{ "config": { "name": "cpu_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.4.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "model_type": "resnet50", "model": "timm/resnet50.a1_in1k", "processor": "timm/resnet50.a1_in1k", "device": "cpu", "device_ids": null, "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "no_weights": false, "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-6.5.0-1025-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": "64616c22a81fbd56113ffbadbf137b852c35ed9d", "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.30.1", "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": 530.45248, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 1, "total": 3.4956790830000273, "mean": 3.4956790830000273, "stdev": 0.0, "p50": 3.4956790830000273, "p90": 3.4956790830000273, "p95": 3.4956790830000273, "p99": 3.4956790830000273, "values": [ 3.4956790830000273 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0066079722222159e-05, "ram": 4.203940825559612e-07, "gpu": 0, "total": 1.048647380477812e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 558.723072, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 12, "total": 1.0480573379999214, "mean": 0.08733811149999345, "stdev": 0.004736743870045902, "p50": 0.08799106750001329, "p90": 0.09281784839998294, "p95": 0.09382406999996817, "p99": 0.09446739399995466, "values": [ 0.08636829699997861, 0.08968335899999147, 0.0867666930000155, 0.08860194300001467, 0.0882348439999987, 0.08774729100002787, 0.08905781599997908, 0.08754882800002406, 0.093166124999982, 0.09462822499995127, 0.078351543999986, 0.07790237299997216 ] }, "throughput": { "unit": "samples/s", "value": 11.449755242304215 }, "energy": { "unit": "kWh", "cpu": 3.0352226811965597e-06, "ram": 1.2684506057408262e-07, "gpu": 0.0, "total": 3.1620677417706424e-06 }, "efficiency": { "unit": "samples/kWh", "value": 316248.759250185 } } } }