|
{ |
|
"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": null, |
|
"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": 66697.293824, |
|
"system": "Linux", |
|
"machine": "x86_64", |
|
"platform": "Linux-5.10.219-208.866.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": "4.43.0.dev0", |
|
"transformers_commit": "1c68f2cafb4ca54562f74b66d1085b68dd6682f5", |
|
"accelerate_version": "0.32.0.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": 1715.175424, |
|
"max_global_vram": 6793.199616, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 6146.752512, |
|
"max_allocated": 5034.576896 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 0.03884182357788086, |
|
"mean": 0.01942091178894043, |
|
"stdev": 0.00025048065185546975, |
|
"p50": 0.01942091178894043, |
|
"p90": 0.019621296310424804, |
|
"p95": 0.01964634437561035, |
|
"p99": 0.019666382827758788, |
|
"values": [ |
|
0.0196713924407959, |
|
0.01917043113708496 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 360.43621824111625 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"decode": { |
|
"memory": { |
|
"unit": "MB", |
|
"max_ram": 1715.269632, |
|
"max_global_vram": 6795.296768, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 6148.849664, |
|
"max_allocated": 5034.577408 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 4.763135009765625, |
|
"mean": 2.3815675048828124, |
|
"stdev": 0.00046032714843757816, |
|
"p50": 2.3815675048828124, |
|
"p90": 2.3819357666015626, |
|
"p95": 2.381981799316406, |
|
"p99": 2.382018625488281, |
|
"values": [ |
|
2.38202783203125, |
|
2.381107177734375 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 53.32622306091179 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"per_token": { |
|
"memory": null, |
|
"latency": { |
|
"unit": "s", |
|
"count": 253, |
|
"total": 4.762549264907836, |
|
"mean": 0.01882430539489264, |
|
"stdev": 0.0012608016881619933, |
|
"p50": 0.018589696884155273, |
|
"p90": 0.01932881851196289, |
|
"p95": 0.019445759582519533, |
|
"p99": 0.020038164978027344, |
|
"values": [ |
|
0.02007756805419922, |
|
0.018504703521728515, |
|
0.018412544250488282, |
|
0.018348031997680665, |
|
0.01839411163330078, |
|
0.019125247955322267, |
|
0.01929113578796387, |
|
0.019290111541748048, |
|
0.01904742431640625, |
|
0.01922559928894043, |
|
0.01926246452331543, |
|
0.019184640884399414, |
|
0.019347455978393553, |
|
0.01923788833618164, |
|
0.018370559692382812, |
|
0.018391040802001952, |
|
0.018387968063354493, |
|
0.018367488861083983, |
|
0.018521087646484375, |
|
0.01846272087097168, |
|
0.01842483139038086, |
|
0.018687999725341797, |
|
0.01925529670715332, |
|
0.019171327590942384, |
|
0.019180543899536134, |
|
0.019111936569213867, |
|
0.01930342483520508, |
|
0.018354175567626953, |
|
0.01841049575805664, |
|
0.018415615081787108, |
|
0.018420736312866212, |
|
0.018447359085083007, |
|
0.01837772750854492, |
|
0.01907302474975586, |
|
0.01825484848022461, |
|
0.018437120437622072, |
|
0.018501632690429686, |
|
0.01846681594848633, |
|
0.018461696624755858, |
|
0.018343936920166014, |
|
0.01827123260498047, |
|
0.01882111930847168, |
|
0.018397184371948243, |
|
0.018880512237548826, |
|
0.019156991958618166, |
|
0.019979263305664064, |
|
0.019322879791259767, |
|
0.01845248031616211, |
|
0.018420736312866212, |
|
0.018379776000976563, |
|
0.018309120178222657, |
|
0.018471935272216796, |
|
0.018694143295288086, |
|
0.01862758445739746, |
|
0.01866854476928711, |
|
0.018542591094970702, |
|
0.01863577651977539, |
|
0.018610176086425782, |
|
0.018611200332641603, |
|
0.01864192008972168, |
|
0.018509824752807616, |
|
0.018597888946533202, |
|
0.018734079360961914, |
|
0.01925836753845215, |
|
0.019212287902832033, |
|
0.018556928634643553, |
|
0.018512895584106445, |
|
0.018507776260375978, |
|
0.018506752014160157, |
|
0.018588672637939452, |
|
0.018514944076538087, |
|
0.018547712326049806, |
|
0.018541568756103514, |
|
0.01855897521972656, |
|
0.01859174346923828, |
|
0.01863577651977539, |
|
0.01863270378112793, |
|
0.018585599899291993, |
|
0.018568191528320312, |
|
0.01926348876953125, |
|
0.019333120346069335, |
|
0.019329023361206055, |
|
0.0192491512298584, |
|
0.01925632095336914, |
|
0.018576383590698242, |
|
0.018553855895996094, |
|
0.018371583938598633, |
|
0.01866035270690918, |
|
0.0194334716796875, |
|
0.019401727676391603, |
|
0.01943244743347168, |
|
0.01878937530517578, |
|
0.018659328460693358, |
|
0.018686975479125977, |
|
0.01859174346923828, |
|
0.01857535934448242, |
|
0.018544639587402344, |
|
0.018597888946533202, |
|
0.0186296329498291, |
|
0.018592767715454102, |
|
0.018611200332641603, |
|
0.018544639587402344, |
|
0.018386943817138672, |
|
0.018372608184814454, |
|
0.0186060791015625, |
|
0.01863372802734375, |
|
0.01859071922302246, |
|
0.018603008270263673, |
|
0.01857535934448242, |
|
0.019378175735473634, |
|
0.019322879791259767, |
|
0.01940275192260742, |
|
0.01862860870361328, |
|
0.01866547203063965, |
|
0.01860095977783203, |
|
0.01850060844421387, |
|
0.018370559692382812, |
|
0.01836031913757324, |
|
0.018505727767944336, |
|
0.01905766487121582, |
|
0.019327999114990235, |
|
0.01863065528869629, |
|
0.01983180809020996, |
|
0.01864396858215332, |
|
0.018546688079833985, |
|
0.01859584045410156, |
|
0.03771084976196289, |
|
0.019277824401855468, |
|
0.01920614433288574, |
|
0.019594240188598632, |
|
0.019186687469482423, |
|
0.01923072052001953, |
|
0.0192225284576416, |
|
0.01845964813232422, |
|
0.01929523277282715, |
|
0.019212287902832033, |
|
0.019183616638183593, |
|
0.018334720611572267, |
|
0.018217983245849608, |
|
0.01850060844421387, |
|
0.01927065658569336, |
|
0.01923379135131836, |
|
0.019770368576049805, |
|
0.019192832946777344, |
|
0.01923891258239746, |
|
0.01841868782043457, |
|
0.018388992309570314, |
|
0.01839923286437988, |
|
0.018397184371948243, |
|
0.018367488861083983, |
|
0.018181119918823242, |
|
0.018851839065551757, |
|
0.01921331214904785, |
|
0.0184268798828125, |
|
0.018412544250488282, |
|
0.01841766357421875, |
|
0.01840947151184082, |
|
0.01886412811279297, |
|
0.01922764778137207, |
|
0.01844326400756836, |
|
0.01848320007324219, |
|
0.01841766357421875, |
|
0.01841663932800293, |
|
0.01839923286437988, |
|
0.01841868782043457, |
|
0.01840742492675781, |
|
0.01845452880859375, |
|
0.018420736312866212, |
|
0.01878937530517578, |
|
0.01822003173828125, |
|
0.018206720352172853, |
|
0.018190336227416993, |
|
0.01822822380065918, |
|
0.01821388816833496, |
|
0.01818623924255371, |
|
0.018231296539306642, |
|
0.018296831130981444, |
|
0.018525184631347655, |
|
0.018328575134277342, |
|
0.01838489532470703, |
|
0.018420736312866212, |
|
0.018395135879516602, |
|
0.018518016815185546, |
|
0.019311616897583008, |
|
0.020001792907714845, |
|
0.01927884864807129, |
|
0.018564096450805666, |
|
0.018767871856689454, |
|
0.01927577590942383, |
|
0.01856716728210449, |
|
0.018457599639892578, |
|
0.018527231216430663, |
|
0.019062784194946288, |
|
0.019386367797851564, |
|
0.01924812889099121, |
|
0.019317760467529296, |
|
0.019286016464233398, |
|
0.01860812759399414, |
|
0.01862451171875, |
|
0.018520063400268554, |
|
0.01849241638183594, |
|
0.018311168670654295, |
|
0.018333696365356447, |
|
0.018364416122436524, |
|
0.01847091293334961, |
|
0.018328575134277342, |
|
0.018618368148803712, |
|
0.018586624145507814, |
|
0.018565120697021483, |
|
0.018551807403564453, |
|
0.018534400939941405, |
|
0.018877439498901367, |
|
0.019314687728881837, |
|
0.019323904037475585, |
|
0.01937919998168945, |
|
0.018497535705566406, |
|
0.018494464874267577, |
|
0.018526208877563476, |
|
0.018588672637939452, |
|
0.018461696624755858, |
|
0.01946419143676758, |
|
0.0194334716796875, |
|
0.01868185615539551, |
|
0.01855897521972656, |
|
0.018571264266967775, |
|
0.018597888946533202, |
|
0.0186060791015625, |
|
0.018547712326049806, |
|
0.018589696884155273, |
|
0.0185743350982666, |
|
0.01846681594848633, |
|
0.01962495994567871, |
|
0.02048204803466797, |
|
0.019586048126220702, |
|
0.01946931266784668, |
|
0.0194652156829834, |
|
0.019347455978393553, |
|
0.01941094398498535, |
|
0.01865830421447754, |
|
0.01850060844421387, |
|
0.018564096450805666, |
|
0.01857535934448242, |
|
0.018523136138916017, |
|
0.018556928634643553, |
|
0.01859891128540039, |
|
0.01858252716064453, |
|
0.018626560211181642, |
|
0.018727935791015626, |
|
0.018754560470581053, |
|
0.018601984024047852, |
|
0.01862144088745117, |
|
0.018557952880859374, |
|
0.01864908790588379 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 53.12281005977078 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
} |
|
} |
|
} |