
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
9947093
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": "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, | |
"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", | |
"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": "0.2.1", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.42.3", | |
"transformers_commit": null, | |
"accelerate_version": "0.31.0", | |
"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": { | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 903.729152, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993536 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 136, | |
"total": 0.9990870399475097, | |
"mean": 0.00734622823490816, | |
"stdev": 0.00015662965204154097, | |
"p50": 0.007331840038299561, | |
"p90": 0.007432703971862793, | |
"p95": 0.007542784094810486, | |
"p99": 0.007982438230514527, | |
"values": [ | |
0.00820633602142334, | |
0.007872511863708496, | |
0.007989247798919678, | |
0.0076277761459350585, | |
0.00753766393661499, | |
0.007513088226318359, | |
0.00753868818283081, | |
0.007468031883239746, | |
0.007605247974395752, | |
0.007476223945617676, | |
0.007969791889190675, | |
0.007170048236846924, | |
0.0070522880554199216, | |
0.007321599960327148, | |
0.007427072048187256, | |
0.007384064197540283, | |
0.007331840038299561, | |
0.007516160011291504, | |
0.007326720237731933, | |
0.007427040100097656, | |
0.007288832187652588, | |
0.007336959838867187, | |
0.007290880203247071, | |
0.007327744007110596, | |
0.007367680072784424, | |
0.00728985595703125, | |
0.007377920150756836, | |
0.007344128131866455, | |
0.007293951988220215, | |
0.007370751857757568, | |
0.007303167819976806, | |
0.007385087966918945, | |
0.007372799873352051, | |
0.007415808200836181, | |
0.007393280029296875, | |
0.007291903972625732, | |
0.007337984085083008, | |
0.007342080116271973, | |
0.007555071830749512, | |
0.0073471360206604, | |
0.00733292818069458, | |
0.00733081579208374, | |
0.007354368209838867, | |
0.007296000003814697, | |
0.007427072048187256, | |
0.007432191848754883, | |
0.0074290881156921385, | |
0.007361536026000977, | |
0.007301119804382325, | |
0.007324672222137451, | |
0.0073134078979492185, | |
0.007312384128570557, | |
0.007345151901245117, | |
0.0072724480628967286, | |
0.007360511779785156, | |
0.007327744007110596, | |
0.007352320194244385, | |
0.0073994240760803225, | |
0.007313439846038819, | |
0.007361536026000977, | |
0.007360511779785156, | |
0.00722431993484497, | |
0.00742195177078247, | |
0.007362559795379638, | |
0.0074332160949707035, | |
0.0073051519393920895, | |
0.0070522880554199216, | |
0.0069959678649902345, | |
0.007079936027526855, | |
0.007113664150238037, | |
0.007051263809204102, | |
0.0069847040176391605, | |
0.0070256638526916505, | |
0.007065599918365479, | |
0.0070594558715820314, | |
0.007216127872467041, | |
0.00734822416305542, | |
0.00738099193572998, | |
0.007371776103973389, | |
0.007412735939025879, | |
0.0074035201072692874, | |
0.007420928001403809, | |
0.007350272178649903, | |
0.007310336112976074, | |
0.007362559795379638, | |
0.0073400321006774905, | |
0.007352320194244385, | |
0.007332863807678222, | |
0.007346176147460938, | |
0.007307263851165771, | |
0.007336959838867187, | |
0.007279615879058838, | |
0.00729702377319336, | |
0.007291903972625732, | |
0.007303167819976806, | |
0.007296000003814697, | |
0.007302144050598145, | |
0.007303167819976806, | |
0.007356416225433349, | |
0.007308288097381592, | |
0.00739737606048584, | |
0.007333888053894043, | |
0.007337984085083008, | |
0.007304192066192627, | |
0.007346176147460938, | |
0.007300096035003662, | |
0.007301119804382325, | |
0.007278592109680176, | |
0.007300096035003662, | |
0.00729804801940918, | |
0.007392255783081054, | |
0.007331840038299561, | |
0.007310336112976074, | |
0.007275519847869873, | |
0.007320576190948487, | |
0.007388160228729248, | |
0.007331840038299561, | |
0.007296000003814697, | |
0.0073175039291381834, | |
0.007316480159759522, | |
0.007324672222137451, | |
0.00729702377319336, | |
0.007328767776489258, | |
0.007307263851165771, | |
0.007234560012817383, | |
0.007287807941436767, | |
0.007328767776489258, | |
0.007299071788787842, | |
0.007349311828613281, | |
0.007312384128570557, | |
0.007350304126739502, | |
0.007296031951904297, | |
0.007326720237731933, | |
0.00729804801940918, | |
0.007323616027832032, | |
0.007334911823272705 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 136.12427602618607 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 8.268690564566189e-08, | |
"ram": 4.520817505476126e-08, | |
"gpu": 1.475251951805536e-07, | |
"total": 2.7542027588097674e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3630814.749572582 | |
} | |
} | |
} | |
} |