
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
d1e9835
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": {}, | |
"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": 719.183872, | |
"max_global_vram": 1185.415168, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.1431640625, | |
"mean": 7.1431640625, | |
"stdev": 0.0, | |
"p50": 7.1431640625, | |
"p90": 7.1431640625, | |
"p95": 7.1431640625, | |
"p99": 7.1431640625, | |
"values": [ | |
7.1431640625 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0409583648045858e-06, | |
"ram": 5.547833997655971e-07, | |
"gpu": 1.884168174000507e-06, | |
"total": 3.47990993857069e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 912.719872, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 158, | |
"total": 1.0011616640090941, | |
"mean": 0.006336466227905659, | |
"stdev": 0.0002657222843124126, | |
"p50": 0.006308351993560791, | |
"p90": 0.006491750240325928, | |
"p95": 0.007032719922065735, | |
"p99": 0.007385538563728332, | |
"values": [ | |
0.007061503887176514, | |
0.007110655784606934, | |
0.007071743965148926, | |
0.007037888050079346, | |
0.007031807899475098, | |
0.006930431842803955, | |
0.006978559970855713, | |
0.0074137282371521, | |
0.006377471923828125, | |
0.006110208034515381, | |
0.006105088233947754, | |
0.006069248199462891, | |
0.006091775894165039, | |
0.006046720027923584, | |
0.006102015972137451, | |
0.006071296215057373, | |
0.006100992202758789, | |
0.006060031890869141, | |
0.006094848155975342, | |
0.006044672012329101, | |
0.006061056137084961, | |
0.006090752124786377, | |
0.006074368000030517, | |
0.006034431934356689, | |
0.006061056137084961, | |
0.006020095825195313, | |
0.0060702719688415525, | |
0.006043647766113281, | |
0.006037504196166992, | |
0.006055935859680176, | |
0.006052864074707031, | |
0.006144000053405762, | |
0.006299647808074951, | |
0.006400000095367431, | |
0.0063508481979370115, | |
0.006427648067474365, | |
0.006401023864746094, | |
0.0064880638122558594, | |
0.006358016014099121, | |
0.006309887886047363, | |
0.006340608119964599, | |
0.006323200225830078, | |
0.006344704151153564, | |
0.006308864116668702, | |
0.006318079948425293, | |
0.006348800182342529, | |
0.006364160060882569, | |
0.00658841609954834, | |
0.006345727920532227, | |
0.006315008163452148, | |
0.00638156795501709, | |
0.0063170561790466305, | |
0.006330368041992188, | |
0.006372352123260498, | |
0.006319104194641113, | |
0.006411263942718506, | |
0.006323200225830078, | |
0.00628326416015625, | |
0.006307839870452881, | |
0.006326272010803223, | |
0.00636518383026123, | |
0.006296576023101807, | |
0.006338560104370118, | |
0.006339583873748779, | |
0.006306816101074219, | |
0.006345727920532227, | |
0.006295551776885986, | |
0.006343616008758545, | |
0.006403071880340576, | |
0.006358016014099121, | |
0.006345727920532227, | |
0.0063272957801818845, | |
0.006392799854278565, | |
0.006348800182342529, | |
0.006344704151153564, | |
0.006323200225830078, | |
0.0063508481979370115, | |
0.006360064029693604, | |
0.006564864158630371, | |
0.006329343795776367, | |
0.006441984176635742, | |
0.006311935901641846, | |
0.006342656135559082, | |
0.006340608119964599, | |
0.006370304107666015, | |
0.0063201279640197755, | |
0.006311935901641846, | |
0.006359039783477783, | |
0.006295551776885986, | |
0.006292479991912842, | |
0.006394879817962646, | |
0.0062945599555969236, | |
0.006338560104370118, | |
0.0062873601913452145, | |
0.006460415840148926, | |
0.0063498239517211915, | |
0.006339583873748779, | |
0.0063569917678833006, | |
0.0063272957801818845, | |
0.006358016014099121, | |
0.006409215927124024, | |
0.006958079814910889, | |
0.0073820161819458, | |
0.007390207767486572, | |
0.007349247932434082, | |
0.006646783828735352, | |
0.006160384178161621, | |
0.006147071838378906, | |
0.006106175899505615, | |
0.006127615928649902, | |
0.006053887844085694, | |
0.006103040218353272, | |
0.006038527965545654, | |
0.006148096084594727, | |
0.006032383918762207, | |
0.006057983875274659, | |
0.00597811222076416, | |
0.0060282878875732426, | |
0.006227007865905762, | |
0.0062904319763183595, | |
0.006247424125671387, | |
0.006262784004211426, | |
0.0062679038047790524, | |
0.006252543926239014, | |
0.006285312175750732, | |
0.0062576642036437985, | |
0.0062638077735900875, | |
0.006500351905822754, | |
0.00628326416015625, | |
0.006288383960723877, | |
0.006253568172454834, | |
0.006281216144561768, | |
0.0062863359451293946, | |
0.006262784004211426, | |
0.006295551776885986, | |
0.006259712219238281, | |
0.006270976066589356, | |
0.0062197761535644535, | |
0.0063569917678833006, | |
0.006258687973022461, | |
0.006355967998504639, | |
0.006244351863861084, | |
0.006248447895050049, | |
0.006270976066589356, | |
0.0062566399574279785, | |
0.006271999835968017, | |
0.006302688121795654, | |
0.006303743839263916, | |
0.0063508481979370115, | |
0.0062740478515625, | |
0.006299647808074951, | |
0.006291456222534179, | |
0.006308864116668702, | |
0.00628223991394043, | |
0.00628223991394043, | |
0.006300672054290772, | |
0.006266880035400391, | |
0.00632422399520874 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 157.81667005436276 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.243677973747254e-08, | |
"ram": 3.960359771265113e-08, | |
"gpu": 1.4452077957316792e-07, | |
"total": 2.565611570232916e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3897706.151633921 | |
} | |
} | |
} | |
} |