IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
65d73ac verified
raw
history blame
15.4 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.2.2+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": "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": 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": "error",
"numactl": false,
"numactl_kwargs": {},
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7763 64-Core Processor",
"cpu_count": 128,
"cpu_ram_mb": 1082015.236096,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.12",
"gpu": [
"Advanced Micro Devices, Inc. [AMD/ATI]"
],
"gpu_count": 1,
"gpu_vram_mb": 68702699520,
"optimum_benchmark_version": "0.3.1",
"optimum_benchmark_commit": "6f7b069b4b0cde5708134b51a746a564e69874ce",
"transformers_version": "4.42.4",
"transformers_commit": null,
"accelerate_version": "0.32.1",
"accelerate_commit": null,
"diffusers_version": "0.29.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.7",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"load": {
"memory": {
"unit": "MB",
"max_ram": 901.2224,
"max_global_vram": 1011.748864,
"max_process_vram": 43039.858688,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.43203564453125,
"mean": 7.43203564453125,
"stdev": 0.0,
"p50": 7.43203564453125,
"p90": 7.43203564453125,
"p95": 7.43203564453125,
"p99": 7.43203564453125,
"values": [
7.43203564453125
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1055.850496,
"max_global_vram": 1106.137088,
"max_process_vram": 285326.6432,
"max_reserved": 725.614592,
"max_allocated": 513.035264
},
"latency": {
"unit": "s",
"count": 65,
"total": 0.5119444642066957,
"mean": 0.007876068680103009,
"stdev": 0.000240898297795846,
"p50": 0.00778607988357544,
"p90": 0.008199071884155274,
"p95": 0.008223935508728027,
"p99": 0.00866673915863037,
"values": [
0.007931039810180665,
0.007910398960113526,
0.00790447998046875,
0.007827839851379394,
0.007719038963317871,
0.007700479984283447,
0.007661920070648193,
0.007688000202178955,
0.007674079895019531,
0.007681599140167236,
0.007715360164642334,
0.007702879905700684,
0.007771200180053711,
0.007985439777374268,
0.00785823917388916,
0.009293120384216308,
0.007876480102539062,
0.007722879886627197,
0.007721280097961426,
0.007731519222259522,
0.007947360038757324,
0.007761119842529297,
0.007803040027618408,
0.007776319980621338,
0.008125919342041016,
0.0077807998657226565,
0.007931039810180665,
0.007771200180053711,
0.007938079833984375,
0.00778895902633667,
0.007776639938354492,
0.007788000106811524,
0.007769599914550781,
0.007784800052642822,
0.0077822389602661135,
0.007846560001373291,
0.007765759944915771,
0.007775199890136719,
0.0077924799919128415,
0.007810719013214111,
0.00782367992401123,
0.007801599979400635,
0.007798880100250244,
0.007801439762115479,
0.007767358779907227,
0.007932799816131592,
0.00778607988357544,
0.007781119823455811,
0.008279999732971192,
0.008187838554382324,
0.008314399719238282,
0.008208319664001465,
0.008199520111083984,
0.00820464038848877,
0.008227839469909667,
0.008198399543762207,
0.007986878871917725,
0.0077515201568603516,
0.007758080005645752,
0.007751198768615722,
0.007747680187225342,
0.007771679878234863,
0.007740640163421631,
0.007767360210418701,
0.007762399196624756
]
},
"throughput": {
"unit": "tokens/s",
"value": 253.9337937786803
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1055.850496,
"max_global_vram": 1107.525632,
"max_process_vram": 260722.491392,
"max_reserved": 725.614592,
"max_allocated": 513.259008
},
"latency": {
"unit": "s",
"count": 65,
"total": 0.48656398916244514,
"mean": 0.007485599833268386,
"stdev": 0.0002456954987839389,
"p50": 0.00751200008392334,
"p90": 0.007850143432617187,
"p95": 0.007875456142425536,
"p99": 0.007941094436645509,
"values": [
0.0072542400360107425,
0.007397280216217041,
0.007165120124816894,
0.007131040096282959,
0.007067359924316406,
0.0070499200820922855,
0.0070459189414978024,
0.007056960105895996,
0.0070247998237609865,
0.007238080024719238,
0.007056320190429687,
0.007100318908691406,
0.0070462398529052735,
0.007168799877166748,
0.007243040084838867,
0.007583199977874756,
0.007365438938140869,
0.007337279796600342,
0.00735968017578125,
0.0075343999862670895,
0.007507999897003174,
0.0075263991355896,
0.007775360107421875,
0.007525760173797608,
0.00751584005355835,
0.0075220799446105956,
0.007515358924865723,
0.007469759941101074,
0.007849760055541992,
0.00783519983291626,
0.007585279941558838,
0.007520158767700195,
0.00754256010055542,
0.00751200008392334,
0.007526400089263916,
0.007927519798278809,
0.007499359130859375,
0.007487840175628662,
0.007565440177917481,
0.007501920223236084,
0.007523039817810059,
0.007488479137420654,
0.00752672004699707,
0.007592800140380859,
0.007543839931488037,
0.007502399921417237,
0.007529438972473145,
0.007507840156555176,
0.007948160171508789,
0.007879680156707763,
0.007852960109710693,
0.007850399017333984,
0.007809440135955811,
0.007858560085296631,
0.007937119960784913,
0.007804959774017334,
0.007462080001831055,
0.007377600193023682,
0.0074107198715209965,
0.007430560111999511,
0.0074963197708129885,
0.007558718204498291,
0.0075288000106811526,
0.007459519863128662,
0.007746399879455567
]
},
"throughput": {
"unit": "tokens/s",
"value": 133.58982877439988
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 65,
"total": 0.45347438955307,
"mean": 0.006976529070047231,
"stdev": 0.00020276465118347474,
"p50": 0.006953760147094727,
"p90": 0.007335487937927246,
"p95": 0.00738012809753418,
"p99": 0.00742113920211792,
"values": [
0.0067968001365661624,
0.006982880115509033,
0.00676255989074707,
0.006736480236053467,
0.00668287992477417,
0.006672959804534912,
0.006665439128875733,
0.006679359912872314,
0.006644800186157227,
0.006864960193634033,
0.006680799961090088,
0.006710399150848389,
0.006668799877166748,
0.0067638401985168455,
0.006838079929351807,
0.007074079990386963,
0.006890398979187012,
0.006869279861450196,
0.006885280132293701,
0.006899680137634277,
0.006926400184631348,
0.006942399024963379,
0.00717248010635376,
0.006961760044097901,
0.006977439880371094,
0.006951200008392334,
0.006969598770141602,
0.006961440086364746,
0.007283840179443359,
0.007254720211029053,
0.0069911999702453615,
0.0069460787773132325,
0.0069625601768493655,
0.006965439796447754,
0.006953760147094727,
0.007387839794158936,
0.006925599098205566,
0.006940639972686767,
0.0070078401565551755,
0.006964640140533447,
0.006966239929199218,
0.006951199054718017,
0.006974880218505859,
0.0070033597946166995,
0.006997600078582764,
0.00696288013458252,
0.006947518825531006,
0.006987840175628662,
0.007463840007781983,
0.007379360198974609,
0.007380320072174072,
0.007366878986358643,
0.007334239959716797,
0.007397119998931885,
0.007336319923400879,
0.00726800012588501,
0.006905119895935058,
0.0068683199882507324,
0.006888160228729248,
0.006892640113830567,
0.0069465599060058595,
0.007007358074188233,
0.006964799880981446,
0.006929279804229737,
0.007137919902801514
]
},
"throughput": {
"unit": "tokens/s",
"value": 143.33775290829973
},
"energy": null,
"efficiency": null
}
}
}