
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
f90bfa7
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+cu124", | |
"_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": {}, | |
"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": 66697.261056, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.223-212.873.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": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.34.0", | |
"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": "0.12.0", | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 802.545664, | |
"max_global_vram": 1185.415168, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.8484580078125, | |
"mean": 7.8484580078125, | |
"stdev": 0.0, | |
"p50": 7.8484580078125, | |
"p90": 7.8484580078125, | |
"p95": 7.8484580078125, | |
"p99": 7.8484580078125, | |
"values": [ | |
7.8484580078125 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 9.851195770833403e-07, | |
"ram": 5.242609893466422e-07, | |
"gpu": 1.894445959999512e-06, | |
"total": 3.4038265264294946e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1092.79232, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 143, | |
"total": 0.9972295026779172, | |
"mean": 0.006973632885859563, | |
"stdev": 0.00028732270350777006, | |
"p50": 0.007011328220367432, | |
"p90": 0.007167385768890381, | |
"p95": 0.007247462511062622, | |
"p99": 0.008222595138549806, | |
"values": [ | |
0.007234560012817383, | |
0.007293951988220215, | |
0.007234560012817383, | |
0.0072499198913574215, | |
0.00724889612197876, | |
0.007202816009521484, | |
0.007174143791198731, | |
0.007168000221252442, | |
0.007164927959442138, | |
0.007181312084197998, | |
0.007039999961853028, | |
0.007064576148986816, | |
0.007077888011932373, | |
0.00709939193725586, | |
0.007010303974151612, | |
0.0069324798583984375, | |
0.006996992111206054, | |
0.007018496036529541, | |
0.0070830078125, | |
0.007036928176879883, | |
0.007147520065307617, | |
0.007077888011932373, | |
0.007058432102203369, | |
0.006989823818206787, | |
0.007011328220367432, | |
0.007078911781311035, | |
0.007108607769012451, | |
0.007074816226959229, | |
0.006986752033233643, | |
0.0070563840866088865, | |
0.00709939193725586, | |
0.007085055828094483, | |
0.007030784130096435, | |
0.007030784130096435, | |
0.007079936027526855, | |
0.007109632015228271, | |
0.00698367977142334, | |
0.006999040126800537, | |
0.006986752033233643, | |
0.007079936027526855, | |
0.007064576148986816, | |
0.006994944095611572, | |
0.007065599918365479, | |
0.0070348801612854, | |
0.007044127941131592, | |
0.007069695949554444, | |
0.007093183994293213, | |
0.007088128089904785, | |
0.007078911781311035, | |
0.0071157760620117185, | |
0.007005184173583984, | |
0.007010303974151612, | |
0.0070225920677185055, | |
0.0071188478469848635, | |
0.007050240039825439, | |
0.007031807899475098, | |
0.007062528133392334, | |
0.007096320152282715, | |
0.007063551902770996, | |
0.006915071964263916, | |
0.0069918718338012695, | |
0.007028736114501953, | |
0.007145472049713135, | |
0.007017471790313721, | |
0.006988800048828125, | |
0.007004159927368164, | |
0.007046144008636474, | |
0.006992959976196289, | |
0.0070348801612854, | |
0.007021567821502686, | |
0.007049215793609619, | |
0.007036928176879883, | |
0.0070266880989074704, | |
0.007186431884765625, | |
0.007105535984039306, | |
0.007110655784606934, | |
0.007049215793609619, | |
0.0070594558715820314, | |
0.007047167778015137, | |
0.007069695949554444, | |
0.006990848064422607, | |
0.006961152076721191, | |
0.007048128128051757, | |
0.00703385591506958, | |
0.0069764480590820315, | |
0.006929408073425293, | |
0.006802432060241699, | |
0.006882304191589355, | |
0.0069632000923156735, | |
0.006770688056945801, | |
0.0066938881874084475, | |
0.006685696125030518, | |
0.006743040084838867, | |
0.006788095951080322, | |
0.007802879810333252, | |
0.008251423835754395, | |
0.008326144218444824, | |
0.008182784080505372, | |
0.007955455780029297, | |
0.007045119762420654, | |
0.006973440170288086, | |
0.006887423992156983, | |
0.006803455829620361, | |
0.006819839954376221, | |
0.0067758078575134275, | |
0.0067338237762451176, | |
0.006715392112731934, | |
0.006738944053649902, | |
0.0066344962120056155, | |
0.0066826238632202144, | |
0.0067010560035705566, | |
0.006650879859924317, | |
0.006686719894409179, | |
0.006703104019165039, | |
0.006673408031463623, | |
0.006652927875518798, | |
0.006661151885986328, | |
0.0066416640281677245, | |
0.0066344962120056155, | |
0.006662144184112549, | |
0.006683648109436035, | |
0.006650879859924317, | |
0.007001088142395019, | |
0.006667295932769776, | |
0.0066713600158691405, | |
0.0066744318008422855, | |
0.0066406397819519045, | |
0.006656000137329102, | |
0.006663167953491211, | |
0.00662937593460083, | |
0.006657023906707763, | |
0.006650879859924317, | |
0.006618112087249756, | |
0.0066826238632202144, | |
0.006670335769653321, | |
0.006630335807800293, | |
0.006650815963745118, | |
0.006663167953491211, | |
0.006631423950195312, | |
0.006601727962493896, | |
0.006651968002319336, | |
0.00662937593460083, | |
0.006660096168518067 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 143.39728178517976 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.817145168128574e-08, | |
"ram": 4.274156447188444e-08, | |
"gpu": 1.5250925943421836e-07, | |
"total": 2.7342227558738857e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3657346.4903388596 | |
} | |
} | |
} | |
} |