{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "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": {}, "hub_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, "latency": true, "memory": true, "energy": false, "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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.0", "optimum_benchmark_commit": "519f5ad32b6cd1fea2bd501503e24d19a1e23c22", "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1821.753344, "max_global_vram": 2166.964224, "max_process_vram": 99736.154112, "max_reserved": 148.897792, "max_allocated": 113.51808 }, "latency": { "unit": "s", "count": 162, "total": 0.99669562625885, "mean": 0.006152442137400309, "stdev": 0.0003458798814338072, "p50": 0.006072623014450073, "p90": 0.006538765096664428, "p95": 0.006562364840507507, "p99": 0.006832638874053947, "values": [ 0.006343183040618897, 0.0063524627685546875, 0.0063319821357727055, 0.006342862129211426, 0.006192623138427734, 0.006253101825714111, 0.006201743125915527, 0.006188942909240723, 0.006157583236694336, 0.006139342784881592, 0.0060748629570007324, 0.006034702777862549, 0.00601966381072998, 0.006030863761901856, 0.005999503135681153, 0.0060009431838989255, 0.006000143051147461, 0.005977263927459717, 0.005930543899536133, 0.006115822792053222, 0.005957262992858887, 0.005970862865447998, 0.006232943058013916, 0.005933262825012207, 0.0061641430854797365, 0.00595870304107666, 0.0059332637786865235, 0.00595982313156128, 0.0059639840126037595, 0.005943984031677246, 0.0059702229499816895, 0.005950064182281494, 0.005912303924560547, 0.005957582950592041, 0.0059425439834594725, 0.006173582077026367, 0.0061268630027770995, 0.006208302974700927, 0.006588941097259522, 0.006598701953887939, 0.008399017333984375, 0.007198540210723877, 0.006562380790710449, 0.006516302108764648, 0.006518062114715576, 0.0065246219635009765, 0.0065046210289001465, 0.006563662052154541, 0.006550221920013428, 0.006551661014556885, 0.006584142208099365, 0.006563501834869385, 0.006519021987915039, 0.0065313420295715335, 0.006562061786651611, 0.006539021015167236, 0.006529741764068604, 0.006518861770629883, 0.00653646183013916, 0.006500620841979981, 0.006501902103424073, 0.006534701824188233, 0.006502542018890381, 0.0065196619033813475, 0.00648350191116333, 0.006563982009887695, 0.006513741970062256, 0.006558540821075439, 0.006535342216491699, 0.006529582023620605, 0.006528781890869141, 0.00655614185333252, 0.006533421993255615, 0.006544462203979492, 0.006530381202697754, 0.00651790189743042, 0.0064695820808410645, 0.00644686222076416, 0.006519822120666504, 0.006543341159820556, 0.00640382194519043, 0.006402223110198974, 0.006211022853851319, 0.006316781997680664, 0.006179022789001465, 0.006270223140716553, 0.006386861801147461, 0.006395981788635254, 0.005800303936004639, 0.005791983127593994, 0.0058092641830444335, 0.006026863098144531, 0.005757904052734375, 0.005708784103393555, 0.0058030238151550294, 0.005788784027099609, 0.005802864074707031, 0.005797904014587402, 0.005800464153289795, 0.005787504196166992, 0.005780303955078125, 0.005839182853698731, 0.005903183937072754, 0.0058355040550231935, 0.0056654238700866695, 0.00581054401397705, 0.005820623874664307, 0.005796463012695313, 0.005895984172821045, 0.005745903968811035, 0.005816463947296143, 0.005793744087219238, 0.005797264099121094, 0.005796624183654785, 0.0058287839889526365, 0.0057907037734985355, 0.005822224140167236, 0.0058166241645812985, 0.005853743076324463, 0.005795504093170166, 0.005820943832397461, 0.005934382915496826, 0.005808303833007813, 0.005832784175872803, 0.00616798210144043, 0.006503022193908691, 0.006364942073822022, 0.00597870397567749, 0.006228462219238281, 0.00593614387512207, 0.006102703094482422, 0.005980783939361572, 0.006251182079315186, 0.006039022922515869, 0.00617598295211792, 0.006070383071899414, 0.006027663230895996, 0.006447502136230469, 0.006106702804565429, 0.00616014289855957, 0.005933743000030517, 0.0061691031455993655, 0.005937902927398681, 0.00621854305267334, 0.0060038228034973145, 0.006160623073577881, 0.006021583080291748, 0.006137262821197509, 0.006068303108215332, 0.006069102764129639, 0.005828303813934326, 0.005856303215026856, 0.005847504138946533, 0.005820623874664307, 0.005782543182373047, 0.005805103778839111, 0.005821904182434082, 0.0057670240402221675, 0.005809584140777588, 0.0058278231620788575, 0.005791823863983154, 0.005789423942565918 ] }, "throughput": { "unit": "samples/s", "value": 162.53708326992023 }, "energy": null, "efficiency": null } } }