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
6681e7c
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": 66697.285632, | |
"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": "0.32.1", | |
"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": 757.80096, | |
"max_global_vram": 1030.22592, | |
"max_process_vram": 0.0, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.21379833984375, | |
"mean": 7.21379833984375, | |
"stdev": 0.0, | |
"p50": 7.21379833984375, | |
"p90": 7.21379833984375, | |
"p95": 7.21379833984375, | |
"p99": 7.21379833984375, | |
"values": [ | |
7.21379833984375 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.541321145163642e-06, | |
"ram": 8.290695732796393e-07, | |
"gpu": 1.7363902780030693e-06, | |
"total": 4.10678099644635e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 889.298944, | |
"max_global_vram": 1057.488896, | |
"max_process_vram": 0.0, | |
"max_reserved": 406.847488, | |
"max_allocated": 363.853824 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 208, | |
"total": 1.0109074354171759, | |
"mean": 0.004860131901044112, | |
"stdev": 4.023884502226833e-05, | |
"p50": 0.004849152088165283, | |
"p90": 0.004879667329788208, | |
"p95": 0.00493301773071289, | |
"p99": 0.0049994239377975465, | |
"values": [ | |
0.005204991817474365, | |
0.005158912181854248, | |
0.005001215934753418, | |
0.004922368049621582, | |
0.004940800189971924, | |
0.004964352130889893, | |
0.004952159881591797, | |
0.004964352130889893, | |
0.004899839878082276, | |
0.0049387521743774416, | |
0.0049459199905395506, | |
0.004975615978240967, | |
0.004893695831298828, | |
0.004905983924865722, | |
0.0048793601989746095, | |
0.0049428482055664065, | |
0.004894720077514648, | |
0.004899839878082276, | |
0.004887551784515381, | |
0.004857855796813965, | |
0.004881408214569092, | |
0.0048855037689208985, | |
0.00486297607421875, | |
0.0048455681800842285, | |
0.0048496642112731934, | |
0.004848639965057373, | |
0.004846591949462891, | |
0.00485478401184082, | |
0.004848639965057373, | |
0.00486297607421875, | |
0.0048496642112731934, | |
0.004850687980651855, | |
0.004848639965057373, | |
0.00485478401184082, | |
0.00486195182800293, | |
0.004858880043029785, | |
0.00486297607421875, | |
0.0048568320274353025, | |
0.00485478401184082, | |
0.004858880043029785, | |
0.004863999843597412, | |
0.004863999843597412, | |
0.00485478401184082, | |
0.004858880043029785, | |
0.00486195182800293, | |
0.004858880043029785, | |
0.004859903812408447, | |
0.004860928058624267, | |
0.004857855796813965, | |
0.0048568320274353025, | |
0.004860928058624267, | |
0.0048558077812194825, | |
0.004858880043029785, | |
0.0048558077812194825, | |
0.004848639965057373, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.0048496642112731934, | |
0.004846591949462891, | |
0.004847616195678711, | |
0.004851712226867676, | |
0.004847616195678711, | |
0.004851712226867676, | |
0.004848639965057373, | |
0.0048496642112731934, | |
0.004847616195678711, | |
0.004846591949462891, | |
0.004844543933868409, | |
0.004851712226867676, | |
0.004846591949462891, | |
0.0048455681800842285, | |
0.0048496642112731934, | |
0.004847616195678711, | |
0.004849728107452393, | |
0.0048496642112731934, | |
0.0048527359962463375, | |
0.004847616195678711, | |
0.0048496642112731934, | |
0.004851712226867676, | |
0.004850687980651855, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.0048496642112731934, | |
0.0048496642112731934, | |
0.004848639965057373, | |
0.004847616195678711, | |
0.004844543933868409, | |
0.004849728107452393, | |
0.004846591949462891, | |
0.004850687980651855, | |
0.004850687980651855, | |
0.004850687980651855, | |
0.0048496642112731934, | |
0.004851712226867676, | |
0.004847616195678711, | |
0.004847616195678711, | |
0.004847616195678711, | |
0.004847616195678711, | |
0.004853759765625, | |
0.004846591949462891, | |
0.004850687980651855, | |
0.004873216152191162, | |
0.004880383968353271, | |
0.004877312183380127, | |
0.004848639965057373, | |
0.004850687980651855, | |
0.004844543933868409, | |
0.004846591949462891, | |
0.004847616195678711, | |
0.004847616195678711, | |
0.004853759765625, | |
0.0048455681800842285, | |
0.004844543933868409, | |
0.004847616195678711, | |
0.004844543933868409, | |
0.0048455681800842285, | |
0.004848639965057373, | |
0.0048496642112731934, | |
0.004848639965057373, | |
0.004851712226867676, | |
0.004846591949462891, | |
0.0048496642112731934, | |
0.0048496642112731934, | |
0.00485478401184082, | |
0.0048496642112731934, | |
0.004850687980651855, | |
0.0048496642112731934, | |
0.0048496642112731934, | |
0.004846591949462891, | |
0.0048455681800842285, | |
0.0048496642112731934, | |
0.004846591949462891, | |
0.004844543933868409, | |
0.0048496642112731934, | |
0.004846591949462891, | |
0.004843520164489746, | |
0.0048455681800842285, | |
0.0048496642112731934, | |
0.0048455681800842285, | |
0.004847616195678711, | |
0.004847616195678711, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.00484768009185791, | |
0.004846591949462891, | |
0.004848639965057373, | |
0.004850687980651855, | |
0.004846591949462891, | |
0.004844543933868409, | |
0.004847616195678711, | |
0.004846591949462891, | |
0.004848639965057373, | |
0.0048496642112731934, | |
0.0048496642112731934, | |
0.004848639965057373, | |
0.0048496642112731934, | |
0.0048455681800842285, | |
0.004846591949462891, | |
0.0048496642112731934, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.004848639965057373, | |
0.004843520164489746, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.004847616195678711, | |
0.004848639965057373, | |
0.004850687980651855, | |
0.004847616195678711, | |
0.0048496642112731934, | |
0.0048455681800842285, | |
0.0048496642112731934, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.0048527359962463375, | |
0.004847616195678711, | |
0.004848639965057373, | |
0.004848639965057373, | |
0.004847616195678711, | |
0.0048496642112731934, | |
0.0048496642112731934, | |
0.004847616195678711, | |
0.004846591949462891, | |
0.004848639965057373, | |
0.004847616195678711, | |
0.004848639965057373, | |
0.004844543933868409, | |
0.004848639965057373, | |
0.0048496642112731934, | |
0.0048496642112731934, | |
0.004847616195678711, | |
0.0048455681800842285, | |
0.004850687980651855, | |
0.004848639965057373, | |
0.004848639965057373, | |
0.0048496642112731934, | |
0.004847616195678711, | |
0.0048527359962463375, | |
0.0048455681800842285, | |
0.0048455681800842285, | |
0.004847616195678711, | |
0.004848639965057373, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.004846591949462891, | |
0.0048455681800842285 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 205.7557326345748 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 5.751766764267936e-08, | |
"ram": 3.144871040606986e-08, | |
"gpu": 3.52595931971692e-07, | |
"total": 4.4156231002044124e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 2264686.0416001244 | |
} | |
} | |
} | |
} |