IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
f10724b verified
raw
history blame
15.5 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": "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": 1079.840768,
"max_global_vram": 68702.69952,
"max_process_vram": 47218.864128,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 8.206080078125,
"mean": 8.206080078125,
"stdev": 0.0,
"p50": 8.206080078125,
"p90": 8.206080078125,
"p95": 8.206080078125,
"p99": 8.206080078125,
"values": [
8.206080078125
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1249.206272,
"max_global_vram": 68702.69952,
"max_process_vram": 298189.914112,
"max_reserved": 725.614592,
"max_allocated": 513.035264
},
"latency": {
"unit": "s",
"count": 63,
"total": 0.5103950848579406,
"mean": 0.008101509283459376,
"stdev": 0.0013507911313216513,
"p50": 0.007755981922149658,
"p90": 0.008724042892456055,
"p95": 0.00875472984313965,
"p99": 0.012913779830932639,
"values": [
0.007747500896453857,
0.008252619743347168,
0.008327178955078125,
0.007906220912933349,
0.008191181182861327,
0.007920141220092774,
0.007741261005401612,
0.007732941150665283,
0.007807661056518555,
0.007729580879211426,
0.00770622205734253,
0.007718380928039551,
0.007723182201385498,
0.007873101234436035,
0.00771950101852417,
0.007710540771484375,
0.007760302066802978,
0.007722381114959717,
0.007733100891113281,
0.0077332620620727535,
0.007717580795288086,
0.00774734115600586,
0.007770862102508545,
0.007722062110900879,
0.007715180873870849,
0.007739020824432373,
0.0077425408363342284,
0.007790861129760743,
0.007769580841064453,
0.007772301197052002,
0.01831659507751465,
0.007810221195220947,
0.007718541145324707,
0.007740302085876465,
0.007731660842895508,
0.007756781101226806,
0.007720941066741943,
0.007711502075195312,
0.00796750020980835,
0.007755981922149658,
0.007729741096496582,
0.007821101188659668,
0.007695180892944336,
0.007706861972808838,
0.007695661067962646,
0.007813580989837646,
0.0077545418739318845,
0.007724141120910645,
0.0077407808303833,
0.007736620903015137,
0.007961260795593261,
0.008719179153442383,
0.008188779830932618,
0.008175821304321288,
0.008725258827209472,
0.008749258995056153,
0.008728459358215332,
0.008755337715148926,
0.009602376937866211,
0.008830538749694824,
0.00816670036315918,
0.008037899971008301,
0.007862380981445313
]
},
"throughput": {
"unit": "tokens/s",
"value": 246.86758109175335
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1249.206272,
"max_global_vram": 68702.69952,
"max_process_vram": 300803.371008,
"max_reserved": 725.614592,
"max_allocated": 513.259008
},
"latency": {
"unit": "s",
"count": 63,
"total": 0.48799449682235707,
"mean": 0.007745944394005668,
"stdev": 0.0015769189343158069,
"p50": 0.0074108619689941405,
"p90": 0.00821636371612549,
"p95": 0.008314715671539307,
"p99": 0.01297073360443118,
"values": [
0.008717418670654297,
0.007629422187805176,
0.0076150221824646,
0.007534542083740234,
0.007531980991363526,
0.007549101829528808,
0.007375661849975586,
0.007394701957702637,
0.007364303112030029,
0.007573101043701172,
0.007360301971435547,
0.007356781959533692,
0.007358541965484619,
0.007390542030334473,
0.0073606219291687015,
0.007341582775115967,
0.007463022232055664,
0.0073534221649169925,
0.0073475022315979,
0.007321901798248291,
0.007393742084503174,
0.007378703117370606,
0.007534060955047607,
0.007316301822662354,
0.007376781940460205,
0.007360622882843017,
0.007384781837463379,
0.007413901805877685,
0.00737102222442627,
0.007393901824951172,
0.007356622219085693,
0.00741198205947876,
0.007417422771453857,
0.00742126178741455,
0.007415021896362305,
0.007493102073669434,
0.007332302093505859,
0.00737326192855835,
0.007409421920776367,
0.007394862174987793,
0.007463982105255127,
0.007354862213134765,
0.0073961420059204105,
0.007310862064361572,
0.0074127821922302245,
0.007391022205352783,
0.0073491020202636715,
0.0073942217826843265,
0.007457581996917725,
0.0074108619689941405,
0.008167340278625488,
0.008228619575500489,
0.007736461162567139,
0.007852460861206055,
0.00831645965576172,
0.008299019813537598,
0.00826222038269043,
0.01991035270690918,
0.008458539009094239,
0.008012139320373535,
0.0077350220680236816,
0.007659021854400635,
0.007526861190795898
]
},
"throughput": {
"unit": "tokens/s",
"value": 129.09981651480317
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 63,
"total": 0.45475874328613275,
"mean": 0.007218392750573536,
"stdev": 0.0015656899006184172,
"p50": 0.006871344089508057,
"p90": 0.007696524810791016,
"p95": 0.007759725904464721,
"p99": 0.012380232887268095,
"values": [
0.008134700775146485,
0.007086863040924072,
0.007109423160552978,
0.007037103176116943,
0.007022222995758057,
0.007033263206481934,
0.006848622798919677,
0.006870063781738281,
0.006854063987731933,
0.007067183017730713,
0.0068564629554748536,
0.006842063903808594,
0.006857263088226318,
0.00687902307510376,
0.006846222877502441,
0.006828944206237793,
0.006909903049468994,
0.00684686279296875,
0.0068409438133239745,
0.0068614230155944825,
0.006865583896636963,
0.006859183788299561,
0.006990542888641357,
0.0068063831329345705,
0.00683838415145874,
0.006843664169311523,
0.006855183124542237,
0.006870062828063965,
0.00685422420501709,
0.006872464179992676,
0.0067694239616394045,
0.006883984088897705,
0.006896304130554199,
0.00690798282623291,
0.006870382785797119,
0.00696254301071167,
0.006814864158630371,
0.006867823123931885,
0.006871344089508057,
0.006828942775726318,
0.006912463188171387,
0.006834383010864258,
0.006866064071655274,
0.006815823078155517,
0.006866543769836426,
0.006875504016876221,
0.006844462871551514,
0.0068492631912231445,
0.006953582763671875,
0.006869584083557129,
0.00767694091796875,
0.007727500915527344,
0.007234542846679687,
0.007354701995849609,
0.007760941982269287,
0.0077487812042236325,
0.007701420783996582,
0.019307153701782227,
0.007882700920104981,
0.007417901039123535,
0.007173902988433838,
0.0071316628456115725,
0.006991023063659668
]
},
"throughput": {
"unit": "tokens/s",
"value": 138.53499450006308
},
"energy": null,
"efficiency": null
}
}
}