{ "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": "0.2.0", "optimum_benchmark_commit": "519f5ad32b6cd1fea2bd501503e24d19a1e23c22", "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": 956.19072, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6442976150000845, "mean": 0.04602125821429175, "stdev": 0.0026015645220651335, "p50": 0.04631292800002029, "p90": 0.04780322490003073, "p95": 0.04933660205002468, "p99": 0.05137414040999999, "values": [ 0.04726590799998576, 0.046043585000006715, 0.04630186700001104, 0.046715800000015406, 0.04742532500000607, 0.04647002000001521, 0.046113835999960884, 0.046229230999983884, 0.04632398900002954, 0.047965182000041295, 0.051883524999993824, 0.04167295299998841, 0.04202367700003151, 0.04186271700001498 ] }, "throughput": { "unit": "tokens/s", "value": 43.45817732073449 }, "energy": { "unit": "kWh", "cpu": 1.6599653495682612e-06, "ram": 6.937188619229317e-08, "gpu": 0.0, "total": 1.7293372357605545e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1156512.4249004037 } }, "decode": { "memory": { "unit": "MB", "max_ram": 956.19072, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.4015182429998845, "mean": 0.028679874499991747, "stdev": 0.001459387188051206, "p50": 0.029090048999989904, "p90": 0.02968808949997879, "p95": 0.03020780624997883, "p99": 0.030976322049983764, "values": [ 0.02939843000001474, 0.028604666999967776, 0.029300426999952833, 0.029416293999986465, 0.02969053599997551, 0.028834668000001784, 0.028879671000026974, 0.029672622000020965, 0.031168450999984998, 0.029682380999986435, 0.028366564000009475, 0.025951943999984906, 0.026268525999967096, 0.02628306200000452 ] }, "throughput": { "unit": "tokens/s", "value": 34.86765606314936 }, "energy": { "unit": "kWh", "cpu": 9.77447904922344e-07, "ram": 4.085141083469303e-08, "gpu": 0.0, "total": 1.0182993157570368e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 982029.531519981 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 13, "total": 0.9695522889999779, "mean": 0.0745809453076906, "stdev": 0.00385916121725017, "p50": 0.07558691600002021, "p90": 0.07765270479999345, "p95": 0.07877236819998643, "p99": 0.08009081443998865, "values": [ 0.074671445999968, 0.07558691600002021, 0.07616815000000088, 0.07712849500001084, 0.07534657600001538, 0.07502181099999916, 0.07584827299996277, 0.07756887200002893, 0.07767366299998457, 0.08042042599998922, 0.06766062399998418, 0.06827810600003659, 0.06817893099997718 ] }, "throughput": { "unit": "tokens/s", "value": 13.408250537377976 }, "energy": null, "efficiency": null } } }