
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
574e462
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+cu121", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"library": "transformers", | |
"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": {}, | |
"hub_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, | |
"latency": true, | |
"memory": true, | |
"energy": true, | |
"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 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-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"NVIDIA A10G" | |
], | |
"gpu_count": 1, | |
"gpu_vram_mb": 24146608128, | |
"optimum_benchmark_version": "0.3.1", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.42.3", | |
"transformers_commit": null, | |
"accelerate_version": "0.31.0", | |
"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": { | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1038.307328, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210816 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.4882387499809265, | |
"mean": 0.00668820205453324, | |
"stdev": 0.000350714977480356, | |
"p50": 0.006713856220245362, | |
"p90": 0.007143289470672607, | |
"p95": 0.0072054141998291014, | |
"p99": 0.007396200847625733, | |
"values": [ | |
0.007642176151275635, | |
0.007228511810302735, | |
0.007070784091949463, | |
0.007145567893981934, | |
0.007300543785095215, | |
0.007133855819702149, | |
0.0067495999336242675, | |
0.0070191679000854495, | |
0.00719001579284668, | |
0.007069536209106445, | |
0.007275328159332275, | |
0.007155263900756836, | |
0.006880959987640381, | |
0.006711423873901367, | |
0.006685023784637451, | |
0.006764863967895508, | |
0.006747744083404541, | |
0.00716764783859253, | |
0.006782559871673584, | |
0.006870304107666016, | |
0.0068379840850830076, | |
0.006620512008666992, | |
0.007103968143463135, | |
0.006944191932678223, | |
0.007088448047637939, | |
0.0066947522163391116, | |
0.006873727798461914, | |
0.006828991889953613, | |
0.006864927768707276, | |
0.006953695774078369, | |
0.006942815780639648, | |
0.00675878381729126, | |
0.0069194879531860355, | |
0.006611392021179199, | |
0.006342207908630371, | |
0.006804512023925781, | |
0.006760255813598633, | |
0.007134175777435302, | |
0.006713856220245362, | |
0.00674944019317627, | |
0.006603263854980469, | |
0.006487135887145996, | |
0.0065103998184204105, | |
0.006456831932067871, | |
0.0067957439422607424, | |
0.006764319896697998, | |
0.006686495780944824, | |
0.006990655899047852, | |
0.006534527778625488, | |
0.006470208168029785, | |
0.006481056213378906, | |
0.006469791889190674, | |
0.006452383995056152, | |
0.006475679874420166, | |
0.006506688117980957, | |
0.006458144187927246, | |
0.0064787201881408695, | |
0.006446176052093506, | |
0.0065103678703308104, | |
0.006358816146850586, | |
0.006084703922271729, | |
0.006082399845123291, | |
0.0061983041763305664, | |
0.006219679832458496, | |
0.006257376194000244, | |
0.0061710400581359865, | |
0.006135968208312989, | |
0.0061785922050476075, | |
0.006203999996185303, | |
0.00617193603515625, | |
0.006139039993286133, | |
0.006176703929901123, | |
0.006142591953277588 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 299.0340279334724 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.583279708388507e-08, | |
"ram": 4.146265143019589e-08, | |
"gpu": 1.4870854076433112e-07, | |
"total": 2.6600398927841204e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7518684.232613924 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1038.307328, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.43456 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 73, | |
"total": 0.5157466878890992, | |
"mean": 0.0070650231217684835, | |
"stdev": 0.00042621333667464665, | |
"p50": 0.0070174078941345214, | |
"p90": 0.007607961463928222, | |
"p95": 0.007709331321716308, | |
"p99": 0.00797712631225586, | |
"values": [ | |
0.00778278398513794, | |
0.0077677760124206545, | |
0.007339360237121582, | |
0.007631552219390869, | |
0.007656767845153809, | |
0.007328447818756104, | |
0.007182271957397461, | |
0.007601439952850342, | |
0.0075114240646362304, | |
0.007670368194580078, | |
0.007587647914886474, | |
0.007570720195770263, | |
0.0072073922157287595, | |
0.007012288093566895, | |
0.007046624183654785, | |
0.007103744029998779, | |
0.0072715840339660645, | |
0.007605631828308105, | |
0.007070879936218261, | |
0.007193376064300537, | |
0.007128608226776123, | |
0.007440159797668457, | |
0.007587327957153321, | |
0.0074366722106933595, | |
0.007569695949554443, | |
0.007167200088500977, | |
0.0072624640464782715, | |
0.007248672008514404, | |
0.008305215835571289, | |
0.007608543872833252, | |
0.007242047786712646, | |
0.007345088005065918, | |
0.007027679920196533, | |
0.006916192054748535, | |
0.006590464115142822, | |
0.006985407829284668, | |
0.007527455806732177, | |
0.00739254379272461, | |
0.006980800151824952, | |
0.0070174078941345214, | |
0.0068351998329162595, | |
0.006782368183135986, | |
0.006797823905944824, | |
0.00682912015914917, | |
0.0067785921096801755, | |
0.007202752113342285, | |
0.007849535942077636, | |
0.0069095039367675784, | |
0.006816383838653565, | |
0.0067957439422607424, | |
0.006871712207794189, | |
0.006768511772155762, | |
0.0067621440887451175, | |
0.006813695907592773, | |
0.006791744232177734, | |
0.006765471935272217, | |
0.00677894401550293, | |
0.006820799827575684, | |
0.0067803201675415035, | |
0.006684832096099854, | |
0.006425951957702637, | |
0.0064513921737670895, | |
0.0064718079566955565, | |
0.006598015785217285, | |
0.006493375778198242, | |
0.00649619197845459, | |
0.0065006399154663086, | |
0.006488319873809815, | |
0.00647983980178833, | |
0.006470623970031738, | |
0.006494912147521972, | |
0.0064982080459594724, | |
0.006520480155944824 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 141.54235347352758 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.202802413508959e-08, | |
"ram": 3.938119415923037e-08, | |
"gpu": 1.3706672214924783e-07, | |
"total": 2.4847594044356776e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 4024534.521188837 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 145, | |
"total": 0.9982494730949403, | |
"mean": 0.006884479124792692, | |
"stdev": 0.00047507893733057197, | |
"p50": 0.0068884482383728025, | |
"p90": 0.007565926551818847, | |
"p95": 0.007706214427947998, | |
"p99": 0.007841833038330078, | |
"values": [ | |
0.007225344181060791, | |
0.007822336196899414, | |
0.0072325119972229, | |
0.007641088008880615, | |
0.006814720153808594, | |
0.007704576015472412, | |
0.007098368167877197, | |
0.007870463848114014, | |
0.007121920108795166, | |
0.007706624031066894, | |
0.006833151817321777, | |
0.007280640125274658, | |
0.0066641921997070315, | |
0.007572480201721191, | |
0.007062528133392334, | |
0.007763967990875244, | |
0.006966271877288818, | |
0.007649280071258545, | |
0.007126016139984131, | |
0.007857151985168457, | |
0.007053311824798584, | |
0.007725056171417236, | |
0.007049215793609619, | |
0.00743936014175415, | |
0.006703104019165039, | |
0.0072499198913574215, | |
0.006516736030578613, | |
0.007214079856872559, | |
0.006557695865631104, | |
0.007287807941436767, | |
0.006575104236602783, | |
0.007310336112976074, | |
0.00675328016281128, | |
0.0077209601402282715, | |
0.007073791980743408, | |
0.007351295948028564, | |
0.0065781760215759275, | |
0.00739737606048584, | |
0.00667955207824707, | |
0.007386112213134765, | |
0.0066304001808166506, | |
0.0071526398658752445, | |
0.006908927917480469, | |
0.007670783996582031, | |
0.007029759883880615, | |
0.00753868818283081, | |
0.006923264026641846, | |
0.007636991977691651, | |
0.007058432102203369, | |
0.007250944137573242, | |
0.0066713600158691405, | |
0.0074035201072692874, | |
0.006739967823028564, | |
0.007387167930603027, | |
0.006725599765777588, | |
0.007422976016998291, | |
0.007789567947387695, | |
0.007504896163940429, | |
0.007076863765716553, | |
0.007510015964508057, | |
0.006765567779541016, | |
0.0072765440940856935, | |
0.006802432060241699, | |
0.007497727870941162, | |
0.006615039825439453, | |
0.007057407855987549, | |
0.0065075201988220215, | |
0.006781951904296875, | |
0.006179840087890625, | |
0.007247935771942138, | |
0.006515647888183594, | |
0.007266304016113281, | |
0.007004159927368164, | |
0.00769536018371582, | |
0.006912032127380371, | |
0.007228384017944336, | |
0.0065484800338745115, | |
0.007215104103088379, | |
0.006520832061767578, | |
0.007135231971740722, | |
0.006441984176635742, | |
0.006906879901885986, | |
0.006388735771179199, | |
0.006931456089019775, | |
0.006385663986206055, | |
0.006895616054534912, | |
0.006432767868041992, | |
0.007218175888061523, | |
0.006385663986206055, | |
0.007185408115386963, | |
0.006730751991271973, | |
0.007192575931549072, | |
0.007319551944732666, | |
0.007556096076965332, | |
0.006512639999389648, | |
0.006960127830505371, | |
0.006419456005096436, | |
0.00689356803894043, | |
0.006400000095367431, | |
0.006903808116912841, | |
0.00648089599609375, | |
0.0068884482383728025, | |
0.006379519939422608, | |
0.0068689918518066405, | |
0.0063498239517211915, | |
0.006915071964263916, | |
0.006412288188934326, | |
0.006936575889587402, | |
0.006397952079772949, | |
0.006879231929779053, | |
0.006346752166748047, | |
0.006924287796020508, | |
0.006375423908233643, | |
0.006876160144805908, | |
0.006354944229125976, | |
0.007010335922241211, | |
0.006355936050415039, | |
0.006809599876403808, | |
0.00628223991394043, | |
0.0065146880149841305, | |
0.006049791812896729, | |
0.0064839677810668945, | |
0.006069248199462891, | |
0.006606847763061524, | |
0.006086656093597412, | |
0.0066304001808166506, | |
0.006212672233581543, | |
0.006670271873474121, | |
0.006113279819488526, | |
0.006576128005981445, | |
0.006108160018920898, | |
0.0065484800338745115, | |
0.006119423866271972, | |
0.006584320068359375, | |
0.006108160018920898, | |
0.006608895778656006, | |
0.006100992202758789, | |
0.006575104236602783, | |
0.0060702719688415525, | |
0.006564864158630371, | |
0.00611737585067749, | |
0.0065792322158813475, | |
0.006109151840209961, | |
0.006557727813720703, | |
0.006135776042938233 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 145.25427151035373 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |