, | |
0.004857855796813965, | |
0.004860928058624267, | |
0.0048558077812194825, | |
0.004857855796813965, | |
0.004859903812408447, | |
0.004858880043029785, | |
0.0048568320274353025, | |
0.004858880043029785, | |
0.004860928058624267, | |
0.004858880043029785, | |
0.004858880043029785 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 205.27527610577792 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 5.771031876875891e-08, | |
"ram": 3.1553863247950266e-08, | |
"gpu": 3.503754777725178e-07, | |
"total": 4.39639659789227e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 2274590.0596852936 | |
} | |
} | |
} | |
} |