rocm
/
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
daa57cf
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.2.2+rocm5.7", | |
"_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": "5", | |
"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": false, | |
"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 7763 64-Core Processor", | |
"cpu_count": 128, | |
"cpu_ram_mb": 1082015.256576, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]" | |
], | |
"gpu_count": 8, | |
"gpu_vram_mb": 549621596160, | |
"optimum_benchmark_version": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.1", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 902.578176, | |
"max_global_vram": 689.512448, | |
"max_process_vram": 45626.494976, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.61480908203125, | |
"mean": 7.61480908203125, | |
"stdev": 0.0, | |
"p50": 7.61480908203125, | |
"p90": 7.61480908203125, | |
"p95": 7.61480908203125, | |
"p99": 7.61480908203125, | |
"values": [ | |
7.61480908203125 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1073.553408, | |
"max_global_vram": 777.752576, | |
"max_process_vram": 154009.198592, | |
"max_reserved": 406.847488, | |
"max_allocated": 355.303424 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 169, | |
"total": 0.9955644469261171, | |
"mean": 0.005890913887136787, | |
"stdev": 0.0003021122709308703, | |
"p50": 0.005744146823883057, | |
"p90": 0.00641316900253296, | |
"p95": 0.0065424490928649905, | |
"p99": 0.006694468097686767, | |
"values": [ | |
0.006750064849853516, | |
0.006456944942474365, | |
0.0065166249275207516, | |
0.0065827050209045414, | |
0.00650030517578125, | |
0.006290544986724853, | |
0.006295025825500488, | |
0.006295664787292481, | |
0.006361425876617432, | |
0.006321266174316407, | |
0.006184465885162353, | |
0.006208466053009033, | |
0.006625585079193115, | |
0.006647824764251709, | |
0.006474864959716797, | |
0.006542705059051514, | |
0.006534385204315186, | |
0.006397264957427979, | |
0.006573265075683594, | |
0.006402225017547608, | |
0.006363346099853516, | |
0.006469425201416016, | |
0.00618846607208252, | |
0.006134225845336914, | |
0.0061715059280395505, | |
0.006210226058959961, | |
0.006201265811920166, | |
0.006219504833221435, | |
0.0074724631309509276, | |
0.006333586215972901, | |
0.005754065990447998, | |
0.005772467136383057, | |
0.0057609472274780275, | |
0.005746547222137451, | |
0.005738546848297119, | |
0.005737425804138184, | |
0.0057737469673156735, | |
0.005744146823883057, | |
0.005751186847686767, | |
0.0057211070060729985, | |
0.005747827053070068, | |
0.005743667125701905, | |
0.005744787216186523, | |
0.0057310271263122554, | |
0.005727986812591553, | |
0.005728785991668701, | |
0.0057236671447753905, | |
0.005725747108459473, | |
0.005721267223358154, | |
0.00574558687210083, | |
0.005732147216796875, | |
0.0057180671691894535, | |
0.005710227012634277, | |
0.005739346981048584, | |
0.005719666957855225, | |
0.005741587162017822, | |
0.005740467071533203, | |
0.005723826885223389, | |
0.0057395071983337405, | |
0.005716466903686523, | |
0.005739346981048584, | |
0.0057191867828369145, | |
0.005740787029266357, | |
0.0057187070846557615, | |
0.005739827156066895, | |
0.005736946105957031, | |
0.005727346897125244, | |
0.005748307228088379, | |
0.005766706943511963, | |
0.005755987167358399, | |
0.005736307144165039, | |
0.005751986980438232, | |
0.0057395071983337405, | |
0.005731186866760254, | |
0.0057180671691894535, | |
0.00571662712097168, | |
0.006003826141357422, | |
0.005747346878051758, | |
0.005742386817932129, | |
0.005746545791625976, | |
0.005768627166748047, | |
0.0057590270042419435, | |
0.005748147010803222, | |
0.005761267185211182, | |
0.005757586002349853, | |
0.005726867198944092, | |
0.005735346794128418, | |
0.005732306957244873, | |
0.005731667041778564, | |
0.005732306957244873, | |
0.0057089471817016605, | |
0.005741267204284668, | |
0.005739027023315429, | |
0.005726226806640625, | |
0.005740946769714356, | |
0.0057327871322631835, | |
0.0057425470352172854, | |
0.005739666938781738, | |
0.00573518705368042, | |
0.005731986999511719, | |
0.005723987102508545, | |
0.005731506824493408, | |
0.005712147235870361, | |
0.005737905979156494, | |
0.005737267017364502, | |
0.005738387107849121, | |
0.0057327871322631835, | |
0.005731986999511719, | |
0.005732145786285401, | |
0.005754547119140625, | |
0.005761587142944336, | |
0.005726387023925781, | |
0.005747026920318603, | |
0.005734547138214112, | |
0.005716466903686523, | |
0.005714066982269287, | |
0.005739986896514893, | |
0.005745906829833985, | |
0.0057401471138000485, | |
0.005742066860198974, | |
0.0057299060821533205, | |
0.005726706981658935, | |
0.005724466800689697, | |
0.005739027023315429, | |
0.0057191867828369145, | |
0.005731667041778564, | |
0.005747986793518066, | |
0.005735667228698731, | |
0.005743506908416748, | |
0.005725747108459473, | |
0.005752787113189697, | |
0.005765906810760498, | |
0.005736626148223877, | |
0.005720946788787842, | |
0.0057211070060729985, | |
0.005740467071533203, | |
0.005731186866760254, | |
0.005749587059020996, | |
0.005742546081542969, | |
0.0057683072090148925, | |
0.005744307041168213, | |
0.005747986793518066, | |
0.00575806713104248, | |
0.00576158618927002, | |
0.005788947105407715, | |
0.005739986896514893, | |
0.005738387107849121, | |
0.005730066776275635, | |
0.0057494258880615235, | |
0.005730546951293945, | |
0.005758866786956787, | |
0.005730707168579102, | |
0.005749267101287842, | |
0.0057542271614074705, | |
0.005747507095336914, | |
0.00577774715423584, | |
0.00575758695602417, | |
0.005782386779785156, | |
0.0057580661773681645, | |
0.005748947143554687, | |
0.005780786991119385, | |
0.0066683049201965335, | |
0.006554543972015381, | |
0.006542065143585205, | |
0.006469104766845703, | |
0.006133746147155761, | |
0.005984945774078369, | |
0.006121585845947266, | |
0.00613438606262207 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 169.75294821123907 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |