IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
d93975e verified
raw
history blame
15.4 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.3.1+rocm5.7",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"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": 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": 1044.103168,
"max_global_vram": 68702.69952,
"max_process_vram": 41041.747968,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 8.353427734375,
"mean": 8.353427734375,
"stdev": 0.0,
"p50": 8.353427734375,
"p90": 8.353427734375,
"p95": 8.353427734375,
"p99": 8.353427734375,
"values": [
8.353427734375
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1213.382656,
"max_global_vram": 68702.69952,
"max_process_vram": 286839.734272,
"max_reserved": 725.614592,
"max_allocated": 513.035264
},
"latency": {
"unit": "s",
"count": 62,
"total": 0.5159016423225404,
"mean": 0.008320994231008716,
"stdev": 0.00036602939980996923,
"p50": 0.008252819061279296,
"p90": 0.008755044174194336,
"p95": 0.008762692070007324,
"p99": 0.008768546628952026,
"values": [
0.007835378170013427,
0.007906737804412842,
0.0078731369972229,
0.007888018131256103,
0.00786801815032959,
0.007787857055664062,
0.007808018207550049,
0.008069297790527345,
0.008098738670349121,
0.007794577121734619,
0.007865777969360352,
0.007854736804962159,
0.007883537769317626,
0.008057297706604004,
0.007856177806854247,
0.007911858081817626,
0.00848721981048584,
0.008295059204101562,
0.008767860412597656,
0.00875665855407715,
0.008456019401550293,
0.008494098663330079,
0.008410099029541016,
0.008055377960205078,
0.008127378463745118,
0.008131858825683593,
0.008167219161987305,
0.008148338317871094,
0.008501938819885254,
0.008730738639831544,
0.00876274013519287,
0.008022098541259766,
0.008741459846496581,
0.008752820014953613,
0.008709299087524413,
0.008740180015563965,
0.00873953914642334,
0.00873394012451172,
0.008723699569702148,
0.008769619941711425,
0.008718899726867676,
0.008597140312194823,
0.00821057891845703,
0.008137778282165527,
0.00813729763031006,
0.008521618843078614,
0.008022418022155762,
0.007732977867126465,
0.007962257862091064,
0.008699058532714844,
0.008656179428100586,
0.008512659072875977,
0.008748338699340821,
0.008729140281677246,
0.008754899978637695,
0.008747699737548829,
0.008761778831481933,
0.008755060195922851,
0.008762900352478026,
0.008090417861938476,
0.0081108980178833,
0.00794721794128418
]
},
"throughput": {
"unit": "tokens/s",
"value": 240.3558931151367
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1213.382656,
"max_global_vram": 68702.69952,
"max_process_vram": 266284.8512,
"max_reserved": 725.614592,
"max_allocated": 513.259008
},
"latency": {
"unit": "s",
"count": 62,
"total": 0.48780477380752557,
"mean": 0.007867818932379445,
"stdev": 0.00032239226243164837,
"p50": 0.00782169771194458,
"p90": 0.008258802604675292,
"p95": 0.0082916823387146,
"p99": 0.008421520042419434,
"values": [
0.007765297889709473,
0.007505775928497315,
0.007457296848297119,
0.007517776966094971,
0.007528656959533691,
0.007458096981048584,
0.007514737129211426,
0.007727376937866211,
0.007431056022644043,
0.0075553770065307614,
0.0073846569061279295,
0.007431696891784668,
0.007313136100769043,
0.007320335865020752,
0.007444336891174317,
0.007871057033538818,
0.007888017177581787,
0.008326418876647949,
0.008279217720031738,
0.007894258022308349,
0.007959057807922363,
0.007873457908630371,
0.007676177978515625,
0.007609776973724365,
0.0075712170600891115,
0.007737456798553467,
0.007691856861114502,
0.007838578224182128,
0.008173138618469238,
0.008179219245910644,
0.007804817199707032,
0.007859696865081787,
0.008163537979125977,
0.008239858627319336,
0.008204018592834473,
0.00835649871826172,
0.008223058700561524,
0.008232977867126465,
0.008165298461914062,
0.008266578674316407,
0.008292338371276856,
0.007701937198638916,
0.007737456798553467,
0.007765297889709473,
0.007909138202667237,
0.007656978130340576,
0.007674736976623535,
0.007388175964355469,
0.00852322006225586,
0.008142099380493165,
0.007777937889099121,
0.00820545768737793,
0.008246418952941894,
0.008210257530212402,
0.00819601821899414,
0.008187378883361816,
0.008260178565979003,
0.008194257736206054,
0.008235539436340332,
0.0077715377807617185,
0.007757456779479981,
0.007530096054077148
]
},
"throughput": {
"unit": "tokens/s",
"value": 127.10002716058598
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 62,
"total": 0.45575382757186894,
"mean": 0.007350868186643047,
"stdev": 0.0003233499905717863,
"p50": 0.007333696126937866,
"p90": 0.007723057985305786,
"p95": 0.007742280840873719,
"p99": 0.007907670307159425,
"values": [
0.00715169620513916,
0.006911214828491211,
0.006934256076812744,
0.006927375793457031,
0.006919855117797851,
0.006879695892333984,
0.006915054798126221,
0.007225456237792968,
0.006905934810638428,
0.007073455810546875,
0.006937615871429444,
0.006963215827941895,
0.006840974807739258,
0.006862734794616699,
0.006958735942840576,
0.00738049602508545,
0.007412015914916992,
0.007702417850494385,
0.007694897174835205,
0.007366257190704346,
0.007420496940612793,
0.007361136913299561,
0.007232017040252685,
0.007153615951538086,
0.007133935928344727,
0.007270736217498779,
0.007238096237182618,
0.007394896984100342,
0.007683698177337646,
0.007681938171386718,
0.007325456142425537,
0.007341936111450196,
0.007679536819458008,
0.00774417781829834,
0.007705138206481933,
0.007845457077026368,
0.0077216181755065914,
0.007724496841430664,
0.007673777103424072,
0.007727538108825684,
0.007743056774139404,
0.007171216011047363,
0.007192975997924804,
0.007199697017669678,
0.007359696865081787,
0.007114896774291992,
0.007096496105194092,
0.006813294887542724,
0.00800497817993164,
0.007641457080841065,
0.007310417175292969,
0.007694256782531738,
0.0077216181755065914,
0.007700817108154297,
0.0076875371932983395,
0.0076859378814697265,
0.007723217964172364,
0.0076977767944335935,
0.007695377826690674,
0.007239376068115234,
0.0072324957847595215,
0.007004175186157226
]
},
"throughput": {
"unit": "tokens/s",
"value": 136.0383528325345
},
"energy": null,
"efficiency": null
}
}
}