
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
a36703b
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+cu121", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-classification", | |
"library": "transformers", | |
"model_type": "roberta", | |
"model": "FacebookAI/roberta-base", | |
"processor": "FacebookAI/roberta-base", | |
"device": "cuda", | |
"device_ids": "0", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"model_kwargs": {}, | |
"processor_kwargs": {}, | |
"hub_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": "0.32.1", | |
"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": 717.008896, | |
"max_global_vram": 1185.415168, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.376128 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.1501708984375, | |
"mean": 7.1501708984375, | |
"stdev": 0.0, | |
"p50": 7.1501708984375, | |
"p90": 7.1501708984375, | |
"p95": 7.1501708984375, | |
"p99": 7.1501708984375, | |
"values": [ | |
7.1501708984375 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.052715215418074e-06, | |
"ram": 5.611593161200782e-07, | |
"gpu": 1.6466679839998236e-06, | |
"total": 3.2605425155379757e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 908.94336, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 150, | |
"total": 0.9968157787322993, | |
"mean": 0.006645438524881998, | |
"stdev": 0.0003814234708612035, | |
"p50": 0.00685363221168518, | |
"p90": 0.007013376235961914, | |
"p95": 0.007053552031517029, | |
"p99": 0.007244584913253783, | |
"values": [ | |
0.007359488010406494, | |
0.007124991893768311, | |
0.007095295906066895, | |
0.007000031948089599, | |
0.007023615837097168, | |
0.006937568187713623, | |
0.007027711868286133, | |
0.007013376235961914, | |
0.007003136157989502, | |
0.00693555212020874, | |
0.007023615837097168, | |
0.007068672180175781, | |
0.006947840213775635, | |
0.006903808116912841, | |
0.006941696166992187, | |
0.006975488185882568, | |
0.006997056007385254, | |
0.006964223861694336, | |
0.007093152046203613, | |
0.007031807899475098, | |
0.007008255958557129, | |
0.0069283838272094726, | |
0.006949888229370117, | |
0.007057407855987549, | |
0.0069816322326660156, | |
0.0069918718338012695, | |
0.006940671920776367, | |
0.006972415924072266, | |
0.006968319892883301, | |
0.00693555212020874, | |
0.006895616054534912, | |
0.006966271877288818, | |
0.006896639823913574, | |
0.006812672138214112, | |
0.0068351998329162595, | |
0.0068914880752563475, | |
0.006865920066833496, | |
0.006820864200592041, | |
0.0069550080299377445, | |
0.006947840213775635, | |
0.0069816322326660156, | |
0.006971392154693603, | |
0.007032832145690918, | |
0.007006207942962647, | |
0.006988800048828125, | |
0.006904831886291504, | |
0.006978528022766113, | |
0.006977536201477051, | |
0.0069621758460998535, | |
0.00687820816040039, | |
0.006939648151397705, | |
0.006918144226074219, | |
0.006895616054534912, | |
0.006817791938781738, | |
0.006896639823913574, | |
0.006904831886291504, | |
0.006961152076721191, | |
0.006834112167358399, | |
0.006879231929779053, | |
0.0068915200233459475, | |
0.006840320110321045, | |
0.006882304191589355, | |
0.006872064113616944, | |
0.0069283838272094726, | |
0.00694374418258667, | |
0.007055424213409424, | |
0.006988800048828125, | |
0.007013376235961914, | |
0.006998015880584717, | |
0.006933504104614257, | |
0.006964223861694336, | |
0.006968319892883301, | |
0.006856704235076904, | |
0.006985727787017822, | |
0.0068689918518066405, | |
0.006883327960968018, | |
0.0067010560035705566, | |
0.006740992069244385, | |
0.006956031799316406, | |
0.006754303932189941, | |
0.006608895778656006, | |
0.0065812478065490725, | |
0.006628287792205811, | |
0.00682700777053833, | |
0.006767615795135498, | |
0.006850560188293457, | |
0.006806528091430664, | |
0.006850560188293457, | |
0.006912000179290771, | |
0.006922239780426025, | |
0.007051263809204102, | |
0.007512063980102539, | |
0.0064143362045288085, | |
0.006260735988616943, | |
0.006285312175750732, | |
0.006296576023101807, | |
0.006253568172454834, | |
0.006232063770294189, | |
0.006209536075592041, | |
0.006199295997619629, | |
0.006160384178161621, | |
0.006212607860565185, | |
0.006155263900756836, | |
0.0061634559631347655, | |
0.006141952037811279, | |
0.006280191898345947, | |
0.0061859841346740725, | |
0.006161471843719482, | |
0.006160384178161621, | |
0.006146048069000244, | |
0.006171648025512695, | |
0.006135871887207031, | |
0.006166528224945069, | |
0.006149119853973388, | |
0.006169600009918213, | |
0.006136832237243653, | |
0.0061972479820251464, | |
0.006159359931945801, | |
0.006142975807189942, | |
0.006104063987731933, | |
0.006307839870452881, | |
0.006176767826080322, | |
0.006120448112487793, | |
0.006095871925354004, | |
0.006080512046813965, | |
0.006121471881866455, | |
0.0061521921157836916, | |
0.006180863857269287, | |
0.006149119853973388, | |
0.006161407947540283, | |
0.006221824169158936, | |
0.00613478422164917, | |
0.006187007904052734, | |
0.006403071880340576, | |
0.006217728137969971, | |
0.006157311916351318, | |
0.0061859841346740725, | |
0.006173696041107178, | |
0.006259712219238281, | |
0.006158336162567139, | |
0.006164480209350586, | |
0.0061562881469726565, | |
0.006119423866271972, | |
0.006146048069000244, | |
0.006130688190460205, | |
0.00613478422164917, | |
0.00621670389175415, | |
0.006128640174865723, | |
0.006150144100189209, | |
0.006205440044403076 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 150.4791589382368 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.22921334792605e-08, | |
"ram": 3.952634118573902e-08, | |
"gpu": 1.3298113619512239e-07, | |
"total": 2.447996108601219e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 4084973.8138325647 | |
} | |
} | |
} | |
} |