|
{ |
|
"config": { |
|
"name": "pytorch_generate", |
|
"backend": { |
|
"name": "pytorch", |
|
"version": "2.3.0+cu121", |
|
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", |
|
"task": "text-generation", |
|
"library": "transformers", |
|
"model": "google/gemma-2b", |
|
"processor": "google/gemma-2b", |
|
"device": "cuda", |
|
"device_ids": "0", |
|
"seed": 42, |
|
"inter_op_num_threads": null, |
|
"intra_op_num_threads": null, |
|
"model_kwargs": {}, |
|
"processor_kwargs": {}, |
|
"hub_kwargs": {}, |
|
"no_weights": true, |
|
"device_map": null, |
|
"torch_dtype": "float16", |
|
"eval_mode": true, |
|
"to_bettertransformer": false, |
|
"low_cpu_mem_usage": null, |
|
"attn_implementation": null, |
|
"cache_implementation": "static", |
|
"autocast_enabled": false, |
|
"autocast_dtype": null, |
|
"torch_compile": false, |
|
"torch_compile_target": "forward", |
|
"torch_compile_config": { |
|
"backend": "inductor", |
|
"mode": "reduce-overhead", |
|
"fullgraph": true |
|
}, |
|
"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": 2, |
|
"duration": 0, |
|
"warmup_runs": 10, |
|
"input_shapes": { |
|
"batch_size": 1, |
|
"num_choices": 2, |
|
"sequence_length": 7 |
|
}, |
|
"new_tokens": null, |
|
"latency": true, |
|
"memory": true, |
|
"energy": false, |
|
"forward_kwargs": {}, |
|
"generate_kwargs": { |
|
"max_new_tokens": 128, |
|
"min_new_tokens": 128, |
|
"do_sample": false |
|
}, |
|
"call_kwargs": {} |
|
}, |
|
"launcher": { |
|
"name": "process", |
|
"_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", |
|
"device_isolation": true, |
|
"device_isolation_action": "warn", |
|
"start_method": "spawn" |
|
}, |
|
"environment": { |
|
"cpu": " AMD EPYC 7R32", |
|
"cpu_count": 16, |
|
"cpu_ram_mb": 66697.29792, |
|
"system": "Linux", |
|
"machine": "x86_64", |
|
"platform": "Linux-5.10.216-204.855.amzn2.x86_64-x86_64-with-glibc2.29", |
|
"processor": "x86_64", |
|
"python_version": "3.8.10", |
|
"gpu": [ |
|
"NVIDIA A10G" |
|
], |
|
"gpu_count": 1, |
|
"gpu_vram_mb": 24146608128, |
|
"optimum_benchmark_version": "0.2.1", |
|
"optimum_benchmark_commit": null, |
|
"transformers_version": "4.42.0.dev0", |
|
"transformers_commit": "8d2efea701bb524efb9917bf10657f4fd8021e9a", |
|
"accelerate_version": "0.31.0.dev0", |
|
"accelerate_commit": null, |
|
"diffusers_version": null, |
|
"diffusers_commit": null, |
|
"optimum_version": "1.21.0.dev0", |
|
"optimum_commit": null, |
|
"timm_version": "0.9.16", |
|
"timm_commit": null, |
|
"peft_version": "0.11.2.dev0", |
|
"peft_commit": null |
|
} |
|
}, |
|
"report": { |
|
"prefill": { |
|
"memory": { |
|
"unit": "MB", |
|
"max_ram": 1754.353664, |
|
"max_global_vram": 6793.199616, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 6146.752512, |
|
"max_allocated": 5035.912192 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 0.04423503875732422, |
|
"mean": 0.02211751937866211, |
|
"stdev": 0.0006142559051513664, |
|
"p50": 0.02211751937866211, |
|
"p90": 0.0226089241027832, |
|
"p95": 0.022670349693298338, |
|
"p99": 0.022719490165710447, |
|
"values": [ |
|
0.022731775283813475, |
|
0.021503263473510743 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 316.4911887339976 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"decode": { |
|
"memory": { |
|
"unit": "MB", |
|
"max_ram": 1754.374144, |
|
"max_global_vram": 6793.199616, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 6146.752512, |
|
"max_allocated": 5035.912704 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 5.080131591796874, |
|
"mean": 2.540065795898437, |
|
"stdev": 0.014590698242187505, |
|
"p50": 2.540065795898437, |
|
"p90": 2.5517383544921874, |
|
"p95": 2.553197424316406, |
|
"p99": 2.554364680175781, |
|
"values": [ |
|
2.554656494140625, |
|
2.52547509765625 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 49.9987048386986 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"per_token": { |
|
"memory": null, |
|
"latency": { |
|
"unit": "s", |
|
"count": 253, |
|
"total": 5.080565755844119, |
|
"mean": 0.02008128757250639, |
|
"stdev": 0.0014307271893491428, |
|
"p50": 0.01983590316772461, |
|
"p90": 0.02024304656982422, |
|
"p95": 0.020713472366333006, |
|
"p99": 0.022801776580810545, |
|
"values": [ |
|
0.02182655906677246, |
|
0.022700031280517577, |
|
0.022912000656127928, |
|
0.021621759414672852, |
|
0.021514240264892577, |
|
0.02024448013305664, |
|
0.020204544067382812, |
|
0.01987379264831543, |
|
0.01982259178161621, |
|
0.019803136825561524, |
|
0.02006630325317383, |
|
0.019801088333129883, |
|
0.019818496704101563, |
|
0.0198154239654541, |
|
0.019931135177612306, |
|
0.020262912750244142, |
|
0.020237312316894532, |
|
0.02022400093078613, |
|
0.020180992126464844, |
|
0.020185087203979494, |
|
0.020163583755493163, |
|
0.020199424743652345, |
|
0.020166656494140626, |
|
0.020132863998413086, |
|
0.02019430351257324, |
|
0.02021887969970703, |
|
0.02021990394592285, |
|
0.020175872802734376, |
|
0.020179967880249023, |
|
0.020118528366088868, |
|
0.020569087982177735, |
|
0.02032640075683594, |
|
0.020281343460083007, |
|
0.02019430351257324, |
|
0.020197376251220703, |
|
0.020179967880249023, |
|
0.02017791938781738, |
|
0.02020249557495117, |
|
0.020222976684570314, |
|
0.020184064865112306, |
|
0.020180992126464844, |
|
0.02020966339111328, |
|
0.020198400497436524, |
|
0.020176895141601564, |
|
0.020173824310302735, |
|
0.020123647689819335, |
|
0.02128281593322754, |
|
0.023988224029541014, |
|
0.02083430480957031, |
|
0.020541439056396483, |
|
0.020386816024780274, |
|
0.02104115104675293, |
|
0.020734975814819336, |
|
0.019946495056152345, |
|
0.019826688766479493, |
|
0.019922943115234376, |
|
0.019998720169067383, |
|
0.019788799285888673, |
|
0.019808256149291992, |
|
0.01979801559448242, |
|
0.019810304641723633, |
|
0.01984102439880371, |
|
0.01981644821166992, |
|
0.01979903984069824, |
|
0.019765247344970704, |
|
0.01979801559448242, |
|
0.01983078384399414, |
|
0.01981439971923828, |
|
0.01980620765686035, |
|
0.01984511947631836, |
|
0.019788799285888673, |
|
0.01987276840209961, |
|
0.02044211196899414, |
|
0.02039910316467285, |
|
0.01983283233642578, |
|
0.020150272369384766, |
|
0.019895296096801757, |
|
0.019870719909667968, |
|
0.019853311538696287, |
|
0.01983180809020996, |
|
0.01982156753540039, |
|
0.0198287353515625, |
|
0.019785728454589844, |
|
0.019810304641723633, |
|
0.019781631469726564, |
|
0.01978265571594238, |
|
0.019745792388916016, |
|
0.01983590316772461, |
|
0.019746816635131836, |
|
0.019808256149291992, |
|
0.019811328887939454, |
|
0.01981644821166992, |
|
0.019758079528808595, |
|
0.019762176513671875, |
|
0.019760128021240234, |
|
0.019765247344970704, |
|
0.019767295837402343, |
|
0.019793920516967774, |
|
0.019783679962158202, |
|
0.01979084777832031, |
|
0.01979801559448242, |
|
0.01985228729248047, |
|
0.01982771110534668, |
|
0.0198287353515625, |
|
0.019766271591186522, |
|
0.019780607223510743, |
|
0.019920896530151368, |
|
0.019810304641723633, |
|
0.019791872024536132, |
|
0.019780607223510743, |
|
0.019770368576049805, |
|
0.01988812828063965, |
|
0.019777536392211914, |
|
0.01983078384399414, |
|
0.019812351226806642, |
|
0.019794944763183595, |
|
0.019811328887939454, |
|
0.019801088333129883, |
|
0.01982464027404785, |
|
0.01983180809020996, |
|
0.019834880828857423, |
|
0.01984614372253418, |
|
0.01983795166015625, |
|
0.01982259178161621, |
|
0.01985638427734375, |
|
0.01992192077636719, |
|
0.04149555206298828, |
|
0.01983283233642578, |
|
0.019939327239990236, |
|
0.019801088333129883, |
|
0.019778560638427735, |
|
0.01984614372253418, |
|
0.019817472457885742, |
|
0.01982259178161621, |
|
0.019808256149291992, |
|
0.01982464027404785, |
|
0.019771392822265626, |
|
0.0202608642578125, |
|
0.019914751052856446, |
|
0.0198287353515625, |
|
0.019826688766479493, |
|
0.0198656005859375, |
|
0.01983692741394043, |
|
0.01980723190307617, |
|
0.019786752700805665, |
|
0.019801088333129883, |
|
0.019769344329833984, |
|
0.019786752700805665, |
|
0.01982464027404785, |
|
0.019811328887939454, |
|
0.019787776947021486, |
|
0.019931135177612306, |
|
0.01988812828063965, |
|
0.01984511947631836, |
|
0.019808256149291992, |
|
0.01980620765686035, |
|
0.019826688766479493, |
|
0.01985536003112793, |
|
0.01980620765686035, |
|
0.019796991348266603, |
|
0.01983897590637207, |
|
0.0198604793548584, |
|
0.019834880828857423, |
|
0.019809280395507813, |
|
0.01979903984069824, |
|
0.01983795166015625, |
|
0.01982054328918457, |
|
0.019812351226806642, |
|
0.01982771110534668, |
|
0.019819520950317384, |
|
0.01979801559448242, |
|
0.01979903984069824, |
|
0.02004787254333496, |
|
0.019923967361450197, |
|
0.01987379264831543, |
|
0.01983795166015625, |
|
0.019802112579345704, |
|
0.01983283233642578, |
|
0.019780607223510743, |
|
0.01983897590637207, |
|
0.019804159164428712, |
|
0.01984614372253418, |
|
0.019811328887939454, |
|
0.01982156753540039, |
|
0.01982156753540039, |
|
0.0198656005859375, |
|
0.01987174415588379, |
|
0.01985740852355957, |
|
0.019761152267456054, |
|
0.019792896270751953, |
|
0.019876863479614256, |
|
0.019813375473022463, |
|
0.019773439407348634, |
|
0.019795967102050782, |
|
0.019773439407348634, |
|
0.019802112579345704, |
|
0.01985024070739746, |
|
0.020447231292724608, |
|
0.019977216720581056, |
|
0.019796991348266603, |
|
0.01978265571594238, |
|
0.019985408782958985, |
|
0.019955711364746095, |
|
0.019899391174316407, |
|
0.019908607482910155, |
|
0.019917823791503905, |
|
0.01985228729248047, |
|
0.01983078384399414, |
|
0.01982156753540039, |
|
0.01991372871398926, |
|
0.01984511947631836, |
|
0.01986355209350586, |
|
0.019854335784912108, |
|
0.019809280395507813, |
|
0.01979084777832031, |
|
0.01984819221496582, |
|
0.01985638427734375, |
|
0.019805183410644533, |
|
0.019765247344970704, |
|
0.01982156753540039, |
|
0.019791872024536132, |
|
0.01979903984069824, |
|
0.01980620765686035, |
|
0.019792896270751953, |
|
0.019755008697509766, |
|
0.02069196891784668, |
|
0.020699136734008788, |
|
0.02007961654663086, |
|
0.01985228729248047, |
|
0.01984511947631836, |
|
0.019854335784912108, |
|
0.019819520950317384, |
|
0.019771392822265626, |
|
0.019800064086914062, |
|
0.01987379264831543, |
|
0.019870719909667968, |
|
0.01986764717102051, |
|
0.019903488159179687, |
|
0.01983897590637207, |
|
0.01985536003112793, |
|
0.019834880828857423, |
|
0.019893247604370116, |
|
0.01978982353210449, |
|
0.019791872024536132, |
|
0.019784704208374023, |
|
0.020237312316894532, |
|
0.021776384353637695, |
|
0.020741119384765624, |
|
0.019945472717285157, |
|
0.01987379264831543, |
|
0.01984511947631836, |
|
0.019795967102050782, |
|
0.01983795166015625 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 49.797603683994645 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
} |
|
} |
|
} |