{ "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-6.5.0-1024-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "d662120356cf9cce87fb802aea1c49ce74710c29", "transformers_version": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "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": 1110.71232, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.802552517999999, "mean": 4.802552517999999, "stdev": 0.0, "p50": 4.802552517999999, "p90": 4.802552517999999, "p95": 4.802552517999999, "p99": 4.802552517999999, "values": [ 4.802552517999999 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.661424901750354e-05, "ram": 2.784301280707477e-06, "gpu": 0, "total": 6.939855029821101e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 964.329472, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.6463097540000149, "mean": 0.04308731693333433, "stdev": 0.0020981369094637105, "p50": 0.04229040399999917, "p90": 0.04685327419999794, "p95": 0.046998099600000384, "p99": 0.04705830071999571, "values": [ 0.04205696700000772, 0.043370135999992954, 0.04164947399999619, 0.04164678800000843, 0.04224678299999596, 0.042601475999987315, 0.04375005700001111, 0.0433668900000157, 0.04229040399999917, 0.047073350999994545, 0.046684411999990516, 0.04696584900000289, 0.040983206000021255, 0.040785585999998375, 0.040838374999992766 ] }, "throughput": { "unit": "tokens/s", "value": 46.41737156886435 }, "energy": { "unit": "kWh", "cpu": 1.6332137915823195e-06, "ram": 6.825419884024816e-08, "gpu": 0.0, "total": 1.7014679904225677e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1175455.5544140977 } }, "decode": { "memory": { "unit": "MB", "max_ram": 964.984832, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.39663129299998445, "mean": 0.026442086199998962, "stdev": 0.0011951101764280526, "p50": 0.026070540000006304, "p90": 0.028113521000005904, "p95": 0.028620156600010202, "p99": 0.02931734092000738, "values": [ 0.026591324999998278, 0.026070540000006304, 0.02602600599999505, 0.0257032929999923, 0.026581246999995756, 0.026202226999998857, 0.026668830999994952, 0.025900310999986687, 0.02575274500000546, 0.028246665000011717, 0.029491637000006676, 0.027913804999997183, 0.025188488999987158, 0.025158642999997483, 0.025135529000010592 ] }, "throughput": { "unit": "tokens/s", "value": 37.81849860243022 }, "energy": { "unit": "kWh", "cpu": 9.738669682432104e-07, "ram": 4.069900875175769e-08, "gpu": 0.0, "total": 1.014565976994968e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 985643.1446300705 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 15, "total": 0.3912878260000241, "mean": 0.026085855066668273, "stdev": 0.0011476163635147862, "p50": 0.025698793999993086, "p90": 0.02769389320000073, "p95": 0.028136984799996864, "p99": 0.0288202609599972, "values": [ 0.026251107999996748, 0.025698793999993086, 0.02566400800000679, 0.025365440000001627, 0.02619131700001276, 0.025877599000011742, 0.026340615999998818, 0.025588798000001134, 0.025402358999997432, 0.02777094399999669, 0.028991079999997282, 0.02757831700000679, 0.0248815939999929, 0.024856236000005083, 0.024829616000005217 ] }, "throughput": { "unit": "tokens/s", "value": 38.33495192870906 }, "energy": null, "efficiency": null } } }