{ "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": "bca546ad398da0b080272f4f8173e22ecca10c92", "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": 1109.385216, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.915471243000013, "mean": 4.915471243000013, "stdev": 0.0, "p50": 4.915471243000013, "p90": 4.915471243000013, "p95": 4.915471243000013, "p99": 4.915471243000013, "values": [ 4.915471243000013 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.796866475000012e-05, "ram": 2.840855823631332e-06, "gpu": 0, "total": 7.080952057363145e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 962.736128, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.6442781190000062, "mean": 0.04295187460000041, "stdev": 0.0023650345439494686, "p50": 0.04423893199998474, "p90": 0.045441237200009255, "p95": 0.04548435869999708, "p99": 0.04553237813999317, "values": [ 0.04541514200002439, 0.0449561679999988, 0.04423893199998474, 0.044683939999998756, 0.04487329400001272, 0.044226258999998436, 0.045544382999992195, 0.04426767599997561, 0.045458633999999165, 0.03973912300000393, 0.04058706099999654, 0.039977656000019124, 0.040067563999997446, 0.04009131800000887, 0.040150968999995484 ] }, "throughput": { "unit": "tokens/s", "value": 46.56374183025718 }, "energy": { "unit": "kWh", "cpu": 1.5516485235042786e-06, "ram": 6.48468905853602e-08, "gpu": 0.0, "total": 1.6164954140896387e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1237244.4626614295 } }, "decode": { "memory": { "unit": "MB", "max_ram": 963.52256, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 15, "total": 0.3981269340000324, "mean": 0.02654179560000216, "stdev": 0.0017111403890028775, "p50": 0.027532461000021158, "p90": 0.028267251400001213, "p95": 0.028405583899996145, "p99": 0.02852962557998353, "values": [ 0.028560635999980377, 0.028016592000000173, 0.027532461000021158, 0.028339133000002903, 0.02753778100000659, 0.028004750000008016, 0.02815942899999868, 0.0280052820000094, 0.02699743400000898, 0.02441738999999643, 0.024401581000006445, 0.024384839999981978, 0.02426232199999845, 0.024858741999992162, 0.024648561000020663 ] }, "throughput": { "unit": "tokens/s", "value": 37.676426081734974 }, "energy": { "unit": "kWh", "cpu": 9.040574851762788e-07, "ram": 3.7782285990378704e-08, "gpu": 0.0, "total": 9.41839771166658e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 1061751.7231846123 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 15, "total": 0.3916473880000524, "mean": 0.02610982586667016, "stdev": 0.0016240268945102102, "p50": 0.02703779999998801, "p90": 0.027745428000002903, "p95": 0.027890555100003666, "p99": 0.028018804619993034, "values": [ 0.028050866999990376, 0.027489751000018714, 0.027058027000009588, 0.027821850000009363, 0.02703779999998801, 0.027482027000019116, 0.027630794999993213, 0.0274839610000015, 0.02658993500000406, 0.024092515000006642, 0.024073520000001736, 0.024044175000000223, 0.02393537300000048, 0.024523729000009098, 0.024333063000000266 ] }, "throughput": { "unit": "tokens/s", "value": 38.299757535975175 }, "energy": null, "efficiency": null } } }