{ "config": { "name": "cpu_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.1+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": null, "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16766.7712, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.8.0-1014-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.15", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "b502dde12931cbe71b3c4aa53e3850ce968529c8", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "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": 1115.881472, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.816558217000022, "mean": 4.816558217000022, "stdev": 0.0, "p50": 4.816558217000022, "p90": 4.816558217000022, "p95": 4.816558217000022, "p99": 4.816558217000022, "values": [ 4.816558217000022 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.751605536666669e-05, "ram": 2.823601067370677e-06, "gpu": 0, "total": 7.033965643403737e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 969.60512, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.62706866700006, "mean": 0.041804577800004, "stdev": 0.0018672870149065333, "p50": 0.04131955400001175, "p90": 0.043925792199991064, "p95": 0.04504702159998714, "p99": 0.046744203520004246, "values": [ 0.043607755000010684, 0.047168499000008524, 0.04126036299999214, 0.040671080999999276, 0.04187938200001895, 0.04230000900000164, 0.04131955400001175, 0.04095524199999545, 0.041893297999990864, 0.04134349900002121, 0.040816793000004736, 0.044137816999977986, 0.03978123600001027, 0.03993041600000424, 0.040003723000012315 ] }, "throughput": { "unit": "tokens/s", "value": 47.84165049024388 }, "energy": { "unit": "kWh", "cpu": 1.5583160428888683e-06, "ram": 6.516165309434823e-08, "gpu": 0.0, "total": 1.6234776959832164e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1231923.2995614102 } }, "decode": { "memory": { "unit": "MB", "max_ram": 970.26048, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.382433892000023, "mean": 0.02549559280000153, "stdev": 0.0006915158498669752, "p50": 0.025427973000006432, "p90": 0.025796574399993232, "p95": 0.02638101779998294, "p99": 0.027424648359992147, "values": [ 0.02768555599999445, 0.02539945899999907, 0.025672520999989956, 0.02529400200000964, 0.025677199000000428, 0.025758541000016066, 0.02513978400000383, 0.0254758830000128, 0.025427973000006432, 0.02582192999997801, 0.02506472400000348, 0.02575604700001577, 0.024820336999994197, 0.024573394000015014, 0.024866541999983838 ] }, "throughput": { "unit": "tokens/s", "value": 39.22246514699356 }, "energy": { "unit": "kWh", "cpu": 9.581821730833548e-07, "ram": 4.006802150795202e-08, "gpu": 0.0, "total": 9.98250194591307e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 1001752.8725946399 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 15, "total": 0.37746382400004563, "mean": 0.025164254933336374, "stdev": 0.0006814558728387349, "p50": 0.02509231500002329, "p90": 0.025466727599996374, "p95": 0.0260363048999892, "p99": 0.027060938580004287, "values": [ 0.02731709700000806, 0.025070314000004146, 0.025349465999994436, 0.024967972000013106, 0.025337734000004275, 0.025426069000019424, 0.024806259999991198, 0.025140225000001237, 0.02509231500002329, 0.025487393999981123, 0.02473415500000442, 0.025435728000019253, 0.024488896999997678, 0.02425518800001214, 0.024555009999971844 ] }, "throughput": { "unit": "tokens/s", "value": 39.7389075356747 }, "energy": null, "efficiency": null } } }