{ "config": { "name": "cpu_inference_transformers_fill-mask_google-bert/bert-base-uncased", "backend": { "name": "pytorch", "version": "2.4.1+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "fill-mask", "library": "transformers", "model_type": "bert", "model": "google-bert/bert-base-uncased", "processor": "google-bert/bert-base-uncased", "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": 16766.7712, "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": "4f377554af3ee54c159bc072e03cb9d8efa78a7b", "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": 964.481024, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 4.303840251999986, "mean": 4.303840251999986, "stdev": 0.0, "p50": 4.303840251999986, "p90": 4.303840251999986, "p95": 4.303840251999986, "p99": 4.303840251999986, "values": [ 4.303840251999986 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 5.0551770927777465e-05, "ram": 2.1140252142447203e-06, "gpu": 0, "total": 5.2665796142022186e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 878.317568, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 24, "total": 1.0144523180000533, "mean": 0.04226884658333555, "stdev": 0.0015166783517753303, "p50": 0.04240973549997307, "p90": 0.04347492320002857, "p95": 0.043630505750010685, "p99": 0.044395309920004705, "values": [ 0.04209207300004891, 0.042885601000023144, 0.041523463999965315, 0.04365749900000537, 0.04224270500003513, 0.04241590699996323, 0.04346880800000008, 0.04199147599996422, 0.042508940000004714, 0.043097445999990214, 0.04209289499999613, 0.04240356399998291, 0.04178435000000036, 0.042991920000019945, 0.04174908499999219, 0.04303843700000698, 0.04224026000002823, 0.04307895199997347, 0.04204455499996129, 0.04347754400004078, 0.04461569500000451, 0.04304347599997982, 0.03936447300003465, 0.036643193000031715 ] }, "throughput": { "unit": "samples/s", "value": 23.658085820450303 }, "energy": { "unit": "kWh", "cpu": 1.4255946888888441e-06, "ram": 5.961174789951435e-08, "gpu": 0.0, "total": 1.4852064367883586e-06 }, "efficiency": { "unit": "samples/kWh", "value": 673307.0738384497 } } } }