{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "model": "openai-community/gpt2", "library": "transformers", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.289728, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 1082.990592, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.007552 }, "latency": { "unit": "s", "count": 56, "total": 0.4926286087036132, "mean": 0.00879693944113595, "stdev": 0.00030912263723220575, "p50": 0.008795504093170165, "p90": 0.009069727897644042, "p95": 0.009426983833312988, "p99": 0.009966625690460206, "values": [ 0.010050208091735839, 0.009493056297302247, 0.009404959678649903, 0.009898240089416505, 0.008651007652282714, 0.008577728271484375, 0.00857369613647461, 0.008592127799987793, 0.008584575653076172, 0.008593888282775878, 0.00892956829071045, 0.008887295722961425, 0.008553024291992187, 0.00857596778869629, 0.008563936233520508, 0.008610560417175292, 0.008551839828491212, 0.00854531192779541, 0.008543647766113282, 0.008732000350952148, 0.0087958402633667, 0.008809727668762207, 0.008800992012023926, 0.00880412769317627, 0.008795167922973633, 0.008837056159973145, 0.008833696365356445, 0.008941311836242676, 0.008858400344848633, 0.008797151565551758, 0.008803135871887207, 0.008774432182312011, 0.008807552337646485, 0.008773216247558594, 0.008556159973144531, 0.008529791831970215, 0.008518176078796387, 0.008523167610168457, 0.008946399688720703, 0.009190848350524902, 0.009188735961914062, 0.008950719833374024, 0.008891807556152344, 0.008808095932006836, 0.008826144218444824, 0.008780415534973145, 0.008819680213928222, 0.008848992347717285, 0.008808128356933594, 0.00880617618560791, 0.008550368309020995, 0.008558752059936524, 0.00853228759765625, 0.008561823844909668, 0.008526623725891113, 0.008560864448547364 ] }, "throughput": { "unit": "tokens/s", "value": 227.35179813193525 }, "energy": { "unit": "kWh", "cpu": 1.0548019772551169e-07, "ram": 5.76682307778852e-08, "gpu": 2.0154145916814056e-07, "total": 3.6468988767153744e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 5484111.481043656 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1082.990592, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.4576 }, "latency": { "unit": "s", "count": 56, "total": 0.5076416349411011, "mean": 0.009065029195376806, "stdev": 0.0002477928485440631, "p50": 0.00909160041809082, "p90": 0.009442512035369874, "p95": 0.009590255737304688, "p99": 0.009769503831863403, "values": [ 0.00974185562133789, 0.009803296089172363, 0.009658368110656738, 0.008965984344482422, 0.008841216087341308, 0.00883459186553955, 0.00886310386657715, 0.008867232322692872, 0.008827327728271484, 0.008900192260742188, 0.009117312431335449, 0.00908841609954834, 0.00894758415222168, 0.008863295555114746, 0.008828800201416015, 0.008824416160583496, 0.008839232444763184, 0.008826496124267579, 0.008804320335388183, 0.009120096206665039, 0.009112895965576172, 0.00909068775177002, 0.00909558391571045, 0.009091744422912598, 0.009101759910583497, 0.009099776268005372, 0.009399456024169922, 0.009127424240112305, 0.009092767715454102, 0.00909721565246582, 0.009098464012145997, 0.009091456413269043, 0.009114784240722656, 0.009112064361572265, 0.008835071563720704, 0.008835807800292968, 0.008876064300537109, 0.00875868797302246, 0.009520000457763671, 0.009567551612854004, 0.009456031799316407, 0.00914668846130371, 0.009122367858886718, 0.00942899227142334, 0.009202879905700683, 0.009074048042297363, 0.00914579200744629, 0.009104991912841797, 0.00912611198425293, 0.009096447944641112, 0.00882140827178955, 0.008822015762329102, 0.008814240455627441, 0.008833824157714843, 0.008908639907836914, 0.008854751586914062 ] }, "throughput": { "unit": "tokens/s", "value": 110.31404074352052 }, "energy": { "unit": "kWh", "cpu": 9.979624060572692e-08, "ram": 5.457317424025047e-08, "gpu": 1.5923948079737716e-07, "total": 3.1360889564335475e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3188685.0592950955 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 55, "total": 0.9821245498657225, "mean": 0.017856809997558593, "stdev": 0.0004653419756720284, "p50": 0.017921024322509766, "p90": 0.01836501121520996, "p95": 0.018868735885620116, "p99": 0.019207537078857424, "values": [ 0.0192993278503418, 0.019129344940185547, 0.01903001594543457, 0.017546239852905272, 0.01744076728820801, 0.01746227264404297, 0.017459199905395507, 0.01746124839782715, 0.017500160217285156, 0.018084863662719726, 0.01800294494628906, 0.017534975051879884, 0.01745510482788086, 0.01742848014831543, 0.017459199905395507, 0.017406976699829102, 0.01740390396118164, 0.01737932777404785, 0.017864704132080078, 0.017936384201049805, 0.017926143646240233, 0.017927167892456054, 0.017921024322509766, 0.017925119400024413, 0.017963008880615236, 0.01822003173828125, 0.018132991790771484, 0.017979391098022462, 0.017923072814941408, 0.017923072814941408, 0.017897472381591797, 0.017949695587158202, 0.017911808013916015, 0.01740492820739746, 0.01741414451599121, 0.01741312026977539, 0.017290271759033204, 0.018426847457885743, 0.018799615859985352, 0.018689023971557618, 0.018168832778930662, 0.018025472640991212, 0.018272256851196288, 0.018074623107910158, 0.01786777687072754, 0.018008064270019532, 0.01797222328186035, 0.01794972801208496, 0.017939424514770506, 0.01741823959350586, 0.017399808883666993, 0.01738137626647949, 0.01741107177734375, 0.0174704647064209, 0.01744179153442383 ] }, "throughput": { "unit": "tokens/s", "value": 56.00104386711408 }, "energy": null, "efficiency": null } } }