IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
2999b10
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.2.0.dev20231010+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": 955.871232, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 45263.405056, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.873080078125, | |
"mean": 7.873080078125, | |
"stdev": 0.0, | |
"p50": 7.873080078125, | |
"p90": 7.873080078125, | |
"p95": 7.873080078125, | |
"p99": 7.873080078125, | |
"values": [ | |
7.873080078125 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1130.389504, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 295725.973504, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.035264 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 60, | |
"total": 0.5083073568344116, | |
"mean": 0.008471789280573527, | |
"stdev": 0.000553401583887197, | |
"p50": 0.008352252960205078, | |
"p90": 0.00906193389892578, | |
"p95": 0.00910401406288147, | |
"p99": 0.01055808269500732, | |
"values": [ | |
0.009001773834228516, | |
0.010115216255187989, | |
0.00877473258972168, | |
0.008612174034118653, | |
0.008481932640075683, | |
0.008330412864685059, | |
0.008374093055725097, | |
0.008443053245544434, | |
0.008378892898559571, | |
0.008308012962341309, | |
0.00858273410797119, | |
0.00889393424987793, | |
0.008462574005126953, | |
0.011195378303527832, | |
0.008067052841186523, | |
0.0080846529006958, | |
0.008066412925720214, | |
0.008079373359680175, | |
0.008028332710266112, | |
0.008073452949523927, | |
0.008066093444824219, | |
0.008052653312683105, | |
0.008035372734069825, | |
0.008086091995239257, | |
0.008107692718505859, | |
0.008071852684020995, | |
0.008056173324584961, | |
0.008055533409118652, | |
0.008065933227539063, | |
0.008078731536865235, | |
0.008048972129821778, | |
0.008076492309570313, | |
0.008059372901916504, | |
0.00805681324005127, | |
0.008067373275756837, | |
0.008073613166809082, | |
0.008092171669006347, | |
0.00810385227203369, | |
0.008469934463500977, | |
0.008524493217468261, | |
0.00846305274963379, | |
0.008469292640686035, | |
0.008499532699584962, | |
0.008427053451538087, | |
0.008147052764892578, | |
0.008159212112426758, | |
0.008047693252563477, | |
0.008295852661132813, | |
0.009072013854980469, | |
0.008633613586425781, | |
0.009087214469909668, | |
0.009060813903808593, | |
0.009122254371643067, | |
0.00910305404663086, | |
0.009059853553771972, | |
0.009060813903808593, | |
0.009038093566894532, | |
0.009051854133605958, | |
0.00845745277404785, | |
0.008448172569274902 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 236.07763764688482 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1130.405888, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 303455.9488, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.259008 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 60, | |
"total": 0.5049043064117432, | |
"mean": 0.008415071773529053, | |
"stdev": 0.0012748222749504796, | |
"p50": 0.008158573150634766, | |
"p90": 0.008915533828735351, | |
"p95": 0.00895102195739746, | |
"p99": 0.012668567581176727, | |
"values": [ | |
0.01777202796936035, | |
0.008900813102722168, | |
0.008333772659301757, | |
0.008273933410644531, | |
0.008142252922058106, | |
0.008114413261413574, | |
0.008174893379211425, | |
0.008197133064270019, | |
0.008122093200683593, | |
0.008463692665100098, | |
0.0084984130859375, | |
0.00838913345336914, | |
0.008484333038330079, | |
0.007966891765594482, | |
0.007928651809692383, | |
0.007870091915130615, | |
0.007897771835327149, | |
0.007872811794281006, | |
0.007869932174682617, | |
0.00786705207824707, | |
0.007904491901397704, | |
0.007887052059173585, | |
0.00809073257446289, | |
0.007952972888946534, | |
0.007953611850738526, | |
0.007924972057342529, | |
0.007937292098999023, | |
0.00788129186630249, | |
0.007928812026977539, | |
0.007866412162780763, | |
0.007892652988433838, | |
0.008016972541809083, | |
0.007945452213287353, | |
0.007920812129974366, | |
0.007977131843566895, | |
0.008011853218078614, | |
0.007948973178863526, | |
0.008258732795715332, | |
0.008299853324890137, | |
0.008295212745666504, | |
0.00831441307067871, | |
0.008304332733154297, | |
0.008324172973632813, | |
0.008219853401184082, | |
0.007939212799072266, | |
0.007884492874145508, | |
0.007930572032928468, | |
0.0088323335647583, | |
0.00894849395751953, | |
0.00881265354156494, | |
0.008939694404602051, | |
0.008913293838500976, | |
0.009122095108032226, | |
0.00885361385345459, | |
0.008999053955078124, | |
0.008935693740844727, | |
0.00887169361114502, | |
0.008527853012084962, | |
0.008648332595825195, | |
0.008547054290771485 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 118.83439938630816 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 60, | |
"total": 0.46590904474258427, | |
"mean": 0.007765150745709737, | |
"stdev": 0.0012523311153199907, | |
"p50": 0.0075221719741821284, | |
"p90": 0.008211788749694825, | |
"p95": 0.00825948510169983, | |
"p99": 0.011883821592330902, | |
"values": [ | |
0.01703778648376465, | |
0.008138731956481933, | |
0.007649131774902344, | |
0.007619371891021728, | |
0.007518251895904541, | |
0.007480812072753906, | |
0.007526092052459717, | |
0.007567371845245361, | |
0.007462252140045166, | |
0.007735211849212647, | |
0.007805131912231446, | |
0.0077104120254516606, | |
0.007574090957641602, | |
0.007352971076965332, | |
0.007291050910949707, | |
0.007278410911560058, | |
0.007331690788269043, | |
0.007288011074066162, | |
0.007276650905609131, | |
0.007308491230010986, | |
0.007302570819854737, | |
0.007291370868682861, | |
0.007511372089385986, | |
0.007362411975860596, | |
0.007354890823364258, | |
0.007311370849609375, | |
0.0073291311264038084, | |
0.007311851024627686, | |
0.00731217098236084, | |
0.007265451908111572, | |
0.007296812057495117, | |
0.007359052181243896, | |
0.007358251094818115, | |
0.007300011157989502, | |
0.007349771022796631, | |
0.007432491779327393, | |
0.007285292148590088, | |
0.007608652114868164, | |
0.007662251949310302, | |
0.007680972099304199, | |
0.007686892032623291, | |
0.007686892032623291, | |
0.007673612117767334, | |
0.007589612007141113, | |
0.007311212062835693, | |
0.007274251937866211, | |
0.00731217098236084, | |
0.00822561264038086, | |
0.008282893180847168, | |
0.008172172546386719, | |
0.00825825309753418, | |
0.008189292907714843, | |
0.008302252769470215, | |
0.008195693016052247, | |
0.00824529266357422, | |
0.008188013076782227, | |
0.00821025276184082, | |
0.007863852024078369, | |
0.007808812141418457, | |
0.007793932914733887 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 128.78050056562034 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |