IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
3583dd5 verified
raw
history blame
14.9 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": 1079.443456,
"max_global_vram": 68702.69952,
"max_process_vram": 49570.254848,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 8.9486630859375,
"mean": 8.9486630859375,
"stdev": 0.0,
"p50": 8.9486630859375,
"p90": 8.9486630859375,
"p95": 8.9486630859375,
"p99": 8.9486630859375,
"values": [
8.9486630859375
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1248.5632,
"max_global_vram": 68702.69952,
"max_process_vram": 304514.187264,
"max_reserved": 725.614592,
"max_allocated": 513.035264
},
"latency": {
"unit": "s",
"count": 58,
"total": 0.5221576185226442,
"mean": 0.009002717560735243,
"stdev": 0.0016937620723528684,
"p50": 0.008759218692779541,
"p90": 0.009184660148620606,
"p95": 0.009486604595184326,
"p99": 0.017595257511138915,
"values": [
0.009471700668334962,
0.009571060180664063,
0.009464020729064942,
0.009241780281066895,
0.00916018009185791,
0.008996978759765625,
0.008990739822387695,
0.009049139976501464,
0.008919539451599122,
0.008889779090881348,
0.008787538528442383,
0.008773459434509277,
0.008754419326782227,
0.00895297908782959,
0.016750116348266602,
0.008904178619384766,
0.008793779373168945,
0.008763218879699707,
0.00878273868560791,
0.008778738975524902,
0.008785299301147461,
0.008809139251708984,
0.008229457855224609,
0.008199057579040527,
0.008378738403320313,
0.008316337585449219,
0.008746099472045899,
0.008789619445800782,
0.008762418746948242,
0.008717618942260742,
0.008709939002990722,
0.008366418838500976,
0.008373139381408691,
0.00813169765472412,
0.008732178688049316,
0.008062737464904785,
0.008204017639160156,
0.008217778205871582,
0.007999056816101075,
0.00835153865814209,
0.018715560913085936,
0.008248337745666504,
0.008225618362426758,
0.008722899436950683,
0.008137618064880371,
0.008675859451293946,
0.00875601863861084,
0.00868337917327881,
0.0084950590133667,
0.008730098724365235,
0.008786099433898926,
0.008775058746337891,
0.008765619277954101,
0.008744339942932128,
0.008732818603515624,
0.00873345947265625,
0.008777459144592286,
0.00877393913269043
]
},
"throughput": {
"unit": "tokens/s",
"value": 222.1551422120436
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1248.817152,
"max_global_vram": 68702.69952,
"max_process_vram": 314614.554624,
"max_reserved": 725.614592,
"max_allocated": 513.259008
},
"latency": {
"unit": "s",
"count": 58,
"total": 0.4759119210243226,
"mean": 0.008205377948695216,
"stdev": 0.0003169255795192039,
"p50": 0.008248817920684815,
"p90": 0.008527267265319825,
"p95": 0.008668211126327515,
"p99": 0.009005577955245972,
"values": [
0.009080179214477539,
0.008949299812316895,
0.008788978576660156,
0.008646899223327637,
0.008490899085998534,
0.008520499229431152,
0.008546257972717285,
0.00851073932647705,
0.00847425937652588,
0.008543059349060059,
0.008357937812805177,
0.00833777904510498,
0.008298257827758788,
0.008323538780212402,
0.00846497917175293,
0.00837073802947998,
0.008315857887268066,
0.008296338081359864,
0.008332017898559571,
0.008330098152160645,
0.008290577888488769,
0.008104818344116211,
0.008120657920837403,
0.008127697944641113,
0.007863377094268799,
0.007916497230529786,
0.008345458030700683,
0.008256978034973144,
0.008268338203430176,
0.008235537528991699,
0.007739057064056396,
0.008151217460632324,
0.007864656925201417,
0.00788897705078125,
0.008067217826843262,
0.007863856792449952,
0.007632337093353272,
0.007747696876525879,
0.007754257202148437,
0.008209617614746093,
0.007331376075744629,
0.007913938045501709,
0.007792656898498535,
0.007929777145385742,
0.007525455951690674,
0.008124978065490722,
0.008219378471374512,
0.008238738059997558,
0.008272177696228027,
0.008083058357238769,
0.00830097770690918,
0.008280497550964355,
0.008291857719421387,
0.008263538360595703,
0.008231376647949219,
0.008217938423156738,
0.008240657806396484,
0.00822609806060791
]
},
"throughput": {
"unit": "tokens/s",
"value": 121.87129054293175
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 58,
"total": 0.4447457733154297,
"mean": 0.00766803057440396,
"stdev": 0.0002872799643782898,
"p50": 0.007724497079849244,
"p90": 0.00795107297897339,
"p95": 0.008053130245208739,
"p99": 0.008334442548751831,
"values": [
0.008389617919921875,
0.008292819023132324,
0.008166418075561524,
0.008033138275146484,
0.007947856903076173,
0.007918097972869874,
0.007958577156066895,
0.007946096897125244,
0.007882576942443847,
0.008006097793579102,
0.007839537143707276,
0.007789456844329834,
0.007768657207489014,
0.0077753767967224125,
0.007856496810913086,
0.007799057006835938,
0.007757136821746826,
0.007724337100982666,
0.007785457134246826,
0.007778256893157959,
0.007776496887207031,
0.0076017770767211916,
0.00757953691482544,
0.007588816165924072,
0.007312335968017578,
0.0074313759803771974,
0.0077779369354248045,
0.007738097190856934,
0.007724657058715821,
0.007701937198638916,
0.007249296188354492,
0.007642896175384522,
0.007345456123352051,
0.007401616096496582,
0.007592496871948243,
0.007357776165008545,
0.007164656162261963,
0.0072436962127685545,
0.007238416194915771,
0.00770465612411499,
0.006795855045318604,
0.007379537105560303,
0.007259535789489746,
0.00742145586013794,
0.0070150551795959476,
0.0076067371368408205,
0.007704337120056152,
0.007716977119445801,
0.007757456779479981,
0.007578735828399658,
0.007779696941375733,
0.007746097087860108,
0.0077848172187805174,
0.007745456218719482,
0.007715375900268555,
0.00771601676940918,
0.007726576805114746,
0.007707056999206543
]
},
"throughput": {
"unit": "tokens/s",
"value": 130.41158225659925
},
"energy": null,
"efficiency": null
}
}
}