{ "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", "model": "openai-community/gpt2", "library": "transformers", "device": "cpu", "device_ids": null, "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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": 16757.346304, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1018-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": "01d97c3b80521824bd48931fdf6fe2b93ae98bbb", "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": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 959.664128, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.6259215840000252, "mean": 0.04470868457143037, "stdev": 0.0022939663500018918, "p50": 0.043769357000002174, "p90": 0.048089518100005085, "p95": 0.04964159665000238, "p99": 0.05047913932999904, "values": [ 0.05068852499999821, 0.04907786600000463, 0.04293400700001371, 0.04381882900000278, 0.04392255199999795, 0.04289968300000169, 0.04357318199998872, 0.04327136300000234, 0.043123398000005864, 0.04357777199999191, 0.04384216200000424, 0.045688987000005454, 0.04371988500000157, 0.04578337300000612 ] }, "throughput": { "unit": "tokens/s", "value": 44.73403812193649 }, "energy": { "unit": "kWh", "cpu": 1.6915323653658808e-06, "ram": 7.069100939563554e-08, "gpu": 0.0, "total": 1.7622233747615162e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 1134929.9008536092 } }, "decode": { "memory": { "unit": "MB", "max_ram": 959.664128, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 14, "total": 0.3884702349999998, "mean": 0.027747873928571413, "stdev": 0.0012341039342716373, "p50": 0.02734965800000566, "p90": 0.029258482399990272, "p95": 0.030247627199992164, "p99": 0.031161741440000695, "values": [ 0.03139027000000283, 0.029632357999986425, 0.027422628000010718, 0.02744358600000396, 0.026854253999999855, 0.027125967999978684, 0.027495414000014762, 0.026990998000002264, 0.02702737499998875, 0.026978214000024536, 0.02691326299998309, 0.02753311300000405, 0.027276688000000604, 0.028386105999999245 ] }, "throughput": { "unit": "tokens/s", "value": 36.038797155205486 }, "energy": { "unit": "kWh", "cpu": 1.0187692457927022e-06, "ram": 4.257896128252051e-08, "gpu": 0.0, "total": 1.0613482070752237e-06 }, "efficiency": { "unit": "tokens/kWh", "value": 942197.8511234479 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 13, "total": 0.9325598359999958, "mean": 0.07173537199999967, "stdev": 0.0023415807633051866, "p50": 0.07083575400000086, "p90": 0.07400461379999115, "p95": 0.07602001719998838, "p99": 0.07821214503999158, "values": [ 0.07876017699999238, 0.07035103500001583, 0.0712637789999917, 0.07083575400000086, 0.07004571900000656, 0.0710509239999908, 0.07031886600000803, 0.07016754399998604, 0.07057194600000116, 0.07075963299999444, 0.07325009300001284, 0.07099112200000945, 0.07419324399998573 ] }, "throughput": { "unit": "tokens/s", "value": 13.940124266728617 }, "energy": null, "efficiency": null } } }