{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.3.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "model": "openai-community/gpt2", "library": "transformers", "device": "cpu", "device_ids": null, "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": false, "device_isolation_action": "error", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16757.342208, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1018-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": "c08a62a8b686d201c33b94256f220dd9ac7afa59", "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": 947.945472, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 12, "total": 0.6501918929999988, "mean": 0.0541826577499999, "stdev": 0.0013730740943377403, "p50": 0.05391719749999879, "p90": 0.056113270900002024, "p95": 0.05628114490000087, "p99": 0.05643012978000059, "values": [ 0.05449306400001319, 0.05646737600000051, 0.05343985400000406, 0.05597374300000979, 0.05612877400000116, 0.05451769999999101, 0.05386753499999486, 0.05206449199999952, 0.05348776400001043, 0.05366801099998497, 0.053966860000002725, 0.05211671999998657 ] }, "throughput": { "unit": "tokens/s", "value": 36.91217970938319 }, "energy": { "unit": "kWh", "cpu": 1.7939004633161758e-06, "ram": 7.496956684447428e-08, "gpu": 0.0, "total": 1.86887003016065e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1070165.3767908504 } }, "decode": { "memory": { "unit": "MB", "max_ram": 947.945472, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 12, "total": 0.39980038700005593, "mean": 0.03331669891667133, "stdev": 0.0010702724590086038, "p50": 0.03314393150000683, "p90": 0.03458322480001641, "p95": 0.034989840450009524, "p99": 0.0353334984900016, "values": [ 0.03248409299999366, 0.03313558100001046, 0.03541941299999962, 0.033722918999984586, 0.03361108999999374, 0.034638372000017625, 0.03277439500001833, 0.03281135500000687, 0.03101574600000845, 0.0331522820000032, 0.03408690000000547, 0.03294824100001392 ] }, "throughput": { "unit": "tokens/s", "value": 30.014978449729018 }, "energy": { "unit": "kWh", "cpu": 1.0845343271891277e-06, "ram": 4.5323853443693366e-08, "gpu": 0.0, "total": 1.129858180632821e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 885066.8315203163 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 11, "total": 0.9632466059999842, "mean": 0.08756787327272585, "stdev": 0.001953518647042037, "p50": 0.08810024699999985, "p90": 0.08973437200000944, "p95": 0.08974758749999978, "p99": 0.08975815989999206, "values": [ 0.08963376499997366, 0.0888551300000131, 0.08973437200000944, 0.08976080299999012, 0.08915110300000606, 0.08666020299997967, 0.08491508100001965, 0.08453501899998628, 0.08680758900001706, 0.08810024699999985, 0.08509329399998933 ] }, "throughput": { "unit": "tokens/s", "value": 11.419713219316735 }, "energy": null, "efficiency": null } } }