{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.1+rocm5.7", "_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": "6", "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": 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": 1082014.482432, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-122-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": "0.5.0", "optimum_benchmark_commit": null, "transformers_version": "4.45.1", "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": "0.13.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1177.47712, "max_global_vram": 68702.69952, "max_process_vram": 6658.125824, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "values": [ 0.5122093505859375 ], "count": 1, "total": 0.5122093505859375, "mean": 0.5122093505859375, "p50": 0.5122093505859375, "p90": 0.5122093505859375, "p95": 0.5122093505859375, "p99": 0.5122093505859375, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": null, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1261.887488, "max_global_vram": 68702.69952, "max_process_vram": 110720.581632, "max_reserved": 148.897792, "max_allocated": 113.516032 }, "latency": { "unit": "s", "values": [ 0.007821128845214844, 0.006842566967010498, 0.0068289670944213865, 0.006837287902832031, 0.006770886898040771, 0.0067843270301818845, 0.006798087120056152, 0.00677840805053711, 0.006783846855163574, 0.006776647090911865, 0.006766087055206299, 0.006780326843261719, 0.006780646800994873, 0.006755846977233887, 0.006778727054595948, 0.006799046993255615, 0.006771687030792236, 0.00677744722366333, 0.00678016710281372, 0.006741927146911621, 0.006801608085632324, 0.006762406826019287, 0.0067769670486450195, 0.006750247001647949, 0.0067724881172180175, 0.006765767097473145, 0.006778566837310791, 0.006799207210540771, 0.0067987279891967775, 0.006761607170104981, 0.006790087223052978, 0.006785767078399658, 0.006775687217712403, 0.006972486972808838, 0.0069627280235290525, 0.0068857669830322266, 0.0070574479103088375, 0.007134246826171875, 0.0071974477767944335, 0.007309288024902344, 0.007324327945709228, 0.0068123269081115725, 0.0071118478775024415, 0.0067273669242858885, 0.006951207160949707, 0.007026567935943604, 0.0069408068656921385, 0.006934408187866211, 0.006732807159423828, 0.0067219271659851075, 0.0067628870010375975, 0.006749446868896484, 0.006742247104644775, 0.00671728801727295, 0.006747046947479248, 0.006754726886749268, 0.006716806888580323, 0.006745447158813476, 0.006758246898651123, 0.006749767780303955, 0.012051531791687012, 0.0033244841098785402, 0.0068313670158386235, 0.006782886981964112, 0.00674912691116333, 0.006763688087463379, 0.006775687217712403, 0.006746566772460937, 0.006780967235565185, 0.006744647026062011, 0.006747687816619873, 0.006737926959991455, 0.006877447128295898, 0.007163688182830811, 0.006933766841888428, 0.007020647048950195, 0.006903687953948975, 0.00690576696395874, 0.006939207077026367, 0.007044007778167724, 0.00674912691116333, 0.006744327068328858, 0.006748006820678711, 0.006742887973785401, 0.006731526851654053, 0.006726087093353272, 0.006742247104644775, 0.00673056697845459, 0.006703046798706055, 0.006717446804046631, 0.00681712818145752, 0.006725286960601807, 0.006711687088012695, 0.006732966899871826, 0.006731047153472901, 0.006725447177886963, 0.006711368083953857, 0.006725127220153808, 0.00671472692489624, 0.006716007232666015, 0.006720487117767334, 0.006710566997528076, 0.006750247001647949, 0.006701927185058593, 0.0067414469718933105, 0.006771846771240235, 0.00674480676651001, 0.006730247020721436, 0.0067176070213317875, 0.006733607769012451, 0.006739527225494385, 0.00676544713973999, 0.006730727195739746, 0.006740807056427002, 0.006722567081451416, 0.006734888076782227, 0.006726407051086426, 0.0067156867980957035, 0.006744966983795166, 0.006740326881408691, 0.006753286838531494, 0.006799528121948242, 0.006744007110595703, 0.006728487014770508, 0.006708646774291992, 0.006730407238006592, 0.006734567165374756, 0.006710566997528076, 0.006748967170715332, 0.006757287025451661, 0.006732646942138672, 0.006748967170715332, 0.006719367027282715, 0.006724647045135498, 0.006718408107757568, 0.006731526851654053, 0.006742726802825927, 0.006727847099304199, 0.006736967086791992, 0.006764486789703369, 0.006742247104644775, 0.00673824691772461, 0.006741766929626465, 0.006730886936187744, 0.006753927230834961, 0.006723367214202881, 0.0067292871475219725 ], "count": 147, "total": 1.0011981813907627, "mean": 0.006810871982250085, "p50": 0.006749446868896484, "p90": 0.0069449669837951655, "p95": 0.007095527887344359, "p99": 0.007592600431442257, "stdev": 0.0005379004344950521, "stdev_": 7.897673541609393 }, "throughput": { "unit": "samples/s", "value": 146.8240781218785 }, "energy": null, "efficiency": null } } }