{ "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": "5fb920708cddfa053b20bc358a29dcccc65d9215", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1122.746368, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.846772704000017, "mean": 4.846772704000017, "stdev": 0.0, "p50": 4.846772704000017, "p90": 4.846772704000017, "p95": 4.846772704000017, "p99": 4.846772704000017, "values": [ 4.846772704000017 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 6.856007024999905e-05, "ram": 2.865644416511742e-06, "gpu": 0, "total": 7.142571466651079e-05 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 976.871424, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6568057470000213, "mean": 0.04691469621428723, "stdev": 0.0016598473749843893, "p50": 0.047408099500003686, "p90": 0.04782169569999155, "p95": 0.048180877999995174, "p99": 0.04870979080000353, "values": [ 0.04624087900000973, 0.047750570000005155, 0.04742376900000522, 0.04586735099999828, 0.04884201900000562, 0.04781426799999622, 0.04686815099998398, 0.0475270420000129, 0.04782487899998955, 0.04713750400000549, 0.04739243000000215, 0.047518946999986156, 0.04712793400000237, 0.041470004000018434 ] }, "throughput": { "unit": "tokens/s", "value": 42.63056486318944 }, "energy": { "unit": "kWh", "cpu": 1.6371956497685204e-06, "ram": 6.84212404457829e-08, "gpu": 0.0, "total": 1.7056168902143032e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1172596.2679395773 } }, "decode": { "memory": { "unit": "MB", "max_ram": 977.002496, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.40253182200001447, "mean": 0.028752273000001032, "stdev": 0.0015278479634471052, "p50": 0.029267891000003488, "p90": 0.030072160299994266, "p95": 0.03024137569999965, "p99": 0.030381027940000818, "values": [ 0.029864860000003546, 0.02931091600001423, 0.028172348999987662, 0.029289406000003737, 0.029414661000004116, 0.030147378999998864, 0.029058775000009973, 0.030415941000001112, 0.028970369000006713, 0.028044800000003534, 0.029896649999983538, 0.029246376000003238, 0.025378549000009798, 0.02532079099998441 ] }, "throughput": { "unit": "tokens/s", "value": 34.77985896975742 }, "energy": { "unit": "kWh", "cpu": 9.794440117129754e-07, "ram": 4.09296030919688e-08, "gpu": 0.0, "total": 1.0203736148049447e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 980033.1814647722 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 14, "total": 0.39587520299997436, "mean": 0.028276800214283884, "stdev": 0.0014733183418912206, "p50": 0.028786711499989792, "p90": 0.02953435630000456, "p95": 0.029726920250004694, "p99": 0.029886869649994877, "values": [ 0.029336242999988826, 0.028851567999993222, 0.027695477999998275, 0.02880266599999004, 0.028931327000009333, 0.029619262000011304, 0.02855809999999792, 0.029926856999992424, 0.028466578000006848, 0.027579089999989037, 0.029328367999994498, 0.028770756999989544, 0.025021301000009544, 0.024987608000003547 ] }, "throughput": { "unit": "tokens/s", "value": 35.36468031820853 }, "energy": null, "efficiency": null } } }