{ "config": { "name": "cpu_inference_transformers_text-classification_FacebookAI/roberta-base", "backend": { "name": "pytorch", "version": "2.4.1+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": null, "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 4, "cpu_ram_mb": 16766.767104, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.8.0-1014-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.15", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "ca2be18fea34395d17487b7c6eecaa82f8012043", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "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": 939.933696, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.2443088669999725, "mean": 4.2443088669999725, "stdev": 0.0, "p50": 4.2443088669999725, "p90": 4.2443088669999725, "p95": 4.2443088669999725, "p99": 4.2443088669999725, "values": [ 4.2443088669999725 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.793567352777757e-05, "ram": 2.0045820437180277e-06, "gpu": 0, "total": 4.99402555714956e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 947.4048, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 30, "total": 1.0136267480000924, "mean": 0.03378755826666975, "stdev": 0.0013394102947079563, "p50": 0.03411431450004443, "p90": 0.03474559469997303, "p95": 0.03480129949999196, "p99": 0.035010177479991855, "values": [ 0.03430817299999944, 0.03432623599996987, 0.03467632200005255, 0.03292637399999876, 0.0348326149999707, 0.034291401000018595, 0.03399521599999389, 0.03397897600001443, 0.034512845999984165, 0.03331818800000974, 0.032974694000017735, 0.03476302500001793, 0.03416833100004624, 0.03372872699998197, 0.03370950100003256, 0.034214245999976356, 0.03313118800002712, 0.03406029800004262, 0.03371885899997551, 0.03449396000002025, 0.03456946099998959, 0.03404359699999304, 0.033964739999987614, 0.03363982000001897, 0.034742486000027384, 0.03508270300000049, 0.034743657999968036, 0.03427516099998229, 0.0296448069999542, 0.028791139000020394 ] }, "throughput": { "unit": "samples/s", "value": 29.596693318512607 }, "energy": { "unit": "kWh", "cpu": 1.1173362422222352e-06, "ram": 4.672235970800991e-08, "gpu": 0.0, "total": 1.1640586019302451e-06 }, "efficiency": { "unit": "samples/kWh", "value": 859063.2794103298 } } } }