IlyasMoutawwakil's picture
Upload cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base/benchmark.json with huggingface_hub
dd838a5 verified
raw
history blame
11.4 kB
{
"config": {
"name": "cuda_inference_transformers_multiple-choice_FacebookAI/roberta-base",
"backend": {
"name": "pytorch",
"version": "2.4.1+cu124",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "multiple-choice",
"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-5.10.225-213.878.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": "0.5.0",
"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": "1.22.0",
"optimum_commit": null,
"timm_version": "1.0.9",
"timm_commit": null,
"peft_version": "0.13.0",
"peft_commit": null
}
},
"report": {
"load": {
"memory": {
"unit": "MB",
"max_ram": 802.312192,
"max_global_vram": 1192.7552,
"max_process_vram": 0.0,
"max_reserved": 555.74528,
"max_allocated": 499.372544
},
"latency": {
"unit": "s",
"values": [
8.3148017578125
],
"count": 1,
"total": 8.3148017578125,
"mean": 8.3148017578125,
"p50": 8.3148017578125,
"p90": 8.3148017578125,
"p95": 8.3148017578125,
"p99": 8.3148017578125,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 9.353683215276793e-07,
"ram": 4.864086919746759e-07,
"gpu": 0.0,
"total": 1.4217770135023554e-06
},
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1099.063296,
"max_global_vram": 1203.24096,
"max_process_vram": 0.0,
"max_reserved": 555.74528,
"max_allocated": 509.038592
},
"latency": {
"unit": "s",
"values": [
0.008393728256225585,
0.008142848014831543,
0.008162143707275391,
0.008140800476074218,
0.008099840164184571,
0.008064000129699708,
0.00800767993927002,
0.008003711700439453,
0.008128447532653809,
0.008102911949157715,
0.008043519973754883,
0.00821452808380127,
0.008083552360534667,
0.008002559661865234,
0.008030303955078125,
0.008064000129699708,
0.008045568466186523,
0.008072192192077637,
0.007984127998352051,
0.008051839828491211,
0.008091520309448243,
0.008144895553588867,
0.008088576316833495,
0.008175616264343261,
0.008067071914672852,
0.008023039817810058,
0.00809881591796875,
0.008134655952453614,
0.008047616004943848,
0.00808243179321289,
0.008071231842041015,
0.008033280372619628,
0.007615488052368164,
0.007612383842468261,
0.007605247974395752,
0.007675903797149658,
0.007861248016357422,
0.007696383953094482,
0.0075008001327514645,
0.0076605439186096195,
0.0076574721336364745,
0.007763967990875244,
0.0076308479309082035,
0.007585792064666748,
0.007599103927612305,
0.007676928043365478,
0.007711775779724121,
0.007665664196014404,
0.007881728172302246,
0.008126496315002441,
0.007704607963562012,
0.00765337610244751,
0.007616511821746826,
0.007552000045776367,
0.007608384132385254,
0.00770854377746582,
0.007609344005584716,
0.007540736198425293,
0.007379903793334961,
0.0073573441505432125,
0.008500224113464355,
0.0077916159629821775,
0.007964672088623047,
0.007742464065551758,
0.007845888137817383,
0.007865344047546387,
0.007958528041839599,
0.007955520153045655,
0.007993279933929443,
0.007985151767730713,
0.00802086353302002,
0.007711743831634522,
0.007979008197784423,
0.008062975883483887,
0.007792640209197998,
0.008513504028320313,
0.008319999694824219,
0.007637856006622315,
0.0075879359245300294,
0.007621632099151611,
0.007592959880828858,
0.007681024074554443,
0.007615488052368164,
0.007579648017883301,
0.007613440036773681,
0.0075632638931274416,
0.008085503578186035,
0.0076308479309082035,
0.007600128173828125,
0.00759500789642334,
0.00753868818283081,
0.00757862377166748,
0.007664639949798584,
0.007721983909606934,
0.007640063762664795,
0.00760319995880127,
0.007591936111450195,
0.007599103927612305,
0.007601151943206787,
0.007641088008880615,
0.007607295989990235,
0.007574528217315674,
0.007550975799560547,
0.007625728130340576,
0.007622655868530274,
0.007623680114746094,
0.007556096076965332,
0.007552000045776367,
0.007761023998260498,
0.007859039783477783,
0.007614463806152344,
0.007624703884124756,
0.007702591896057129,
0.0075642881393432615,
0.0075335679054260255,
0.007643136024475097,
0.007527552127838135,
0.007560192108154297,
0.007614463806152344,
0.007535615921020508,
0.0075632319450378415,
0.007516160011291504,
0.007544832229614258,
0.00753868818283081,
0.007513088226318359,
0.007585792064666748,
0.007582719802856445,
0.007573503971099854
],
"count": 128,
"total": 0.9974158396720886,
"mean": 0.007792311247438191,
"p50": 0.007676415920257569,
"p90": 0.008109987258911133,
"p95": 0.008156106853485107,
"p99": 0.008471470232009887,
"stdev": 0.0002477559194444645,
"stdev_": 3.179492086201216
},
"throughput": {
"unit": "samples/s",
"value": 128.3316295057851
},
"energy": {
"unit": "kWh",
"cpu": 8.5699541761591e-08,
"ram": 4.6828054899328336e-08,
"gpu": 1.5743617710790733e-07,
"total": 2.8996377376882667e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 3448706.6677413606
}
}
}
}