{ "config": { "name": "cpu_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.3.1+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-classification", "library": "transformers", "model_type": "roberta", "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": {}, "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-6.5.0-1023-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.3.1", "optimum_benchmark_commit": "328b924ef0be0164f0dc86652abfd3746f634c6b", "transformers_version": "4.42.4", "transformers_commit": null, "accelerate_version": "0.32.1", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 939.843584, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.306336681000005, "mean": 4.306336681000005, "stdev": 0.0, "p50": 4.306336681000005, "p90": 4.306336681000005, "p95": 4.306336681000005, "p99": 4.306336681000005, "values": [ 4.306336681000005 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.917403194639418e-05, "ram": 2.055247578489343e-06, "gpu": 0, "total": 5.1229279524883526e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 948.494336, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 33, "total": 1.018148321999945, "mean": 0.030852979454543787, "stdev": 0.0009472797954657501, "p50": 0.030748930999948243, "p90": 0.031449613600022984, "p95": 0.032437692999974385, "p99": 0.033826236720003636, "values": [ 0.03115915800003677, 0.030978247000007286, 0.030727591000015764, 0.030406340000013188, 0.030853856999954132, 0.031473917000027996, 0.03127944299995988, 0.03112019500002816, 0.030887971000026937, 0.03055784399998629, 0.030230781000000206, 0.030277428000033524, 0.031033193000041592, 0.030748930999948243, 0.030351927999959116, 0.030652711000016097, 0.030684900999972342, 0.030443488999992496, 0.03436501400000225, 0.03122740500003829, 0.03126610800001117, 0.03114128400000027, 0.03130137399995192, 0.031352400000002945, 0.029802029999984825, 0.030134433000000627, 0.029992454999955953, 0.030477251999968757, 0.032681335000006584, 0.032275264999952924, 0.029205494000052568, 0.029377824999983204, 0.029680723000012676 ] }, "throughput": { "unit": "samples/s", "value": 32.41178056963078 }, "energy": { "unit": "kWh", "cpu": 1.1605036024953805e-06, "ram": 4.849963094677471e-08, "gpu": 0.0, "total": 1.2090032334421554e-06 }, "efficiency": { "unit": "samples/kWh", "value": 827127.647254423 } } } }