{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.1+rocm6.1", "_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": "5", "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": "error", "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": "0.34.0", "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": 1389.285376, "max_global_vram": 68702.69952, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.7990703125, "mean": 7.7990703125, "stdev": 0.0, "p50": 7.7990703125, "p90": 7.7990703125, "p95": 7.7990703125, "p99": 7.7990703125, "values": [ 7.7990703125 ] }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1548.218368, "max_global_vram": 68702.69952, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 513.035264 }, "latency": { "unit": "s", "count": 66, "total": 0.4946079893112182, "mean": 0.007494060444109368, "stdev": 0.0018781874484964927, "p50": 0.006965174913406372, "p90": 0.007824452400207519, "p95": 0.008003251314163209, "p99": 0.01784355936050415, "values": [ 0.008036291122436524, 0.007904131889343262, 0.007487173080444336, 0.0073684539794921875, 0.007262214183807373, 0.007105414867401123, 0.0070586948394775395, 0.007097095012664795, 0.007106854915618897, 0.0071418948173522945, 0.007055974960327148, 0.007037415027618408, 0.007067655086517334, 0.007121734142303467, 0.00751805305480957, 0.007400293827056884, 0.007358694076538086, 0.007485572814941406, 0.009436285972595215, 0.0074681339263916015, 0.006958374977111817, 0.007253734111785889, 0.0069542150497436525, 0.006916296005249023, 0.006923655986785889, 0.00694125509262085, 0.0069449348449707035, 0.006932455062866211, 0.006925254821777344, 0.006923655033111572, 0.006907495021820068, 0.0070556550025939946, 0.007138214111328125, 0.006958215236663818, 0.006938694953918457, 0.006971654891967774, 0.006928616046905518, 0.006921414852142334, 0.006916775226593018, 0.00691773509979248, 0.006920454978942871, 0.00690525484085083, 0.006906694889068603, 0.006921414852142334, 0.006925895214080811, 0.0069260549545288085, 0.017928735733032226, 0.007059814929962158, 0.006949735164642334, 0.006964775085449218, 0.00690253496170044, 0.006941094875335694, 0.006962214946746826, 0.006965254783630371, 0.00695437479019165, 0.0069585351943969725, 0.006965095043182373, 0.0069511752128601076, 0.006950854778289795, 0.0069468550682067875, 0.007790532112121582, 0.007857892036437988, 0.007791012763977051, 0.007863172054290771, 0.01779769515991211, 0.007754531860351563 ] }, "throughput": { "unit": "tokens/s", "value": 266.8780182540535 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1548.361728, "max_global_vram": 68702.69952, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 513.259008 }, "latency": { "unit": "s", "count": 66, "total": 0.5037967581748964, "mean": 0.007633284214771155, "stdev": 0.001375390848345297, "p50": 0.007325093984603882, "p90": 0.007937171459197999, "p95": 0.00817033052444458, "p99": 0.012096244764327947, "values": [ 0.008196770668029785, 0.008088770866394044, 0.007736453056335449, 0.0075033330917358395, 0.007461573123931885, 0.0073746929168701176, 0.007365893840789795, 0.007417094230651855, 0.007416132926940918, 0.007591652870178223, 0.007364774227142334, 0.007420133113861084, 0.007430053234100341, 0.007649892807006836, 0.007726692199707032, 0.007722211837768555, 0.0076874918937683105, 0.008667489051818848, 0.007710372924804688, 0.0072742137908935545, 0.007272453784942627, 0.007393572807312012, 0.007429254055023193, 0.00729789400100708, 0.007275814056396484, 0.007293893814086914, 0.007247814178466797, 0.007243974208831787, 0.0072854142189025875, 0.007282693862915039, 0.018463933944702148, 0.007269254207611084, 0.0072351741790771485, 0.007278374195098877, 0.007257413864135742, 0.007422694206237793, 0.007270693778991699, 0.007266054153442383, 0.0072498941421508785, 0.007297733783721924, 0.0073238139152526855, 0.007288774013519287, 0.007275333881378174, 0.007310373783111572, 0.007301253795623779, 0.007282534122467041, 0.0074372529983520504, 0.007244294166564942, 0.007407652854919434, 0.00732797384262085, 0.007284614086151123, 0.0072735738754272465, 0.007284294128417969, 0.007286694049835205, 0.007326374053955078, 0.0072780542373657225, 0.007311974048614502, 0.0072644538879394534, 0.007247653961181641, 0.007286533832550048, 0.008150530815124511, 0.007783973217010498, 0.00817693042755127, 0.00793261194229126, 0.007941730976104736, 0.007927811145782471 ] }, "throughput": { "unit": "tokens/s", "value": 131.00520979749473 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 66, "total": 0.469862313747406, "mean": 0.007119125965869789, "stdev": 0.0013717946858332658, "p50": 0.006818696022033692, "p90": 0.007438772916793823, "p95": 0.007550413012504578, "p99": 0.011283471274375857, "values": [ 0.007563652992248535, 0.007510693073272705, 0.00718093490600586, 0.006971654891967774, 0.006956775188446045, 0.0068642950057983395, 0.006879495143890381, 0.006914855003356934, 0.006915655136108399, 0.007097733974456787, 0.006862055778503418, 0.006922695159912109, 0.006919334888458252, 0.007133894920349121, 0.007217733860015869, 0.0072124538421630855, 0.007126694202423096, 0.00718525505065918, 0.007184294223785401, 0.006808615207672119, 0.006803174972534179, 0.00688941478729248, 0.006910854816436767, 0.006832294940948487, 0.00678509521484375, 0.006795334815979004, 0.006765254974365234, 0.006772136211395264, 0.006792136192321777, 0.006766536235809326, 0.018005695343017578, 0.006770215034484863, 0.006767176151275635, 0.006797575950622558, 0.0067956562042236325, 0.006921734809875488, 0.006764134883880615, 0.006767015933990478, 0.006752776145935059, 0.00680461597442627, 0.006810696125030518, 0.006801896095275879, 0.006780295848846435, 0.006815815925598144, 0.006801735877990722, 0.0067876558303833, 0.006920935153961182, 0.00677293586730957, 0.006926215171813964, 0.00681501579284668, 0.0067937359809875485, 0.0067745361328125, 0.006808135986328125, 0.006802855968475342, 0.006821576118469238, 0.0068054161071777345, 0.006808294773101807, 0.006800455093383789, 0.006773574829101563, 0.006793896198272705, 0.007634692192077637, 0.007324453830718994, 0.007663812160491943, 0.0074585328102111815, 0.0074225330352783205, 0.007455012798309326 ] }, "throughput": { "unit": "tokens/s", "value": 140.46668155531415 }, "energy": null, "efficiency": null } } }