{ "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-6.5.0-1025-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "6ad94507b5a05ceef8e5c33b1b3e8110ab062b31", "transformers_version": "4.44.0", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.0", "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": 1110.790144, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.8609619580000185, "mean": 4.8609619580000185, "stdev": 0.0, "p50": 4.8609619580000185, "p90": 4.8609619580000185, "p95": 4.8609619580000185, "p99": 4.8609619580000185, "values": [ 4.8609619580000185 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.840929763888919e-05, "ram": 2.85933326531274e-06, "gpu": 0, "total": 7.126863090420192e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 964.128768, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6311735109999859, "mean": 0.045083822214284704, "stdev": 0.0030931362156399423, "p50": 0.04368697999998972, "p90": 0.04928761070000291, "p95": 0.049864165299999284, "p99": 0.05063433625999891, "values": [ 0.04934578099999953, 0.050826878999998826, 0.04790171399997689, 0.049151880000010806, 0.048147984000024735, 0.04393180699997856, 0.044000424999978804, 0.04226303899997674, 0.042651806000037595, 0.04344215300000087, 0.041916242000013426, 0.04240750899998602, 0.04224061700000448, 0.04294567499999857 ] }, "throughput": { "unit": "tokens/s", "value": 44.361810994949415 }, "energy": { "unit": "kWh", "cpu": 1.6773397212962968e-06, "ram": 7.009856731272745e-08, "gpu": 0.0, "total": 1.747438288609024e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1144532.5497543134 } }, "decode": { "memory": { "unit": "MB", "max_ram": 965.046272, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.3935924569998974, "mean": 0.028113746928564103, "stdev": 0.002343312712023208, "p50": 0.027110459499994022, "p90": 0.03195006059998491, "p95": 0.032529757699990114, "p99": 0.032597161140006395, "values": [ 0.03248438999997916, 0.03261401200001046, 0.030236478999995597, 0.030703291999998328, 0.027758300999948915, 0.0271359569999845, 0.027084962000003543, 0.02640169600005038, 0.02608280999999124, 0.028765070000019932, 0.025737874999947508, 0.026148621999993793, 0.02627069200002552, 0.026168298999948547 ] }, "throughput": { "unit": "tokens/s", "value": 35.56978735495342 }, "energy": { "unit": "kWh", "cpu": 1.0513552298148515e-06, "ram": 4.3938493552671946e-08, "gpu": 0.0, "total": 1.0952937233675228e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 912997.1063154287 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.38785050899997486, "mean": 0.02770360778571249, "stdev": 0.0022628279580018565, "p50": 0.026727243999999928, "p90": 0.03139032150000389, "p95": 0.0319736770999981, "p99": 0.03206156022000926, "values": [ 0.03191452499999059, 0.032083531000012044, 0.029693544999986443, 0.030167180000034932, 0.027387667999960286, 0.02677404100001013, 0.026680446999989726, 0.026056661000041004, 0.025701486999992085, 0.028412912000021606, 0.025411214999962795, 0.025811062000002494, 0.02592527600000949, 0.02583095899996124 ] }, "throughput": { "unit": "tokens/s", "value": 36.09638166028785 }, "energy": null, "efficiency": null } } }