
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
354355e
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-5.10.224-212.876.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": "0.34.2", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"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": 799.227904, | |
"max_global_vram": 1192.7552, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.9920361328125, | |
"mean": 7.9920361328125, | |
"stdev": 0.0, | |
"p50": 7.9920361328125, | |
"p90": 7.9920361328125, | |
"p95": 7.9920361328125, | |
"p99": 7.9920361328125, | |
"values": [ | |
7.9920361328125 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 2.4890754708381897e-06, | |
"ram": 1.3454231824052734e-06, | |
"gpu": 3.29333596801179e-06, | |
"total": 7.127834621255253e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1089.077248, | |
"max_global_vram": 1203.24096, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 142, | |
"total": 1.0013151988983153, | |
"mean": 0.007051515485199405, | |
"stdev": 0.0003232086439693288, | |
"p50": 0.00711680006980896, | |
"p90": 0.007290163373947144, | |
"p95": 0.00745768940448761, | |
"p99": 0.008120166339874267, | |
"values": [ | |
0.007366655826568603, | |
0.007290880203247071, | |
0.007326720237731933, | |
0.007238656044006348, | |
0.007251967906951904, | |
0.007222271919250488, | |
0.007257152080535889, | |
0.007225344181060791, | |
0.007174143791198731, | |
0.007230463981628418, | |
0.0071495361328125, | |
0.007230463981628418, | |
0.007266304016113281, | |
0.007105535984039306, | |
0.007117824077606201, | |
0.00707583999633789, | |
0.007135168075561523, | |
0.007145472049713135, | |
0.007201791763305664, | |
0.0072427520751953125, | |
0.007256063938140869, | |
0.007258111953735351, | |
0.007168000221252442, | |
0.007161856174468994, | |
0.007258111953735351, | |
0.0071833600997924804, | |
0.0072499198913574215, | |
0.007188479900360107, | |
0.007189504146575928, | |
0.00719155216217041, | |
0.007139328002929687, | |
0.007185408115386963, | |
0.00719155216217041, | |
0.007201791763305664, | |
0.007218175888061523, | |
0.007176191806793213, | |
0.007080959796905518, | |
0.007111680030822754, | |
0.007264256000518799, | |
0.007159872055053711, | |
0.0072540159225463864, | |
0.0071157760620117185, | |
0.007171072006225586, | |
0.007164927959442138, | |
0.007170015811920166, | |
0.00722431993484497, | |
0.007203839778900147, | |
0.007252992153167725, | |
0.007196735858917236, | |
0.007112736225128174, | |
0.007110655784606934, | |
0.007105535984039306, | |
0.007261184215545655, | |
0.007256063938140869, | |
0.007139328002929687, | |
0.007352320194244385, | |
0.007202816009521484, | |
0.007142399787902832, | |
0.007076863765716553, | |
0.007127039909362793, | |
0.007105504035949707, | |
0.007090176105499267, | |
0.007322624206542969, | |
0.007107583999633789, | |
0.007144447803497315, | |
0.007163904190063477, | |
0.00709939193725586, | |
0.007404543876647949, | |
0.007145472049713135, | |
0.007142399787902832, | |
0.007186431884765625, | |
0.007231488227844239, | |
0.0072837119102478025, | |
0.007264256000518799, | |
0.0072130560874938965, | |
0.006874112129211426, | |
0.006808544158935547, | |
0.00679417610168457, | |
0.006793216228485107, | |
0.006750207901000976, | |
0.006657023906707763, | |
0.006804480075836182, | |
0.006717440128326416, | |
0.006694911956787109, | |
0.006652927875518798, | |
0.006536191940307618, | |
0.006615039825439453, | |
0.0067358717918396, | |
0.0065443840026855465, | |
0.0063907837867736815, | |
0.006400000095367431, | |
0.006419456005096436, | |
0.007897056102752686, | |
0.008111104011535645, | |
0.008126463890075684, | |
0.00826476764678955, | |
0.007455743789672851, | |
0.007714784145355225, | |
0.0071157760620117185, | |
0.006970367908477783, | |
0.006790143966674805, | |
0.006743040084838867, | |
0.0067645440101623535, | |
0.006813695907592773, | |
0.006717440128326416, | |
0.006774784088134766, | |
0.0067645440101623535, | |
0.006713344097137451, | |
0.006722559928894043, | |
0.00672051191329956, | |
0.006780928134918213, | |
0.006696959972381592, | |
0.0067276802062988285, | |
0.006743040084838867, | |
0.0067123198509216305, | |
0.006931456089019775, | |
0.006759424209594727, | |
0.006730751991271973, | |
0.007457791805267334, | |
0.007846911907196046, | |
0.007855103969573975, | |
0.006880256175994873, | |
0.006774784088134766, | |
0.0067758078575134275, | |
0.006842368125915528, | |
0.006739967823028564, | |
0.006724607944488525, | |
0.0067870721817016606, | |
0.006779903888702392, | |
0.0068228478431701664, | |
0.0067358717918396, | |
0.00674508810043335, | |
0.006767615795135498, | |
0.006726655960083008, | |
0.006807551860809326, | |
0.006795263767242431, | |
0.00675328016281128, | |
0.006724607944488525, | |
0.006703104019165039, | |
0.006765567779541016, | |
0.006687744140625, | |
0.006728672027587891 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 141.81348705805496 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.776173410497399e-08, | |
"ram": 4.2493674744852e-08, | |
"gpu": 1.4135087560782423e-07, | |
"total": 2.616062844576502e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3822538.139988314 | |
} | |
} | |
} | |
} |