{ "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", "library": "transformers", "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": {}, "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": false, "device_isolation_action": "error", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16757.354496, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1021-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "d8c451da5aac8852b6a6e83b9b56a2aa6f007535", "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": 955.645952, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 13, "total": 0.662485601999947, "mean": 0.05096043092307285, "stdev": 0.001101209430659164, "p50": 0.05132497399998215, "p90": 0.0520375321999893, "p95": 0.0523162093999872, "p99": 0.05257836187999146, "values": [ 0.05121247600001766, 0.051425492999982225, 0.04911277399997971, 0.05209774899998365, 0.05264389999999253, 0.048750125999987404, 0.05132497399998215, 0.05076386700000057, 0.0517966650000119, 0.050193400000011934, 0.05138464499998463, 0.05005046400000879, 0.05172906900000385 ] }, "throughput": { "unit": "tokens/s", "value": 39.24613594847919 }, "energy": { "unit": "kWh", "cpu": 1.7080156699470853e-06, "ram": 7.137709808472189e-08, "gpu": 0.0, "total": 1.7793927680318072e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1123978.9415420673 } }, "decode": { "memory": { "unit": "MB", "max_ram": 955.645952, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 13, "total": 0.41250339700002314, "mean": 0.031731030538463316, "stdev": 0.0007622808331194323, "p50": 0.032074269000020195, "p90": 0.03241323679999368, "p95": 0.032445448999988004, "p99": 0.03246455059998425, "values": [ 0.03169805599998199, 0.032074269000020195, 0.032161913000010145, 0.03218302199999812, 0.0317578469999944, 0.03231234400001881, 0.03145086399999286, 0.0323480600000039, 0.03242953099999113, 0.03246932599998331, 0.0313359800000228, 0.03017547199999626, 0.030106713000009222 ] }, "throughput": { "unit": "tokens/s", "value": 31.514891985239267 }, "energy": { "unit": "kWh", "cpu": 9.987249389746722e-07, "ram": 4.174241319631031e-08, "gpu": 0.0, "total": 1.040467352170983e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 961106.5622707468 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 12, "total": 0.9924372350000112, "mean": 0.0827031029166676, "stdev": 0.0012935412306620518, "p50": 0.08273239200001115, "p90": 0.08427710450000347, "p95": 0.08437042434999284, "p99": 0.08446047606998264, "values": [ 0.08352961800000003, 0.08126260400001684, 0.08427832600000329, 0.08448298899998008, 0.08106825999999501, 0.08275965800001472, 0.0831345679999913, 0.08426611100000514, 0.0826907990000052, 0.08270512600000757, 0.0802886419999993, 0.08197053399999277 ] }, "throughput": { "unit": "tokens/s", "value": 12.091444755193878 }, "energy": null, "efficiency": null } } }