|
{ |
|
"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-5.10.217-205.860.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": "22b41b3f8a5cdb37e686d18d8d9a24eb98a331ec", |
|
"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": 1753.98912, |
|
"max_global_vram": 6793.199616, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 6146.752512, |
|
"max_allocated": 5036.936192 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 0.051860095977783204, |
|
"mean": 0.025930047988891602, |
|
"stdev": 0.003861440658569335, |
|
"p50": 0.025930047988891602, |
|
"p90": 0.02901920051574707, |
|
"p95": 0.029405344581604004, |
|
"p99": 0.02971425983428955, |
|
"values": [ |
|
0.029791488647460937, |
|
0.022068607330322267 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 269.95707848280074 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"decode": { |
|
"memory": { |
|
"unit": "MB", |
|
"max_ram": 1754.001408, |
|
"max_global_vram": 6793.199616, |
|
"max_process_vram": 0.0, |
|
"max_reserved": 6146.752512, |
|
"max_allocated": 5036.936704 |
|
}, |
|
"latency": { |
|
"unit": "s", |
|
"count": 2, |
|
"total": 5.20590576171875, |
|
"mean": 2.602952880859375, |
|
"stdev": 0.022719726562499876, |
|
"p50": 2.602952880859375, |
|
"p90": 2.621128662109375, |
|
"p95": 2.6234006347656247, |
|
"p99": 2.625218212890625, |
|
"values": [ |
|
2.625672607421875, |
|
2.580233154296875 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 48.79074105946569 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
}, |
|
"per_token": { |
|
"memory": null, |
|
"latency": { |
|
"unit": "s", |
|
"count": 253, |
|
"total": 5.205692440032958, |
|
"mean": 0.020575859446770588, |
|
"stdev": 0.0015052639092512589, |
|
"p50": 0.020297727584838866, |
|
"p90": 0.021364122009277346, |
|
"p95": 0.021879602813720703, |
|
"p99": 0.02286710784912108, |
|
"values": [ |
|
0.023555072784423828, |
|
0.022115327835083007, |
|
0.021965824127197265, |
|
0.02192793655395508, |
|
0.021755903244018555, |
|
0.021876735687255858, |
|
0.021615615844726564, |
|
0.021736448287963867, |
|
0.021910528182983398, |
|
0.022040576934814454, |
|
0.02188390350341797, |
|
0.021884927749633788, |
|
0.021164031982421876, |
|
0.021154815673828126, |
|
0.020999168395996092, |
|
0.02089472007751465, |
|
0.020786176681518553, |
|
0.021013504028320314, |
|
0.020700159072875975, |
|
0.02068889617919922, |
|
0.02086092758178711, |
|
0.02164121627807617, |
|
0.021696512222290038, |
|
0.021708799362182618, |
|
0.022232063293457033, |
|
0.0221265926361084, |
|
0.022041599273681642, |
|
0.020962303161621093, |
|
0.020975616455078124, |
|
0.020715520858764647, |
|
0.020956159591674805, |
|
0.020922367095947265, |
|
0.02106265640258789, |
|
0.02067967987060547, |
|
0.02088652801513672, |
|
0.020802560806274413, |
|
0.020757503509521484, |
|
0.02065510368347168, |
|
0.020738048553466795, |
|
0.02070528030395508, |
|
0.020602880477905275, |
|
0.02068377685546875, |
|
0.021164031982421876, |
|
0.024213504791259766, |
|
0.02149478340148926, |
|
0.020566015243530272, |
|
0.020513792037963868, |
|
0.021328895568847657, |
|
0.021816320419311523, |
|
0.021372928619384765, |
|
0.021223424911499023, |
|
0.021246976852416992, |
|
0.020215808868408205, |
|
0.020075519561767577, |
|
0.02006937599182129, |
|
0.0202926082611084, |
|
0.02029363250732422, |
|
0.02023321533203125, |
|
0.020279296875, |
|
0.020296703338623046, |
|
0.020320255279541014, |
|
0.02026905632019043, |
|
0.020348928451538087, |
|
0.020299776077270508, |
|
0.020297727584838866, |
|
0.02029465675354004, |
|
0.020151296615600587, |
|
0.02009600067138672, |
|
0.020121599197387697, |
|
0.0200949764251709, |
|
0.02005401611328125, |
|
0.02017791938781738, |
|
0.020312063217163084, |
|
0.020068351745605468, |
|
0.020092927932739257, |
|
0.02007961654663086, |
|
0.020091903686523437, |
|
0.020205568313598633, |
|
0.020307968139648438, |
|
0.020316160202026368, |
|
0.020108287811279296, |
|
0.02007347106933594, |
|
0.020107263565063475, |
|
0.02005299186706543, |
|
0.020067327499389647, |
|
0.02007961654663086, |
|
0.020105215072631837, |
|
0.02007347106933594, |
|
0.020076543807983398, |
|
0.02007859230041504, |
|
0.02011955261230469, |
|
0.02010419273376465, |
|
0.020141056060791016, |
|
0.020237312316894532, |
|
0.02030182456970215, |
|
0.020340736389160157, |
|
0.02030080032348633, |
|
0.02026905632019043, |
|
0.02028339195251465, |
|
0.020239360809326173, |
|
0.020273151397705077, |
|
0.02024448013305664, |
|
0.02028544044494629, |
|
0.020133888244628906, |
|
0.02009702491760254, |
|
0.020105215072631837, |
|
0.020099071502685546, |
|
0.020065280914306642, |
|
0.02007040023803711, |
|
0.020083711624145507, |
|
0.0200898551940918, |
|
0.020116479873657226, |
|
0.020118528366088868, |
|
0.02011136054992676, |
|
0.02026188850402832, |
|
0.020335615158081053, |
|
0.020162559509277343, |
|
0.020101119995117187, |
|
0.020093952178955078, |
|
0.020091903686523437, |
|
0.02007244873046875, |
|
0.02006630325317383, |
|
0.020133888244628906, |
|
0.020008960723876954, |
|
0.02007244873046875, |
|
0.020118528366088868, |
|
0.042534912109375, |
|
0.020374528884887694, |
|
0.020324352264404297, |
|
0.020324352264404297, |
|
0.020322303771972656, |
|
0.02032640075683594, |
|
0.02029363250732422, |
|
0.020306943893432617, |
|
0.020328447341918944, |
|
0.020340736389160157, |
|
0.02026905632019043, |
|
0.02029363250732422, |
|
0.020313087463378905, |
|
0.02029363250732422, |
|
0.020395008087158203, |
|
0.020329471588134765, |
|
0.020323328018188477, |
|
0.020298751831054687, |
|
0.020343807220458983, |
|
0.02026905632019043, |
|
0.020937728881835937, |
|
0.02128281593322754, |
|
0.020931583404541015, |
|
0.02079539108276367, |
|
0.020143104553222657, |
|
0.020102144241333008, |
|
0.020126720428466797, |
|
0.020206592559814454, |
|
0.020306943893432617, |
|
0.02024550437927246, |
|
0.020307968139648438, |
|
0.020248575210571287, |
|
0.020308000564575195, |
|
0.02031305694580078, |
|
0.02028339195251465, |
|
0.02030182456970215, |
|
0.020130815505981444, |
|
0.020092927932739257, |
|
0.02022400093078613, |
|
0.02007040023803711, |
|
0.020155391693115234, |
|
0.020074495315551756, |
|
0.020101119995117187, |
|
0.02007244873046875, |
|
0.0201308479309082, |
|
0.02012156867980957, |
|
0.020108287811279296, |
|
0.020207616806030275, |
|
0.02030182456970215, |
|
0.02025984001159668, |
|
0.02011238479614258, |
|
0.02009702491760254, |
|
0.020098079681396486, |
|
0.02006729507446289, |
|
0.020107263565063475, |
|
0.02008064079284668, |
|
0.02008883285522461, |
|
0.020109312057495117, |
|
0.020092927932739257, |
|
0.02007859230041504, |
|
0.02004991912841797, |
|
0.020063232421875, |
|
0.02012057685852051, |
|
0.020131839752197265, |
|
0.02009702491760254, |
|
0.020093984603881836, |
|
0.02011952018737793, |
|
0.020100095748901366, |
|
0.020304895401000975, |
|
0.020319232940673827, |
|
0.020279296875, |
|
0.020366336822509764, |
|
0.020307968139648438, |
|
0.020368383407592772, |
|
0.020313087463378905, |
|
0.020356128692626953, |
|
0.02034787178039551, |
|
0.020357120513916017, |
|
0.020349952697753908, |
|
0.020339712142944336, |
|
0.02064793586730957, |
|
0.020374528884887694, |
|
0.020304895401000975, |
|
0.020281343460083007, |
|
0.020236352920532226, |
|
0.02035500717163086, |
|
0.02028646469116211, |
|
0.020335615158081053, |
|
0.02030182456970215, |
|
0.020356096267700196, |
|
0.02030182456970215, |
|
0.02167296028137207, |
|
0.021374975204467773, |
|
0.02022400093078613, |
|
0.020378623962402344, |
|
0.020365312576293947, |
|
0.020358144760131838, |
|
0.020373504638671876, |
|
0.020338687896728515, |
|
0.020361215591430663, |
|
0.020381696701049806, |
|
0.020343807220458983, |
|
0.02023628807067871, |
|
0.020144128799438478, |
|
0.02007347106933594, |
|
0.020156415939331054, |
|
0.020132863998413086, |
|
0.020386816024780274, |
|
0.020139007568359374, |
|
0.020126720428466797, |
|
0.020146175384521483, |
|
0.020355072021484375, |
|
0.020332544326782227, |
|
0.02011238479614258, |
|
0.0200949764251709, |
|
0.02012876892089844, |
|
0.020115455627441405, |
|
0.020122623443603514, |
|
0.02028441619873047, |
|
0.021400575637817384, |
|
0.021150720596313476, |
|
0.021133312225341795, |
|
0.021090303421020508, |
|
0.020296703338623046, |
|
0.020340736389160157, |
|
0.020324352264404297, |
|
0.020340736389160157 |
|
] |
|
}, |
|
"throughput": { |
|
"unit": "tokens/s", |
|
"value": 48.60064302961359 |
|
}, |
|
"energy": null, |
|
"efficiency": null |
|
} |
|
} |
|
} |