{
    "config": {
        "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k",
        "backend": {
            "name": "pytorch",
            "version": "2.3.1+cu121",
            "_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": "cuda",
            "device_ids": "0",
            "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": true,
            "device_isolation_action": "error",
            "numactl": false,
            "numactl_kwargs": {},
            "start_method": "spawn"
        },
        "environment": {
            "cpu": " AMD EPYC 7R32",
            "cpu_count": 16,
            "cpu_ram_mb": 66697.293824,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-5.10.219-208.866.amzn2.x86_64-x86_64-with-glibc2.35",
            "processor": "x86_64",
            "python_version": "3.10.12",
            "gpu": [
                "NVIDIA A10G"
            ],
            "gpu_count": 1,
            "gpu_vram_mb": 24146608128,
            "optimum_benchmark_version": "0.3.1",
            "optimum_benchmark_commit": null,
            "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,
            "llama_cpp_version": null,
            "llama_cpp_commit": null
        }
    },
    "report": {
        "load": {
            "memory": {
                "unit": "MB",
                "max_ram": 789.970944,
                "max_global_vram": 709.361664,
                "max_process_vram": 0.0,
                "max_reserved": 123.731968,
                "max_allocated": 102.475264
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 7.44907666015625,
                "mean": 7.44907666015625,
                "stdev": 0.0,
                "p50": 7.44907666015625,
                "p90": 7.44907666015625,
                "p95": 7.44907666015625,
                "p99": 7.44907666015625,
                "values": [
                    7.44907666015625
                ]
            },
            "throughput": null,
            "energy": {
                "unit": "kWh",
                "cpu": 4.448328415552775e-06,
                "ram": 2.4133930994508054e-06,
                "gpu": 6.5272274440000356e-06,
                "total": 1.3388948959003616e-05
            },
            "efficiency": null
        },
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 976.166912,
                "max_global_vram": 1049.100288,
                "max_process_vram": 0.0,
                "max_reserved": 396.361728,
                "max_allocated": 245.323264
            },
            "latency": {
                "unit": "s",
                "count": 146,
                "total": 1.001489757061005,
                "mean": 0.006859518883979484,
                "stdev": 0.00023679174851116768,
                "p50": 0.006910975933074951,
                "p90": 0.0071567361354827885,
                "p95": 0.007200255990028381,
                "p99": 0.007286132812500001,
                "values": [
                    0.007176127910614014,
                    0.006987775802612305,
                    0.006987775802612305,
                    0.007066624164581299,
                    0.007047167778015137,
                    0.006936575889587402,
                    0.006783999919891357,
                    0.006804480075836182,
                    0.006850560188293457,
                    0.007178239822387696,
                    0.007080959796905518,
                    0.007070720195770264,
                    0.007123968124389648,
                    0.007097343921661377,
                    0.006840479850769043,
                    0.007026656150817871,
                    0.00703385591506958,
                    0.007192575931549072,
                    0.00724070405960083,
                    0.006780928134918213,
                    0.006753119945526123,
                    0.006709248065948486,
                    0.00689356803894043,
                    0.007205855846405029,
                    0.007453695774078369,
                    0.007076863765716553,
                    0.007023615837097168,
                    0.007202816009521484,
                    0.007008255958557129,
                    0.007155712127685547,
                    0.007014400005340577,
                    0.00722431993484497,
                    0.0070553598403930665,
                    0.006903872013092041,
                    0.00693452787399292,
                    0.006864895820617676,
                    0.007182432174682617,
                    0.007157760143280029,
                    0.007044095993041993,
                    0.007007199764251709,
                    0.006976511955261231,
                    0.007046144008636474,
                    0.007113728046417236,
                    0.007153664112091064,
                    0.007146495819091797,
                    0.007162911891937256,
                    0.007038784027099609,
                    0.0072540478706359865,
                    0.0071188478469848635,
                    0.007116799831390381,
                    0.006945663928985595,
                    0.00713318395614624,
                    0.007001088142395019,
                    0.007134208202362061,
                    0.006910975933074951,
                    0.007049215793609619,
                    0.007031807899475098,
                    0.007096320152282715,
                    0.006924287796020508,
                    0.006938623905181885,
                    0.007000063896179199,
                    0.007180287837982178,
                    0.007000063896179199,
                    0.006925375938415528,
                    0.006967296123504638,
                    0.007312384128570557,
                    0.007054336071014404,
                    0.007120927810668945,
                    0.007029759883880615,
                    0.007043104171752929,
                    0.00700435209274292,
                    0.006931456089019775,
                    0.006999040126800537,
                    0.006910975933074951,
                    0.007037951946258545,
                    0.006923264026641846,
                    0.006982656002044678,
                    0.00683622407913208,
                    0.006756351947784424,
                    0.007230624198913575,
                    0.006967296123504638,
                    0.006707200050354004,
                    0.006557631969451905,
                    0.006563807964324951,
                    0.0066457920074462894,
                    0.006770688056945801,
                    0.006940671920776367,
                    0.006987775802612305,
                    0.007018496036529541,
                    0.007101439952850342,
                    0.00708403205871582,
                    0.006731776237487793,
                    0.006604800224304199,
                    0.006543360233306885,
                    0.00690176010131836,
                    0.006727712154388428,
                    0.006573247909545899,
                    0.006829055786132812,
                    0.0065812478065490725,
                    0.0065474557876586915,
                    0.006630591869354248,
                    0.006597631931304931,
                    0.006574143886566162,
                    0.006594560146331787,
                    0.00659660816192627,
                    0.0065177597999572755,
                    0.006591455936431885,
                    0.006535168170928955,
                    0.006593535900115967,
                    0.006710271835327148,
                    0.006554624080657959,
                    0.00658022403717041,
                    0.006788095951080322,
                    0.006578335762023926,
                    0.0064841279983520505,
                    0.006754303932189941,
                    0.006568960189819336,
                    0.006524928092956543,
                    0.006543360233306885,
                    0.006551648139953613,
                    0.00658022403717041,
                    0.00664467191696167,
                    0.006520864009857178,
                    0.0065443840026855465,
                    0.006619135856628418,
                    0.006553599834442139,
                    0.00659449577331543,
                    0.006571968078613281,
                    0.006533120155334473,
                    0.006593376159667969,
                    0.006646783828735352,
                    0.006690815925598144,
                    0.006618112087249756,
                    0.006714367866516113,
                    0.006574079990386963,
                    0.006565887928009034,
                    0.006597439765930176,
                    0.006602719783782959,
                    0.0066713600158691405,
                    0.006668320178985596,
                    0.006569856166839599,
                    0.006592512130737305,
                    0.0065474238395690915,
                    0.006583295822143555,
                    0.006553599834442139,
                    0.006562816143035889
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 145.78281901599777
            },
            "energy": {
                "unit": "kWh",
                "cpu": 7.721684647328927e-08,
                "ram": 4.22194067329189e-08,
                "gpu": 1.635084280649356e-07,
                "total": 2.829446812711438e-07
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 3534259.755325485
            }
        }
    }
}