{ "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", "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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.1", "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": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 1082.118144, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.007552 }, "latency": { "unit": "s", "count": 55, "total": 0.49333436584472645, "mean": 0.008969715742631394, "stdev": 0.00037400089414352597, "p50": 0.009012928009033203, "p90": 0.009344454002380372, "p95": 0.009613228893280028, "p99": 0.00990101287841797, "values": [ 0.009983455657958985, 0.009830783843994141, 0.009713536262512206, 0.00951859188079834, 0.009336447715759278, 0.00898323154449463, 0.008966272354125976, 0.009111040115356446, 0.009036383628845214, 0.009088576316833496, 0.009076512336730957, 0.009041791915893554, 0.00908841609954834, 0.008915200233459472, 0.009012928009033203, 0.00901296043395996, 0.00918835163116455, 0.009130559921264648, 0.008940608024597167, 0.009100704193115235, 0.009032671928405761, 0.009049023628234863, 0.009166432380676269, 0.008967935562133789, 0.0090251522064209, 0.008995871543884277, 0.009278240203857422, 0.009570240020751953, 0.009349791526794434, 0.009263263702392579, 0.008883999824523927, 0.009125023841857911, 0.008976575851440429, 0.009329279899597169, 0.009330368041992188, 0.009011008262634278, 0.009038911819458009, 0.009012288093566894, 0.008876128196716309, 0.00886303997039795, 0.008509856224060058, 0.008539936065673829, 0.008500960350036621, 0.00840460777282715, 0.008389599800109863, 0.008409791946411133, 0.00847926425933838, 0.008511103630065919, 0.008496288299560548, 0.008496895790100097, 0.008471455574035645, 0.008459391593933106, 0.008468128204345704, 0.008482815742492676, 0.008492671966552734 ] }, "throughput": { "unit": "tokens/s", "value": 222.9725063074598 }, "energy": { "unit": "kWh", "cpu": 1.0489163409292172e-07, "ram": 5.734902495259225e-08, "gpu": 1.9478137509734504e-07, "total": 3.57022034142859e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 5601895.145776126 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1082.118144, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.4576 }, "latency": { "unit": "s", "count": 55, "total": 0.5110882558822633, "mean": 0.009292513743313875, "stdev": 0.0003813521704025652, "p50": 0.009357184410095214, "p90": 0.009759686279296876, "p95": 0.009877104473114013, "p99": 0.010096952228546143, "values": [ 0.010058591842651367, 0.010141983985900879, 0.010029984474182128, 0.009765983581542969, 0.009771136283874512, 0.009287872314453126, 0.00942131233215332, 0.009395232200622558, 0.009313311576843262, 0.009457951545715331, 0.009386783599853515, 0.009375776290893555, 0.009507391929626465, 0.009300895690917969, 0.009355456352233886, 0.009364447593688964, 0.009533568382263184, 0.009383584022521973, 0.009439200401306152, 0.009389984130859374, 0.009325216293334961, 0.009308352470397949, 0.009254015922546387, 0.009357184410095214, 0.009319744110107421, 0.009409215927124024, 0.00981158447265625, 0.009750240325927735, 0.009732319831848144, 0.009643136024475097, 0.009736543655395507, 0.009372799873352052, 0.00956339168548584, 0.009509504318237305, 0.009625727653503419, 0.009340895652770995, 0.009357728004455567, 0.009170463562011719, 0.00915328025817871, 0.009099743843078613, 0.008905440330505372, 0.008793055534362793, 0.008750271797180176, 0.00866966438293457, 0.00868943977355957, 0.008668607711791992, 0.008785375595092773, 0.00877507209777832, 0.008788479804992675, 0.008783328056335448, 0.008757439613342285, 0.008761280059814453, 0.008765024185180664, 0.008783904075622559, 0.008890336036682128 ] }, "throughput": { "unit": "tokens/s", "value": 107.61350777872322 }, "energy": { "unit": "kWh", "cpu": 1.0091910506985953e-07, "ram": 5.502229856032802e-08, "gpu": 2.2757049535093003e-07, "total": 3.835118989811177e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 2607481.026421126 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 54, "total": 0.9862563838958739, "mean": 0.018264007109182853, "stdev": 0.0007188208797822017, "p50": 0.01840076732635498, "p90": 0.019126374435424805, "p95": 0.019352443885803223, "p99": 0.019894435539245605, "values": [ 0.02001817512512207, 0.019784704208374023, 0.019341344833374022, 0.019149791717529296, 0.018329599380493163, 0.01840127944946289, 0.018566144943237304, 0.018355199813842774, 0.018603008270263673, 0.018502656936645507, 0.01843097686767578, 0.01862451171875, 0.01827123260498047, 0.01839923286437988, 0.01840640068054199, 0.018745344161987306, 0.01855897521972656, 0.01840640068054199, 0.01850169563293457, 0.01838585662841797, 0.01841049575805664, 0.018482240676879882, 0.018350015640258788, 0.018365440368652345, 0.018397184371948243, 0.019133440017700197, 0.019373056411743163, 0.019109888076782225, 0.018968576431274413, 0.0186562557220459, 0.0186060791015625, 0.018480127334594726, 0.018897920608520507, 0.01902796745300293, 0.01840025520324707, 0.01843612861633301, 0.01824764823913574, 0.018061311721801757, 0.0179814395904541, 0.017460224151611328, 0.017342464447021484, 0.017289215087890625, 0.017115135192871094, 0.017099775314331055, 0.017102848052978514, 0.017294336318969726, 0.017310720443725586, 0.017305599212646485, 0.017300479888916014, 0.01725542449951172, 0.01725132751464844, 0.017257471084594727, 0.017300479888916014, 0.01740287971496582 ] }, "throughput": { "unit": "tokens/s", "value": 54.752497303684024 }, "energy": null, "efficiency": null } } }