{ "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_type": "vit", "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, "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": "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": "0.3.1", "optimum_benchmark_commit": "bc977b19adf337e8eb02985f3cceb35e1a783a1c", "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 } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 897.024, "max_global_vram": 689.364992, "max_process_vram": 50652.135424, "max_reserved": 400.556032, "max_allocated": 346.873856 }, "latency": { "unit": "s", "count": 1, "total": 7.9358037109375, "mean": 7.9358037109375, "stdev": 0.0, "p50": 7.9358037109375, "p90": 7.9358037109375, "p95": 7.9358037109375, "p99": 7.9358037109375, "values": [ 7.9358037109375 ] }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1067.061248, "max_global_vram": 777.064448, "max_process_vram": 190697.586688, "max_reserved": 406.847488, "max_allocated": 355.303424 }, "latency": { "unit": "s", "count": 135, "total": 0.9943916215896607, "mean": 0.007365863863627117, "stdev": 0.00021208345980823707, "p50": 0.007338875770568847, "p90": 0.00762777156829834, "p95": 0.007737659835815429, "p99": 0.008004897499084472, "values": [ 0.007417436122894287, 0.007407676219940185, 0.007534875869750977, 0.0074660758972167965, 0.0076614351272583005, 0.00763727617263794, 0.007501115798950195, 0.0075583958625793455, 0.007599835872650147, 0.007563836097717285, 0.007475515842437744, 0.007363996028900146, 0.007476156234741211, 0.007429595947265625, 0.007625754833221436, 0.007494716167449951, 0.007427996158599854, 0.007311036109924316, 0.007290396213531494, 0.007254395961761475, 0.007299995899200439, 0.0074966359138488765, 0.007424315929412842, 0.007602396011352539, 0.007705595970153809, 0.0075486359596252444, 0.007418876171112061, 0.007376155853271484, 0.007342875957489014, 0.007340635776519775, 0.0073988761901855465, 0.007474875926971435, 0.007469915866851807, 0.007541594982147216, 0.0073774361610412596, 0.007371356010437011, 0.007303195953369141, 0.0073087959289550785, 0.007293117046356201, 0.007294076919555664, 0.007197277069091797, 0.007226716041564942, 0.007191835880279541, 0.007219995975494385, 0.007241275787353516, 0.0071932759284973145, 0.007148796081542968, 0.0070969557762146, 0.007126875877380371, 0.00713135576248169, 0.007264955997467041, 0.0074923157691955565, 0.007714235782623291, 0.007675675868988037, 0.007629116058349609, 0.00742607593536377, 0.007301916122436523, 0.007385116100311279, 0.0074961562156677245, 0.0074916758537292485, 0.007440314769744873, 0.0073663959503173825, 0.007348956108093262, 0.007291676998138427, 0.007221436977386474, 0.007216156005859375, 0.0072966361045837405, 0.007522716045379639, 0.0075414347648620605, 0.007458395957946777, 0.007409436225891113, 0.00734303617477417, 0.007307836055755615, 0.007268795967102051, 0.007261116027832032, 0.007295035839080811, 0.0074966359138488765, 0.008050556182861329, 0.007842555999755859, 0.00787439489364624, 0.00779231595993042, 0.007596156120300293, 0.007513916015625, 0.0074727959632873535, 0.007321435928344727, 0.007363515853881836, 0.007619356155395508, 0.008024154663085937, 0.00796751594543457, 0.00795551586151123, 0.0077067151069641114, 0.007471675872802734, 0.007338875770568847, 0.007285275936126709, 0.007296316146850586, 0.007362555980682373, 0.00727375602722168, 0.007203516960144043, 0.00740415620803833, 0.00724735689163208, 0.00727375602722168, 0.0073230361938476565, 0.007203035831451416, 0.007191356182098389, 0.007155516147613525, 0.007239995956420898, 0.00722303581237793, 0.007185595989227295, 0.00738399600982666, 0.007334556102752686, 0.007157916069030761, 0.007227995872497559, 0.0073711957931518555, 0.007326556205749512, 0.007269755840301513, 0.007137276172637939, 0.007083995819091797, 0.007093757152557373, 0.0071076760292053225, 0.007081595897674561, 0.007080155849456787, 0.007075836181640625, 0.0070459160804748535, 0.007071675777435303, 0.0070939168930053715, 0.007047356128692627, 0.007008796215057373, 0.007056315898895263, 0.007110876083374023, 0.0071243162155151364, 0.007066555976867676, 0.007175517082214355, 0.00718287706375122, 0.0071651158332824705, 0.007105916023254394 ] }, "throughput": { "unit": "samples/s", "value": 135.76140131207603 }, "energy": null, "efficiency": null } } }