{ "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": "4c0c433dfc68fac2cdc0ae637f343f8377f20210", "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": 1105.317888, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.777414066999995, "mean": 4.777414066999995, "stdev": 0.0, "p50": 4.777414066999995, "p90": 4.777414066999995, "p95": 4.777414066999995, "p99": 4.777414066999995, "values": [ 4.777414066999995 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.754000201666612e-05, "ram": 2.824555962431037e-06, "gpu": 0, "total": 7.036455797909716e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 959.565824, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 16, "total": 0.6653379390000111, "mean": 0.0415836211875007, "stdev": 0.002331773318880812, "p50": 0.04087210000000141, "p90": 0.04421091650000619, "p95": 0.04584172000001274, "p99": 0.04827571600001477, "values": [ 0.04093480400001681, 0.04096295700000496, 0.04063050799999246, 0.04038059699999508, 0.0412952940000082, 0.040338307000013174, 0.0448275550000119, 0.04111088599998425, 0.048884215000015274, 0.04080939599998601, 0.04234673900000985, 0.043594278000000486, 0.03939995399997542, 0.039782244000008404, 0.039904914999993935, 0.04013528999999494 ] }, "throughput": { "unit": "tokens/s", "value": 48.095859448651495 }, "energy": { "unit": "kWh", "cpu": 1.563478483777772e-06, "ram": 6.537758030201996e-08, "gpu": 0.0, "total": 1.6288560640797918e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1227855.57552004 } }, "decode": { "memory": { "unit": "MB", "max_ram": 959.696896, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 16, "total": 0.3982250120000401, "mean": 0.024889063250002508, "stdev": 0.000748778551336215, "p50": 0.02467789750001259, "p90": 0.02581466350000028, "p95": 0.026133350000002054, "p99": 0.026600385200002564, "values": [ 0.025640240000001313, 0.025058952999984285, 0.025058553000008033, 0.024515826999987667, 0.02456513999999288, 0.025690574999998717, 0.024722617000008995, 0.02671714400000269, 0.02479471399999511, 0.024633178000016187, 0.02593875200000184, 0.023645192999993014, 0.02427608000002124, 0.024189256999989084, 0.024436103000027742, 0.024342686000011327 ] }, "throughput": { "unit": "tokens/s", "value": 40.17828995632848 }, "energy": { "unit": "kWh", "cpu": 9.375074089305749e-07, "ram": 3.9203395214945344e-08, "gpu": 0.0, "total": 9.767108041455208e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 1023844.5154447266 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 16, "total": 0.3923681409999915, "mean": 0.02452300881249947, "stdev": 0.000696552623871863, "p50": 0.024319005000009497, "p90": 0.025346129499993708, "p95": 0.025645875499989756, "p99": 0.02618407189999914, "values": [ 0.02527063200000157, 0.024680427999982157, 0.02472408100001644, 0.024178860999995777, 0.024224567000004527, 0.02510044099997799, 0.02434411199999431, 0.026318621000001485, 0.024422290999979168, 0.024293898000024683, 0.025421626999985847, 0.023347010999998474, 0.023975945000017873, 0.023876336999990144, 0.024139815000012277, 0.024049474000008786 ] }, "throughput": { "unit": "tokens/s", "value": 40.77803044666755 }, "energy": null, "efficiency": null } } }