{ "config": { "name": "cpu_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.0+cpu", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "model": "timm/resnet50.a1_in1k", "library": "timm", "device": "cpu", "device_ids": null, "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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, "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": 16757.346304, "system": "Linux", "machine": "x86_64", "platform": "Linux-6.5.0-1018-azure-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.14", "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": "d35829e539df8480b726c647eeabf91e41eae047", "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.0", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 539.164672, "max_global_vram": null, "max_process_vram": null, "max_reserved": null, "max_allocated": null }, "latency": { "unit": "s", "count": 12, "total": 1.050358770999992, "mean": 0.08752989758333267, "stdev": 0.02296381971570838, "p50": 0.08174551550000331, "p90": 0.11311870669999849, "p95": 0.11315342274999551, "p99": 0.11316670854999274, "values": [ 0.11201985299999251, 0.11292855199999963, 0.11313983499999836, 0.11317002999999204, 0.1127533460000052, 0.09642697700002145, 0.06706405399998516, 0.06488488300001904, 0.06461502300001598, 0.0644392349999805, 0.06433239699998694, 0.06458458599999517 ] }, "throughput": { "unit": "samples/s", "value": 11.424667771922753 }, "energy": { "unit": "kWh", "cpu": 2.5393605232238774e-06, "ram": 1.0612005585891519e-07, "gpu": 0.0, "total": 2.6454805790827927e-06 }, "efficiency": { "unit": "samples/kWh", "value": 378003.1529646335 } } } }