{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "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": 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, "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", "numactl": false, "numactl_kwargs": {}, "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": "0.3.0", "optimum_benchmark_commit": "2a75c0bc0d007cc875fa0f75ca41d02e46f917be", "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "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 } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 1060.872192, "max_global_vram": 777.728, "max_process_vram": 153463.406592, "max_reserved": 406.847488, "max_allocated": 355.30752 }, "latency": { "unit": "s", "count": 163, "total": 0.998515373229981, "mean": 0.006125861185460002, "stdev": 0.0003357281413220381, "p50": 0.0060334310531616215, "p90": 0.006361655139923096, "p95": 0.006525286197662353, "p99": 0.0067936832427978495, "values": [ 0.006447831153869629, 0.006037271022796631, 0.006185431003570557, 0.006247031211853027, 0.006023032188415527, 0.006043510913848877, 0.006058071136474609, 0.006065751075744629, 0.005992472171783447, 0.0059766311645507815, 0.005985911846160889, 0.00621087121963501, 0.005967511177062988, 0.0059609518051147465, 0.0059494318962097165, 0.0060009508132934574, 0.005967351913452148, 0.005993751049041748, 0.006008632183074951, 0.006030871868133545, 0.0060334310531616215, 0.005982552051544189, 0.005974230766296387, 0.006008471012115478, 0.00617823076248169, 0.005998072147369385, 0.006015191078186035, 0.006064470767974854, 0.006081431865692139, 0.0060195112228393554, 0.006036631107330322, 0.006025112152099609, 0.0060259108543396, 0.006006871223449707, 0.006023032188415527, 0.006022871017456055, 0.006029750823974609, 0.006011832237243653, 0.0060267109870910645, 0.00600399112701416, 0.0059793519973754886, 0.006153271198272705, 0.006234550952911377, 0.006221751213073731, 0.006120471000671387, 0.0061497511863708495, 0.006081911087036132, 0.006135032176971435, 0.0062339119911193844, 0.006151512145996094, 0.006082870960235596, 0.009599185943603516, 0.006445910930633545, 0.006530710220336914, 0.0058833518028259275, 0.006198231220245361, 0.006186390876770019, 0.005998551845550537, 0.0059387111663818356, 0.005957750797271728, 0.006029431819915772, 0.006023031234741211, 0.005933432102203369, 0.0064764699935913085, 0.006140790939331055, 0.006257270812988281, 0.006175831794738769, 0.006009592056274414, 0.006031671047210693, 0.006033271789550781, 0.006039991855621338, 0.006013111114501953, 0.006029751777648926, 0.0058731107711791995, 0.006434871196746826, 0.006164630889892578, 0.006047030925750732, 0.005929111957550049, 0.005956151008605957, 0.006231191158294677, 0.0061807909011840825, 0.006060311794281006, 0.006291511058807373, 0.006263670921325684, 0.006017271041870117, 0.006329111099243164, 0.006624470233917237, 0.006387990951538086, 0.006251670837402344, 0.006025111198425293, 0.006254870891571045, 0.006074872016906738, 0.006219830989837647, 0.0061001510620117185, 0.006168470859527588, 0.006165431022644043, 0.005947512149810791, 0.006217590808868408, 0.005976470947265625, 0.0058822321891784666, 0.006069750785827637, 0.0061619110107421875, 0.006099990844726563, 0.006264791011810302, 0.005997110843658447, 0.006271831035614014, 0.007020949840545654, 0.006132952213287354, 0.006299830913543701, 0.006067512035369873, 0.006283350944519043, 0.006157270908355713, 0.006331830978393555, 0.006633749961853027, 0.006654390811920166, 0.0066190299987792965, 0.006617910861968994, 0.006634230136871338, 0.006237751007080078, 0.006130550861358643, 0.006351030826568603, 0.006283191204071045, 0.006263191223144531, 0.006399671077728272, 0.006186070919036865, 0.006283831119537353, 0.006265591144561768, 0.006364311218261719, 0.006407031059265137, 0.0061350312232971195, 0.00630863094329834, 0.005972950935363769, 0.006007192134857178, 0.0059678320884704586, 0.005936951160430908, 0.005975031852722168, 0.006023190975189209, 0.005973112106323242, 0.005979990959167481, 0.005877592086791992, 0.005896152019500733, 0.005897751808166504, 0.0058731107711791995, 0.005903351783752442, 0.005923991203308106, 0.005885752201080322, 0.005895670890808106, 0.005897272109985352, 0.005883511066436768, 0.005880792140960694, 0.0059036707878112795, 0.005922071933746338, 0.005909270763397216, 0.0058991918563842775, 0.0058860712051391605, 0.005870711803436279, 0.005893111228942871, 0.005865911960601807, 0.005953590869903564, 0.005895192146301269, 0.005895191192626953, 0.00587663221359253, 0.005885430812835693 ] }, "throughput": { "unit": "samples/s", "value": 163.24235396870296 }, "energy": null, "efficiency": null } } }