IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
f985190 verified
raw
history blame
11.9 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": "5",
"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": 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": 1082015.256576,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-101-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": "0.4.0",
"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": 1078.521856,
"max_global_vram": 68702.69952,
"max_process_vram": 48891.703296,
"max_reserved": 555.74528,
"max_allocated": 499.374592
},
"latency": {
"unit": "s",
"count": 1,
"total": 8.2918037109375,
"mean": 8.2918037109375,
"stdev": 0.0,
"p50": 8.2918037109375,
"p90": 8.2918037109375,
"p95": 8.2918037109375,
"p99": 8.2918037109375,
"values": [
8.2918037109375
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 1195.503616,
"max_global_vram": 68702.69952,
"max_process_vram": 230201.225216,
"max_reserved": 555.74528,
"max_allocated": 499.4432
},
"latency": {
"unit": "s",
"count": 141,
"total": 1.0000923740863794,
"mean": 0.007092853716924682,
"stdev": 0.004656559688242095,
"p50": 0.006896624088287354,
"p90": 0.007558062076568604,
"p95": 0.007810542106628418,
"p99": 0.02929532260894755,
"values": [
0.007760941982269287,
0.007558062076568604,
0.007195823192596436,
0.007294542789459228,
0.007357102870941162,
0.043558456420898437,
0.0023839941024780273,
0.002219515085220337,
0.002212475061416626,
0.0021996750831604003,
0.002207993984222412,
0.002814234018325806,
0.007033742904663086,
0.007008463859558106,
0.006968142986297607,
0.0069615840911865234,
0.006949903011322022,
0.006954063892364502,
0.0069303841590881345,
0.006952622890472412,
0.00695582389831543,
0.007048782825469971,
0.007004784107208252,
0.007006702899932861,
0.007005104064941406,
0.006926222801208496,
0.006915503978729248,
0.006907504081726074,
0.00691534423828125,
0.006981264114379883,
0.006906383991241455,
0.006900144100189209,
0.00691486406326294,
0.006869743824005127,
0.0068686242103576664,
0.006883344173431396,
0.0068902230262756345,
0.006867504119873047,
0.006896624088287354,
0.0068636641502380375,
0.006889584064483642,
0.006867504119873047,
0.006881423950195312,
0.006878543853759766,
0.006870863914489746,
0.006849264144897461,
0.006857103824615478,
0.006856304168701172,
0.006847983837127686,
0.006876624107360839,
0.00690958309173584,
0.006893424034118653,
0.007014544010162354,
0.006907663822174072,
0.006928944110870362,
0.006897424221038818,
0.006873262882232666,
0.007101263999938965,
0.006928462982177735,
0.0068979039192199705,
0.006898384094238281,
0.006890063762664795,
0.0068895831108093265,
0.006995664119720459,
0.006913104057312012,
0.006881423950195312,
0.00688430404663086,
0.006878704071044922,
0.006886864185333252,
0.006907824039459228,
0.00689214277267456,
0.006941743850708008,
0.006902063846588135,
0.006892144203186035,
0.0068991842269897465,
0.006866064071655274,
0.006909423828125,
0.006919983863830566,
0.006898223876953125,
0.006891664028167725,
0.006891503810882569,
0.006904943943023682,
0.0069139041900634765,
0.00696014404296875,
0.006888944149017334,
0.006859663009643554,
0.006891183853149414,
0.006858543872833252,
0.006865744113922119,
0.006848144054412842,
0.006855663776397705,
0.006871663093566895,
0.006870863914489746,
0.006862864017486572,
0.006853583812713623,
0.006879183769226074,
0.006884462833404541,
0.00689134407043457,
0.006864463806152344,
0.006877903938293457,
0.006855663776397705,
0.044541336059570315,
0.002270714998245239,
0.002209434986114502,
0.0021947150230407714,
0.0022007939815521242,
0.0021967949867248535,
0.0022036750316619873,
0.002215675115585327,
0.0036204710006713867,
0.0069070239067077635,
0.006855504035949707,
0.00693390417098999,
0.0068900628089904785,
0.006870063781738281,
0.006861423969268799,
0.006866543769836426,
0.006860464096069336,
0.006886703968048096,
0.006877903938293457,
0.006881584167480468,
0.006894063949584961,
0.007417262077331543,
0.007819821834564209,
0.007798381805419922,
0.007786061763763428,
0.00787710189819336,
0.007403982162475586,
0.00721902322769165,
0.007131342887878418,
0.0072358231544494625,
0.0072614231109619145,
0.007604462146759033,
0.007900621891021729,
0.007818221092224121,
0.007805740833282471,
0.007822220802307128,
0.007801422119140625,
0.007810542106628418,
0.007449582099914551,
0.007323983192443847
]
},
"throughput": {
"unit": "samples/s",
"value": 140.98697645685832
},
"energy": null,
"efficiency": null
}
}
}