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
bfdeb30
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+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": "4", | |
"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": "0.30.2", | |
"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": 1027.895296, | |
"max_global_vram": 691.064832, | |
"max_process_vram": 44012.957696, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.71839892578125, | |
"mean": 7.71839892578125, | |
"stdev": 0.0, | |
"p50": 7.71839892578125, | |
"p90": 7.71839892578125, | |
"p95": 7.71839892578125, | |
"p99": 7.71839892578125, | |
"values": [ | |
7.71839892578125 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1200.08704, | |
"max_global_vram": 779.259904, | |
"max_process_vram": 172436.516864, | |
"max_reserved": 406.847488, | |
"max_allocated": 355.303424 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 148, | |
"total": 0.9992548928260806, | |
"mean": 0.006751722248824867, | |
"stdev": 0.0003732253822001072, | |
"p50": 0.0066807780265808105, | |
"p90": 0.0072113040447235105, | |
"p95": 0.00727659158706665, | |
"p99": 0.0074257651901245125, | |
"values": [ | |
0.007183176040649414, | |
0.007148295879364014, | |
0.007271494865417481, | |
0.007368295192718506, | |
0.007472614765167237, | |
0.007372934818267823, | |
0.007296616077423095, | |
0.007313096046447754, | |
0.00733373498916626, | |
0.0072793359756469726, | |
0.00725437593460083, | |
0.007244296073913574, | |
0.007203015804290771, | |
0.007174056053161621, | |
0.007136295795440674, | |
0.0071278162002563475, | |
0.007189896106719971, | |
0.007161575794219971, | |
0.007182536125183106, | |
0.007197896003723145, | |
0.007215335845947266, | |
0.0072428550720214846, | |
0.007187496185302735, | |
0.007219655990600586, | |
0.007148935794830323, | |
0.006986055850982666, | |
0.00667805814743042, | |
0.006984457015991211, | |
0.006894856929779053, | |
0.008375492095947266, | |
0.00720957612991333, | |
0.006975656986236573, | |
0.006952455997467041, | |
0.006978376865386963, | |
0.006958856105804444, | |
0.006921417236328125, | |
0.006714696884155273, | |
0.006722537994384765, | |
0.006628616809844971, | |
0.006540137767791748, | |
0.006298859119415284, | |
0.006334699153900146, | |
0.006377898216247559, | |
0.006589258193969726, | |
0.0063924589157104495, | |
0.006356458187103272, | |
0.006433419227600098, | |
0.006367497920989991, | |
0.006337099075317383, | |
0.006383498191833496, | |
0.006355659008026123, | |
0.0063873381614685054, | |
0.00641533899307251, | |
0.006386857986450195, | |
0.006442859172821045, | |
0.006376459121704102, | |
0.006473897933959961, | |
0.006354379177093506, | |
0.006219658851623535, | |
0.006244779109954834, | |
0.006275498867034912, | |
0.006215818881988525, | |
0.006450218200683594, | |
0.006262059211730957, | |
0.006478697776794434, | |
0.0062946991920471195, | |
0.006259499073028564, | |
0.00627069902420044, | |
0.006268778800964356, | |
0.006293738842010498, | |
0.006249258995056153, | |
0.0062572588920593265, | |
0.006317578792572022, | |
0.006579658031463623, | |
0.006587337970733642, | |
0.006671338081359863, | |
0.006637417793273926, | |
0.006482858180999756, | |
0.0062810988426208495, | |
0.006273579120635986, | |
0.006229100227355957, | |
0.0065086188316345215, | |
0.00625678014755249, | |
0.00625101900100708, | |
0.006390539169311524, | |
0.006598378181457519, | |
0.006478377819061279, | |
0.0068490967750549315, | |
0.006539497852325439, | |
0.006344778060913086, | |
0.006683497905731201, | |
0.006590057849884033, | |
0.006367338180541992, | |
0.006445097923278809, | |
0.006508938789367676, | |
0.006665098190307617, | |
0.006676777839660645, | |
0.006791818141937256, | |
0.00658909797668457, | |
0.0069274969100952145, | |
0.006617258071899414, | |
0.00662509822845459, | |
0.006724298000335693, | |
0.00677597713470459, | |
0.006578857898712158, | |
0.006761737823486328, | |
0.0066284570693969725, | |
0.006570377826690674, | |
0.0064322991371154785, | |
0.006357738971710205, | |
0.006412138938903808, | |
0.00639133882522583, | |
0.006447817802429199, | |
0.0063894190788269046, | |
0.006471337795257569, | |
0.006402698040008545, | |
0.006471339225769043, | |
0.007078056812286377, | |
0.007044936180114746, | |
0.007021416187286377, | |
0.006979337215423584, | |
0.007029575824737549, | |
0.007035016059875488, | |
0.00699981689453125, | |
0.006978055953979492, | |
0.006981576919555664, | |
0.007225255012512207, | |
0.007182856082916259, | |
0.007023016929626465, | |
0.007070696830749511, | |
0.0069943761825561526, | |
0.0070615758895874025, | |
0.007030056953430176, | |
0.007006855964660644, | |
0.006987977027893067, | |
0.006988136768341064, | |
0.00702077579498291, | |
0.006958376884460449, | |
0.0069857358932495115, | |
0.006999337196350098, | |
0.006991335868835449, | |
0.0069610967636108394, | |
0.006973735809326172, | |
0.0069625358581542965, | |
0.0069930958747863765, | |
0.006952776908874512, | |
0.006989736080169678, | |
0.006615818023681641 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 148.11035809034493 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |