{ "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": 16757.342208, "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": "0.3.1", "optimum_benchmark_commit": "33e831737ff6c1ec1dbc9b676a3d556b900bd25a", "transformers_version": "4.43.2", "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": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1121.73056, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.948798454000013, "mean": 4.948798454000013, "stdev": 0.0, "p50": 4.948798454000013, "p90": 4.948798454000013, "p95": 4.948798454000013, "p99": 4.948798454000013, "values": [ 4.948798454000013 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.91237727801005e-05, "ram": 2.8891965967625306e-06, "gpu": 0, "total": 7.201296937686303e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 975.220736, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6380420030000096, "mean": 0.04557442878571497, "stdev": 0.001977179993622194, "p50": 0.046204283500003385, "p90": 0.047234092100003976, "p95": 0.047527313099998025, "p99": 0.0478999482199967, "values": [ 0.045336886000001186, 0.04799310699999637, 0.046300383000016154, 0.044825583000005054, 0.047276500999998916, 0.04646144199998048, 0.044638523999992685, 0.045729026000003614, 0.047135138000015786, 0.046108183999990615, 0.04689300699999421, 0.04678105800002186, 0.04171696800000291, 0.04084619599998973 ] }, "throughput": { "unit": "tokens/s", "value": 43.884258196712445 }, "energy": { "unit": "kWh", "cpu": 1.6045445866054962e-06, "ram": 6.705684685639425e-08, "gpu": 0.0, "total": 1.6716014334618905e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1196457.4568819287 } }, "decode": { "memory": { "unit": "MB", "max_ram": 976.007168, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.3952328000000591, "mean": 0.028230914285718507, "stdev": 0.0016530014241895453, "p50": 0.028653614500001368, "p90": 0.029566023700004964, "p95": 0.029959213100002557, "p99": 0.03030180262000556, "values": [ 0.029728624000000536, 0.03038745000000631, 0.028491897999998628, 0.028553813000002037, 0.029186623000015288, 0.028006794000020818, 0.029109870000013416, 0.02879168699999468, 0.028753416000000698, 0.027893091000009917, 0.02825147900000502, 0.029065196999994214, 0.024900022999986504, 0.024112835000011046 ] }, "throughput": { "unit": "tokens/s", "value": 35.422161318589716 }, "energy": { "unit": "kWh", "cpu": 9.251274499628276e-07, "ram": 3.8658295398428786e-08, "gpu": 0.0, "total": 9.637857453612562e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 1037575.0054543187 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.3886631509999461, "mean": 0.027761653642853292, "stdev": 0.0015957681317948361, "p50": 0.028151703499986525, "p90": 0.02904881930001011, "p95": 0.029448788000001967, "p99": 0.02980908559998852, "values": [ 0.02920628000001102, 0.02989915999998516, 0.028029805999977953, 0.02807049199998346, 0.028681411000007984, 0.027550603000008778, 0.0286294640000051, 0.028304257999991478, 0.02823291499998959, 0.027346893000014916, 0.027767858000004253, 0.02856644699997446, 0.0245867889999829, 0.023790775000009035 ] }, "throughput": { "unit": "tokens/s", "value": 36.020909015894695 }, "energy": null, "efficiency": null } } }