{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model_type": "vit", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "device": "cuda", "device_ids": "6", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_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, "memory": true, "latency": 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": "warn", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.44.2", "transformers_commit": null, "accelerate_version": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1073.750016, "max_global_vram": 68702.69952, "max_process_vram": 46611.095552, "max_reserved": 400.556032, "max_allocated": 346.271744 }, "latency": { "unit": "s", "count": 1, "total": 8.5519921875, "mean": 8.5519921875, "stdev": 0.0, "p50": 8.5519921875, "p90": 8.5519921875, "p95": 8.5519921875, "p99": 8.5519921875, "values": [ 8.5519921875 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1244.409856, "max_global_vram": 68702.69952, "max_process_vram": 182298.886144, "max_reserved": 406.847488, "max_allocated": 355.303424 }, "latency": { "unit": "s", "count": 160, "total": 0.9982256257534026, "mean": 0.0062389101609587674, "stdev": 0.001133103168829905, "p50": 0.006158732891082763, "p90": 0.006652478313446044, "p95": 0.006800518822669983, "p99": 0.008819214348793021, "values": [ 0.006778573989868164, 0.006601774215698243, 0.006704174995422364, 0.006355213165283203, 0.00628881311416626, 0.006300013065338134, 0.0062755331993103024, 0.0063137741088867185, 0.006241453170776367, 0.006220172882080078, 0.006254892826080322, 0.0062475337982177736, 0.006309613227844239, 0.006172812938690185, 0.006151692867279053, 0.006071853160858154, 0.006177933216094971, 0.006038252830505371, 0.006023373126983643, 0.006048973083496094, 0.005994253158569336, 0.006020971775054932, 0.006010892868041992, 0.006049932956695557, 0.006208972930908203, 0.006400013923645019, 0.006239693164825439, 0.006399693965911865, 0.00627633285522461, 0.006377933025360108, 0.006811853885650635, 0.010302902221679688, 0.006850413799285889, 0.007788177013397217, 0.006646734237670898, 0.006207532882690429, 0.006208813190460205, 0.006164493083953858, 0.006150252819061279, 0.00631937313079834, 0.006168492794036865, 0.006171213150024414, 0.00611089277267456, 0.0061188931465148925, 0.006238254070281982, 0.006316493034362793, 0.0063510541915893556, 0.00623697280883789, 0.0061960129737854, 0.006187693119049072, 0.006161932945251465, 0.006147693157196045, 0.006227852821350098, 0.006251052856445312, 0.006438093185424805, 0.0062286539077758786, 0.006209133148193359, 0.006210093021392822, 0.006155532836914062, 0.006146573066711426, 0.006330254077911377, 0.006202252864837646, 0.006206092834472657, 0.006184813022613526, 0.006215532779693603, 0.005981613159179688, 0.006018892765045166, 0.00600657320022583, 0.006020812034606934, 0.005992012977600098, 0.006048333168029785, 0.006025773048400879, 0.006001932144165039, 0.00599425220489502, 0.006026893138885498, 0.005983212947845459, 0.0061969728469848636, 0.006038893222808838, 0.006032332897186279, 0.005960971832275391, 0.006228013038635254, 0.0060144119262695315, 0.006013453006744385, 0.006005932807922363, 0.018683080673217774, 0.003993928909301758, 0.003982568025588989, 0.003982409000396729, 0.003982408046722412, 0.004812650203704834, 0.005973453044891357, 0.005954253196716309, 0.0059593720436096195, 0.005970572948455811, 0.005965612888336182, 0.005957292079925537, 0.005963212966918945, 0.005955692768096924, 0.005970891952514649, 0.005961613178253174, 0.005979692935943604, 0.005960812091827392, 0.005963212966918945, 0.006098252773284912, 0.005927853107452393, 0.00597457218170166, 0.005960012912750244, 0.005982732772827149, 0.00596865177154541, 0.0059593720436096195, 0.0059601731300354, 0.005984333038330078, 0.006110092163085937, 0.005962411880493164, 0.005972652912139892, 0.005958412170410156, 0.005943051815032959, 0.005966732978820801, 0.005975532054901123, 0.005960492134094239, 0.00594929313659668, 0.005976652145385742, 0.005961452007293701, 0.005985133171081543, 0.00594673204421997, 0.005950252056121826, 0.0059462528228759765, 0.005964171886444092, 0.005971692085266113, 0.005980493068695069, 0.005930252075195312, 0.006825294017791748, 0.006769934177398682, 0.006791534900665283, 0.006761134147644043, 0.0063113741874694824, 0.006365132808685303, 0.0062308931350708, 0.006310733795166015, 0.006269292831420898, 0.006336493015289307, 0.006766734123229981, 0.0067956938743591305, 0.006420333862304687, 0.006398253917694092, 0.006186412811279297, 0.006365612983703613, 0.006246092796325683, 0.0062705731391906735, 0.006350573062896729, 0.00619329309463501, 0.006370412826538086, 0.006188813209533691, 0.005970413208007812, 0.005998892784118652, 0.006494253158569336, 0.006822414875030517, 0.006804012775421143, 0.0068003349304199216, 0.006601774215698243 ] }, "throughput": { "unit": "samples/s", "value": 160.2844045195106 }, "energy": null, "efficiency": null } } }