
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
661d9c7
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.0+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": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 791.334912, | |
"max_global_vram": 1185.415168, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.3526640625, | |
"mean": 7.3526640625, | |
"stdev": 0.0, | |
"p50": 7.3526640625, | |
"p90": 7.3526640625, | |
"p95": 7.3526640625, | |
"p99": 7.3526640625, | |
"values": [ | |
7.3526640625 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0392684020830798e-06, | |
"ram": 5.537592941036581e-07, | |
"gpu": 1.690834685999943e-06, | |
"total": 3.283862382186681e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1080.754176, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 150, | |
"total": 0.9972951388359071, | |
"mean": 0.006648634258906046, | |
"stdev": 0.00018516933050798928, | |
"p50": 0.00670361590385437, | |
"p90": 0.0068649982452392575, | |
"p95": 0.0069198337078094484, | |
"p99": 0.007006791744232178, | |
"values": [ | |
0.007035903930664063, | |
0.00698367977142334, | |
0.007003136157989502, | |
0.006945792198181152, | |
0.006918144226074219, | |
0.006874112129211426, | |
0.0069212160110473635, | |
0.006930431842803955, | |
0.006918144226074219, | |
0.0068249602317810056, | |
0.006793216228485107, | |
0.006792191982269287, | |
0.006783999919891357, | |
0.006714303970336914, | |
0.006646783828735352, | |
0.0066826238632202144, | |
0.006746079921722412, | |
0.0067358717918396, | |
0.0067758078575134275, | |
0.0067645440101623535, | |
0.006778880119323731, | |
0.006740960121154785, | |
0.006703104019165039, | |
0.006776832103729248, | |
0.006811679840087891, | |
0.0067573761940002445, | |
0.006829055786132812, | |
0.00682092809677124, | |
0.006789120197296142, | |
0.0067276802062988285, | |
0.006772736072540283, | |
0.00678604793548584, | |
0.006764480113983154, | |
0.006810624122619629, | |
0.00679423999786377, | |
0.006681600093841553, | |
0.006673408031463623, | |
0.00669593620300293, | |
0.006739967823028564, | |
0.006711296081542969, | |
0.006748127937316895, | |
0.006726655960083008, | |
0.006731776237487793, | |
0.006864895820617676, | |
0.006819839954376221, | |
0.006765567779541016, | |
0.00679423999786377, | |
0.006789120197296142, | |
0.006762495994567871, | |
0.006714367866516113, | |
0.006792191982269287, | |
0.006797311782836914, | |
0.0067686400413513184, | |
0.006781951904296875, | |
0.006758399963378906, | |
0.006785024166107178, | |
0.006694943904876709, | |
0.0067573761940002445, | |
0.0067041277885437015, | |
0.00672051191329956, | |
0.0068577280044555666, | |
0.00669593620300293, | |
0.006677504062652588, | |
0.00672870397567749, | |
0.00673689603805542, | |
0.0067010560035705566, | |
0.006755392074584961, | |
0.006738944053649902, | |
0.006729728221893311, | |
0.006865920066833496, | |
0.006863872051239014, | |
0.006918144226074219, | |
0.0068689918518066405, | |
0.00689356803894043, | |
0.006792191982269287, | |
0.006739967823028564, | |
0.006752255916595459, | |
0.006715392112731934, | |
0.0066979842185974124, | |
0.006717440128326416, | |
0.00667955207824707, | |
0.006662144184112549, | |
0.006574079990386963, | |
0.006502399921417237, | |
0.006654975891113281, | |
0.006620160102844238, | |
0.006457344055175781, | |
0.006351871967315674, | |
0.0064143362045288085, | |
0.006464511871337891, | |
0.00672870397567749, | |
0.006782976150512696, | |
0.006781951904296875, | |
0.006692895889282227, | |
0.006964223861694336, | |
0.007010303974151612, | |
0.0066979842185974124, | |
0.006535168170928955, | |
0.006584320068359375, | |
0.006493184089660644, | |
0.006451200008392334, | |
0.006499328136444092, | |
0.0064860482215881345, | |
0.006618112087249756, | |
0.0065771517753601075, | |
0.006556672096252441, | |
0.006583295822143555, | |
0.006592512130737305, | |
0.006536191940307618, | |
0.006558720111846924, | |
0.006486015796661377, | |
0.006404096126556396, | |
0.006549503803253174, | |
0.006346752166748047, | |
0.006387712001800537, | |
0.00638156795501709, | |
0.006368288040161133, | |
0.006372352123260498, | |
0.006348800182342529, | |
0.006397952079772949, | |
0.006379519939422608, | |
0.00637337589263916, | |
0.0063907837867736815, | |
0.0063539199829101565, | |
0.006395904064178467, | |
0.006367263793945313, | |
0.006360064029693604, | |
0.006364160060882569, | |
0.0063836159706115725, | |
0.006387712001800537, | |
0.006397952079772949, | |
0.00643891191482544, | |
0.0063907837867736815, | |
0.006368256092071533, | |
0.006364160060882569, | |
0.0063937921524047855, | |
0.0063836159706115725, | |
0.006416384220123291, | |
0.0063805441856384275, | |
0.006354944229125976, | |
0.006385663986206055, | |
0.006364160060882569, | |
0.0064767999649047855, | |
0.006751232147216797, | |
0.006411263942718506, | |
0.006396927833557129, | |
0.006492159843444824, | |
0.006598656177520752, | |
0.00657203197479248, | |
0.006363135814666748 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 150.40682959217824 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.563939582890824e-08, | |
"ram": 4.135528669307882e-08, | |
"gpu": 1.4184370866241985e-07, | |
"total": 2.588383911844069e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3863414.524499805 | |
} | |
} | |
} | |
} |