IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
163ec72 verified
raw
history blame
11.2 kB
{
"config": {
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base",
"backend": {
"name": "pytorch",
"version": "2.3.1+rocm5.7",
"_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": "6",
"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": 2,
"sequence_length": 16,
"num_choices": 2
},
"new_tokens": null,
"memory": true,
"latency": true,
"energy": false,
"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": "warn",
"numactl": false,
"numactl_kwargs": {},
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7763 64-Core Processor",
"cpu_count": 128,
"cpu_ram_mb": 1082014.490624,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-122-generic-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.12",
"gpu": [
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]"
],
"gpu_count": 8,
"gpu_vram_mb": 549621596160,
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.1.1",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.11",
"timm_commit": null,
"peft_version": "0.13.2",
"peft_commit": null
},
"print_report": true,
"log_report": true
},
"report": {
"load_model": {
"memory": {
"unit": "MB",
"max_ram": 1109.925888,
"max_global_vram": 68702.69952,
"max_process_vram": 5067.210752,
"max_reserved": 555.74528,
"max_allocated": 499.374592
},
"latency": {
"unit": "s",
"values": [
0.1022896957397461
],
"count": 1,
"total": 0.1022896957397461,
"mean": 0.1022896957397461,
"p50": 0.1022896957397461,
"p90": 0.1022896957397461,
"p95": 0.1022896957397461,
"p99": 0.1022896957397461,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": null,
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1227.259904,
"max_global_vram": 68702.69952,
"max_process_vram": 228810.665984,
"max_reserved": 555.74528,
"max_allocated": 500.456448
},
"latency": {
"unit": "s",
"values": [
0.009185623168945313,
0.00807378101348877,
0.008009300231933594,
0.008135380744934083,
0.008090259552001954,
0.00799153995513916,
0.008060501098632813,
0.00800193977355957,
0.008049461364746094,
0.00798002004623413,
0.007943059921264648,
0.007981299877166748,
0.00797762107849121,
0.007987860202789307,
0.008181780815124511,
0.008013620376586914,
0.007984499931335449,
0.007954421043395997,
0.00795329999923706,
0.00798178005218506,
0.007932660102844238,
0.007949299812316894,
0.007931700229644775,
0.007952179908752442,
0.007946420192718505,
0.007912660121917724,
0.007923220157623291,
0.007948180198669434,
0.00793586015701294,
0.007979859828948974,
0.007919700145721435,
0.007726419925689698,
0.0077286591529846195,
0.0074603381156921385,
0.007948500156402588,
0.007967860221862792,
0.008004659652709962,
0.008068981170654297,
0.008055859565734864,
0.008037779808044434,
0.007990580081939697,
0.007984020233154298,
0.007636498928070068,
0.007605938911437988,
0.007993299961090088,
0.007950419902801514,
0.008180021286010742,
0.008075220108032227,
0.008047220230102538,
0.00805858039855957,
0.00797762107849121,
0.00803730010986328,
0.008019700050354003,
0.00798914098739624,
0.007958899974822999,
0.008013779640197755,
0.008057781219482422,
0.007974259853363037,
0.008220021247863769,
0.008015859603881835,
0.00801058006286621,
0.007967380046844483,
0.007940659999847412,
0.008012020111083984,
0.007979540824890137,
0.007973460197448731,
0.008018899917602539,
0.008009140968322753,
0.008022259712219239,
0.007975699901580811,
0.007953939914703369,
0.008002260208129882,
0.007961939811706543,
0.008049460411071777,
0.007953780174255371,
0.00801121997833252,
0.007965939998626709,
0.007928659915924072,
0.007976659774780273,
0.007943059921264648,
0.007954740047454834,
0.00793858003616333,
0.007975700855255128,
0.007981460094451904,
0.008000659942626952,
0.007993300914764405,
0.007998419761657714,
0.00799266004562378,
0.007974899768829346,
0.007959859848022461,
0.007936019897460938,
0.008043540000915528,
0.007964819908142089,
0.007944819927215576,
0.007951700210571289,
0.008002260208129882,
0.007973939895629882,
0.00797026014328003,
0.00794178009033203,
0.007982900142669678,
0.007980340957641602,
0.00796258020401001,
0.007972020149230957,
0.008022740364074707,
0.007978740215301514,
0.00799314022064209,
0.008028980255126952,
0.007973461151123047,
0.007953780174255371,
0.007973139762878417,
0.007997459888458252,
0.008008980751037597,
0.008011699676513672,
0.008028019905090332,
0.00803890037536621,
0.008033780097961426,
0.008019861221313476,
0.008015859603881835,
0.008007220268249512,
0.008010260581970215,
0.008067858695983888,
0.008013460159301758,
0.00807009983062744
],
"count": 123,
"total": 0.9829552807807925,
"mean": 0.007991506347811319,
"p50": 0.007982900142669678,
"p90": 0.00805842056274414,
"p95": 0.00807507619857788,
"p99": 0.008211608352661132,
"stdev": 0.0001408565285133693,
"stdev_": 1.7625779469216902
},
"throughput": {
"unit": "samples/s",
"value": 250.26570873559425
},
"energy": null,
"efficiency": null
}
}
}