{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "model_type": "gpt2", "model": "openai-community/gpt2", "processor": "openai-community/gpt2", "device": "cpu", "device_ids": null, "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": false, "device_isolation_action": "error", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16757.338112, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1025-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "5d46f86e41f222edc00e7cd49069aba0547a6c3d", "transformers_version": "4.44.0", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1120.841728, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.851395104000005, "mean": 4.851395104000005, "stdev": 0.0, "p50": 4.851395104000005, "p90": 4.851395104000005, "p95": 4.851395104000005, "p99": 4.851395104000005, "values": [ 4.851395104000005 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.824340354999963e-05, "ram": 2.8523626815522973e-06, "gpu": 0, "total": 7.109576623155192e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 974.966784, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6470298169999751, "mean": 0.04621641549999822, "stdev": 0.001723726017596568, "p50": 0.046649421000012126, "p90": 0.0473057869999991, "p95": 0.04760677215000726, "p99": 0.04799962643002175, "values": [ 0.045450223999978334, 0.04809784000002537, 0.04681409599999142, 0.046526740999979666, 0.04734235099999751, 0.046741547999999966, 0.04583193199999869, 0.04616469200004758, 0.046557294000024285, 0.04678871599998047, 0.04722047100000282, 0.04620019799995134, 0.046861319000015556, 0.04043239499998208 ] }, "throughput": { "unit": "tokens/s", "value": 43.27466720131242 }, "energy": { "unit": "kWh", "cpu": 1.6310878175925714e-06, "ram": 6.816559955275156e-08, "gpu": 0.0, "total": 1.699253417145323e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1176987.4815728893 } }, "decode": { "memory": { "unit": "MB", "max_ram": 975.36, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.39867409399988674, "mean": 0.02847672099999191, "stdev": 0.0012635217256531286, "p50": 0.028950984000005064, "p90": 0.029316812199982677, "p95": 0.029533989349988587, "p99": 0.029790225070005363, "values": [ 0.028946582000003218, 0.029854284000009557, 0.02835774299995819, 0.029212486999995235, 0.02891776500001697, 0.029034943999988627, 0.029361522999977296, 0.02909800199995516, 0.02867192700000487, 0.028086776000009195, 0.028995710999993207, 0.02895538600000691, 0.026161656999988736, 0.025019306999979563 ] }, "throughput": { "unit": "tokens/s", "value": 35.11640262234841 }, "energy": { "unit": "kWh", "cpu": 9.925250312962806e-07, "ram": 4.148060850234616e-08, "gpu": 0.0, "total": 1.0340056397986265e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 967112.7134226762 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.39208199499995544, "mean": 0.028005856785711103, "stdev": 0.0012049642410074956, "p50": 0.028450085000031322, "p90": 0.02881587539998236, "p95": 0.02903248044997895, "p99": 0.029279421689976742, "values": [ 0.028432223000038448, 0.029341156999976192, 0.027873389999967912, 0.02869828799998686, 0.028424947000019074, 0.028568834999987303, 0.028866269999980432, 0.028593310999951882, 0.028156856999999036, 0.027620397000021057, 0.0285034830000086, 0.028467947000024196, 0.025840588999983538, 0.02469430100001091 ] }, "throughput": { "unit": "tokens/s", "value": 35.70681688660962 }, "energy": null, "efficiency": null } } }