
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
be84a22
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.0+cu124", | |
"_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": "0", | |
"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": 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": 66697.261056, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.223-212.873.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": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 791.232512, | |
"max_global_vram": 1355.28448, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.3702421875, | |
"mean": 7.3702421875, | |
"stdev": 0.0, | |
"p50": 7.3702421875, | |
"p90": 7.3702421875, | |
"p95": 7.3702421875, | |
"p99": 7.3702421875, | |
"values": [ | |
7.3702421875 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0140203090276067e-06, | |
"ram": 5.40331722299215e-07, | |
"gpu": 1.6733346719997443e-06, | |
"total": 3.227686703326566e-06 | |
}, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1193.230336, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.210304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 70, | |
"total": 0.4897297306060793, | |
"mean": 0.006996139008658273, | |
"stdev": 0.000410524576066269, | |
"p50": 0.007070127964019775, | |
"p90": 0.007355996656417847, | |
"p95": 0.00742437596321106, | |
"p99": 0.008166970672607424, | |
"values": [ | |
0.008041760444641114, | |
0.00735430383682251, | |
0.007420767784118652, | |
0.007317696094512939, | |
0.007227712154388428, | |
0.006951583862304688, | |
0.007094592094421387, | |
0.007291647911071777, | |
0.007209792137145996, | |
0.00709494400024414, | |
0.0072197442054748534, | |
0.0073712320327758785, | |
0.007262368202209473, | |
0.00713263988494873, | |
0.007235616207122803, | |
0.00728169584274292, | |
0.007247392177581787, | |
0.00708460807800293, | |
0.007427328109741211, | |
0.007290719985961914, | |
0.0072271361351013185, | |
0.0072501440048217776, | |
0.007120800018310547, | |
0.007329152107238769, | |
0.0071866240501403805, | |
0.006959936141967773, | |
0.0070700798034667965, | |
0.007244768142700195, | |
0.007040256023406982, | |
0.007067327976226807, | |
0.007066912174224853, | |
0.007113152027130127, | |
0.007374080181121826, | |
0.007266623973846436, | |
0.007129792213439941, | |
0.007233695983886719, | |
0.007070176124572754, | |
0.006982656002044678, | |
0.006823840141296386, | |
0.007092512130737304, | |
0.006649600028991699, | |
0.006619264125823974, | |
0.008445664405822754, | |
0.008041215896606444, | |
0.007301792144775391, | |
0.007047391891479492, | |
0.006908671855926514, | |
0.006915743827819824, | |
0.006723008155822754, | |
0.006728256225585937, | |
0.00669049596786499, | |
0.006719327926635742, | |
0.006504032135009765, | |
0.006467711925506592, | |
0.006497856140136719, | |
0.00646127986907959, | |
0.006528448104858398, | |
0.006514400005340576, | |
0.006494527816772461, | |
0.0065084161758422856, | |
0.00649183988571167, | |
0.006412032127380371, | |
0.006387487888336181, | |
0.006442944049835205, | |
0.006516064167022705, | |
0.00647276782989502, | |
0.00649561595916748, | |
0.006548031806945801, | |
0.006469855785369873, | |
0.006518176078796387 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 285.87196416835667 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 8.091220777116454e-08, | |
"ram": 4.409753855165658e-08, | |
"gpu": 1.5496800001360733e-07, | |
"total": 2.7997774633642844e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 7143424.883478949 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1211.63776, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.434048 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 70, | |
"total": 0.5158373103141785, | |
"mean": 0.007369104433059692, | |
"stdev": 0.00043647585925636276, | |
"p50": 0.007468400001525878, | |
"p90": 0.007745004606246948, | |
"p95": 0.0077970111846923824, | |
"p99": 0.008619238710403442, | |
"values": [ | |
0.007798048019409179, | |
0.007732800006866455, | |
0.007665567874908448, | |
0.007558271884918213, | |
0.007724095821380615, | |
0.007398111820220947, | |
0.007523839950561524, | |
0.0075771198272705075, | |
0.007782911777496338, | |
0.007508512020111084, | |
0.007597311973571778, | |
0.007521344184875488, | |
0.007742623805999756, | |
0.0076474881172180174, | |
0.008457632064819335, | |
0.007614463806152344, | |
0.007699967861175537, | |
0.007680191993713379, | |
0.00772054386138916, | |
0.007660223960876465, | |
0.007605343818664551, | |
0.007641119956970215, | |
0.00776643180847168, | |
0.007453983783721924, | |
0.0075912318229675296, | |
0.007394144058227539, | |
0.007451488018035889, | |
0.007548064231872559, | |
0.007479455947875977, | |
0.007470623970031738, | |
0.00746617603302002, | |
0.00760748815536499, | |
0.007680607795715332, | |
0.0076603198051452635, | |
0.007738239765167236, | |
0.007376575946807861, | |
0.007482495784759522, | |
0.007364799976348877, | |
0.007183231830596924, | |
0.0071487360000610355, | |
0.006814559936523437, | |
0.00821884822845459, | |
0.008978943824768066, | |
0.0077957439422607425, | |
0.007553728103637696, | |
0.00723308801651001, | |
0.007214335918426513, | |
0.00721120023727417, | |
0.007069983959197998, | |
0.007072768211364746, | |
0.007069759845733643, | |
0.0070013761520385746, | |
0.00683244800567627, | |
0.00681932783126831, | |
0.006789984226226807, | |
0.006830399990081787, | |
0.006847487926483154, | |
0.006844543933868409, | |
0.006873472213745117, | |
0.006817440032958985, | |
0.006881824016571045, | |
0.006740096092224121, | |
0.006728928089141845, | |
0.00679417610168457, | |
0.006819680213928223, | |
0.00680294418334961, | |
0.006804224014282227, | |
0.0068211197853088375, | |
0.00679804801940918, | |
0.007035200119018555 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 135.7017001297666 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.554356524601515e-08, | |
"ram": 4.144469249165852e-08, | |
"gpu": 1.496155769863923e-07, | |
"total": 2.66603834724066e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3750883.782429448 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 70, | |
"total": 0.48187299299240116, | |
"mean": 0.006883899899891445, | |
"stdev": 0.00037856204682235213, | |
"p50": 0.006951424121856689, | |
"p90": 0.0072185567378997804, | |
"p95": 0.0072543233633041385, | |
"p99": 0.0080650137424469, | |
"values": [ | |
0.007218143939971924, | |
0.007194591999053955, | |
0.007136256217956543, | |
0.007031807899475098, | |
0.007171072006225586, | |
0.006879231929779053, | |
0.006977536201477051, | |
0.006998015880584717, | |
0.007250944137573242, | |
0.006970367908477783, | |
0.007054336071014404, | |
0.006988863945007324, | |
0.007225344181060791, | |
0.007126016139984131, | |
0.007928832054138184, | |
0.0070553598403930665, | |
0.0071792640686035155, | |
0.007153664112091064, | |
0.007180319786071777, | |
0.007077951908111572, | |
0.007073791980743408, | |
0.007134208202362061, | |
0.007222271919250488, | |
0.00693555212020874, | |
0.0070767998695373535, | |
0.006884352207183838, | |
0.006940671920776367, | |
0.007045119762420654, | |
0.0069632000923156735, | |
0.006957056045532227, | |
0.006945792198181152, | |
0.007062528133392334, | |
0.007087103843688965, | |
0.007129087924957276, | |
0.007185408115386963, | |
0.0068351998329162595, | |
0.006987775802612305, | |
0.006866943836212158, | |
0.006689792156219483, | |
0.0067348480224609375, | |
0.0064143362045288085, | |
0.007643136024475097, | |
0.008368127822875977, | |
0.00725708818435669, | |
0.007072768211364746, | |
0.006763519763946534, | |
0.006772736072540283, | |
0.006804480075836182, | |
0.006659071922302246, | |
0.006628352165222168, | |
0.006673376083374024, | |
0.0065812478065490725, | |
0.006440959930419922, | |
0.006428671836853027, | |
0.00638976001739502, | |
0.006441984176635742, | |
0.006446080207824707, | |
0.006406144142150879, | |
0.0064778242111206055, | |
0.006426623821258545, | |
0.006472703933715821, | |
0.006352896213531494, | |
0.006341631889343262, | |
0.0063846721649169925, | |
0.006429696083068847, | |
0.006415359973907471, | |
0.006393856048583985, | |
0.006429696083068847, | |
0.006409279823303223, | |
0.006591487884521485 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 145.26649349095987 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |