IlyasMoutawwakil's picture
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
c6efb0e verified
raw
history blame
11.9 kB
{
"config": {
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224",
"backend": {
"name": "pytorch",
"version": "2.3.0+cu121",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "image-classification",
"model": "google/vit-base-patch16-224",
"library": "transformers",
"device": "cuda",
"device_ids": "0",
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"hub_kwargs": {
"revision": "main",
"force_download": false,
"local_files_only": false,
"trust_remote_code": false
},
"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,
"latency": true,
"memory": 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",
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7R32",
"cpu_count": 16,
"cpu_ram_mb": 66697.29792,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.215-203.850.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": "0.2.0",
"optimum_benchmark_commit": null,
"transformers_version": "4.40.2",
"transformers_commit": null,
"accelerate_version": "0.30.1",
"accelerate_commit": null,
"diffusers_version": "0.27.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "0.9.16",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"forward": {
"memory": {
"unit": "MB",
"max_ram": 912.232448,
"max_global_vram": 1057.488896,
"max_process_vram": 0.0,
"max_reserved": 406.847488,
"max_allocated": 364.432384
},
"latency": {
"unit": "s",
"count": 166,
"total": 0.9957145638465884,
"mean": 0.00599828050509993,
"stdev": 0.00031916152564654104,
"p50": 0.006130176067352295,
"p90": 0.0062873601913452145,
"p95": 0.006374144077301025,
"p99": 0.0066261920690536494,
"values": [
0.0065864319801330565,
0.00633241605758667,
0.006266751766204834,
0.00637440013885498,
0.0064132800102233885,
0.006104063987731933,
0.006042623996734619,
0.0059996161460876465,
0.0059946560859680175,
0.00591871976852417,
0.006289408206939697,
0.006182911872863769,
0.006446080207824707,
0.006280255794525146,
0.006283199787139893,
0.0063201279640197755,
0.006268928050994873,
0.00613478422164917,
0.006050816059112549,
0.006053887844085694,
0.006064064025878906,
0.006213632106781006,
0.006275072097778321,
0.006181888103485108,
0.006270976066589356,
0.0062259202003479,
0.006440959930419922,
0.006266880035400391,
0.00620851182937622,
0.0061972479820251464,
0.006210559844970703,
0.006218751907348633,
0.006199295997619629,
0.0062791681289672855,
0.0062494721412658695,
0.006248447895050049,
0.00620851182937622,
0.0062259202003479,
0.006238207817077636,
0.006235136032104492,
0.006289599895477295,
0.006056064128875732,
0.006131711959838867,
0.006017024040222168,
0.006128640174865723,
0.006178847789764404,
0.006196224212646485,
0.006111231803894043,
0.0061942081451416015,
0.0064849920272827145,
0.006201344013214111,
0.006352896213531494,
0.006271999835968017,
0.0062873601913452145,
0.0062873601913452145,
0.006201344013214111,
0.006222911834716797,
0.006116352081298828,
0.006285312175750732,
0.006209536075592041,
0.006242303848266601,
0.006194176197052002,
0.006196224212646485,
0.00637337589263916,
0.006169600009918213,
0.006238207817077636,
0.006139904022216797,
0.006198272228240966,
0.006194176197052002,
0.006217728137969971,
0.00624128007888794,
0.0062228479385375976,
0.006139904022216797,
0.006113279819488526,
0.006268928050994873,
0.006284255981445313,
0.00621670389175415,
0.006136832237243653,
0.006261760234832763,
0.006168575763702393,
0.006177792072296143,
0.006371327877044678,
0.006191103935241699,
0.006242303848266601,
0.006242239952087402,
0.006700032234191895,
0.006280191898345947,
0.006160384178161621,
0.0062494721412658695,
0.006104063987731933,
0.006231040000915527,
0.006072319984436035,
0.006046720027923584,
0.005955584049224853,
0.005976064205169678,
0.006044672012329101,
0.00601804780960083,
0.006194176197052002,
0.005840896129608154,
0.005769216060638428,
0.0060026879310607914,
0.006003712177276611,
0.006049791812896729,
0.006093823909759521,
0.006166528224945069,
0.006158336162567139,
0.0061541438102722164,
0.006452223777770996,
0.005965888023376465,
0.0068577280044555666,
0.006137856006622314,
0.005874688148498535,
0.005916672229766846,
0.00586956787109375,
0.005859327793121338,
0.005834688186645507,
0.005874783992767334,
0.005609471797943116,
0.0055848960876464845,
0.005586944103240967,
0.005569536209106446,
0.0055808000564575196,
0.005571584224700928,
0.0055584640502929685,
0.005554175853729248,
0.005540863990783691,
0.005569536209106446,
0.0055552000999450684,
0.005495808124542236,
0.005535744190216065,
0.005519360065460205,
0.005543935775756836,
0.005589056015014649,
0.005544960021972656,
0.005606400012969971,
0.0055848960876464845,
0.005582848072052002,
0.00561356782913208,
0.005542943954467774,
0.005532671928405761,
0.005571584224700928,
0.005497856140136719,
0.005626880168914795,
0.005570559978485107,
0.005552127838134766,
0.005518271923065186,
0.005495808124542236,
0.005541888236999512,
0.005504000186920166,
0.005519360065460205,
0.005544960021972656,
0.005506048202514649,
0.00552345609664917,
0.005552095890045166,
0.005568511962890625,
0.005502975940704345,
0.005535711765289306,
0.0055797758102417,
0.00553984022140503,
0.005540863990783691,
0.005578752040863037,
0.005516287803649903,
0.005600255966186523,
0.005553152084350586,
0.005519360065460205,
0.005595136165618897
]
},
"throughput": {
"unit": "samples/s",
"value": 166.71444410606807
},
"energy": {
"unit": "kWh",
"cpu": 6.883170793051895e-08,
"ram": 3.75227697287495e-08,
"gpu": 3.402186408323691e-07,
"total": 4.4657311849163755e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 2239274.9554152256
}
}
}
}