{ "config": { "name": "cpu_inference_transformers_multiple-choice_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "multiple-choice", "library": "transformers", "model": "FacebookAI/roberta-base", "processor": "FacebookAI/roberta-base", "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": "94e541958c0ccf6b26acb5568dd64a080a1112b6", "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": { "forward": { "memory": { "unit": "MB", "max_ram": 940.453888, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 22, "total": 1.0320600390001005, "mean": 0.04691181995455002, "stdev": 0.000803624102078927, "p50": 0.047142681499963146, "p90": 0.04807422629999678, "p95": 0.04817722464998155, "p99": 0.048276298009990344, "values": [ 0.047089126000003034, 0.04642721199996913, 0.04713066399995114, 0.04618721299999606, 0.04830208999999286, 0.047278279000011025, 0.04715469899997515, 0.047000932000003104, 0.045778510000047845, 0.04729401900004859, 0.04817927099998087, 0.04616262600001164, 0.046051450000049954, 0.04551498900002571, 0.048138343999994504, 0.04544693099995811, 0.04739455700001827, 0.04730319600002986, 0.04725372399997241, 0.04629693700002235, 0.047178103000021565, 0.04749716700001727 ] }, "throughput": { "unit": "samples/s", "value": 21.31658931520539 }, "energy": { "unit": "kWh", "cpu": 1.5603720876905654e-06, "ram": 6.520989762879025e-08, "gpu": 0.0, "total": 1.625581985319356e-06 }, "efficiency": { "unit": "samples/kWh", "value": 615164.2974829988 } } } }