{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.4.1+cu124", "_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": "0", "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": true, "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 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.224-212.876.amzn2.x86_64-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "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": 866.328576, "max_global_vram": 716.701696, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 8.305666015625, "mean": 8.305666015625, "stdev": 0.0, "p50": 8.305666015625, "p90": 8.305666015625, "p95": 8.305666015625, "p99": 8.305666015625, "values": [ 8.305666015625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 5.749886377083474e-06, "ram": 3.132407989424496e-06, "gpu": 8.436951194000855e-06, "total": 1.7319245560508825e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1106.427904, "max_global_vram": 790.102016, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 137, "total": 1.002032190322876, "mean": 0.007314103578999094, "stdev": 0.00016655076414624745, "p50": 0.00727347183227539, "p90": 0.00755179500579834, "p95": 0.007582105445861817, "p99": 0.007643135871887207, "values": [ 0.0075980801582336424, 0.00758784008026123, 0.0075673599243164065, 0.007489535808563232, 0.007513088226318359, 0.007553023815155029, 0.007577600002288819, 0.007518208026885987, 0.007502848148345947, 0.007510015964508057, 0.007527423858642578, 0.007542784214019775, 0.007390175819396973, 0.007386112213134765, 0.0074291200637817386, 0.007431168079376221, 0.007460864067077637, 0.007553023815155029, 0.007550975799560547, 0.007524384021759033, 0.007468031883239746, 0.007611392021179199, 0.007450623989105225, 0.007463935852050781, 0.00753766393661499, 0.007514111995697022, 0.00757862377166748, 0.007522304058074952, 0.007527423858642578, 0.007468031883239746, 0.007508992195129394, 0.0074741759300231934, 0.007515135765075683, 0.007588863849639893, 0.007422976016998291, 0.007346176147460938, 0.00742195177078247, 0.007412735939025879, 0.007442431926727295, 0.007414783954620361, 0.007481344223022461, 0.007480319976806641, 0.007522304058074952, 0.0075632638931274416, 0.0076267518997192385, 0.007669760227203369, 0.007371840000152588, 0.007327744007110596, 0.007256095886230469, 0.0072765440940856935, 0.007323647975921631, 0.007282688140869141, 0.007189504146575928, 0.0072202239036560055, 0.007265215873718262, 0.007184383869171143, 0.007160831928253173, 0.007187456130981445, 0.007186431884765625, 0.007231488227844239, 0.007270400047302246, 0.007146560192108155, 0.007194623947143554, 0.007157760143280029, 0.007207935810089112, 0.007200767993927002, 0.007204864025115967, 0.007221183776855469, 0.007407616138458252, 0.007278592109680176, 0.007417856216430664, 0.007303167819976806, 0.007305215835571289, 0.00727347183227539, 0.007214079856872559, 0.0072130560874938965, 0.007267327785491944, 0.007174143791198731, 0.007231488227844239, 0.007184383869171143, 0.007139328002929687, 0.007147520065307617, 0.007011360168457032, 0.0071495680809020995, 0.007194623947143554, 0.006987775802612305, 0.007096320152282715, 0.007181312084197998, 0.0074967041015625, 0.00733081579208374, 0.007426047801971435, 0.007375872135162354, 0.007444511890411377, 0.007580671787261963, 0.00765235185623169, 0.007278592109680176, 0.007284736156463623, 0.007246816158294677, 0.007309311866760254, 0.007304192066192627, 0.007292928218841553, 0.007243775844573975, 0.007176191806793213, 0.007211008071899414, 0.007194623947143554, 0.007185408115386963, 0.007174143791198731, 0.007129087924957276, 0.007129087924957276, 0.007150591850280762, 0.007171072006225586, 0.007176191806793213, 0.0071485438346862796, 0.0071402878761291505, 0.0071495680809020995, 0.007175168037414551, 0.007146495819091797, 0.007187456130981445, 0.007144447803497315, 0.007159776210784912, 0.007181312084197998, 0.007139328002929687, 0.007128064155578613, 0.00714137601852417, 0.007145472049713135, 0.007114751815795899, 0.007160831928253173, 0.007111680030822754, 0.007130176067352295, 0.007164959907531738, 0.007138304233551026, 0.007138304233551026, 0.007106560230255127, 0.007124991893768311, 0.007131135940551757, 0.007121920108795166, 0.007142399787902832 ] }, "throughput": { "unit": "samples/s", "value": 136.72215456057924 }, "energy": { "unit": "kWh", "cpu": 8.402344637016084e-08, "ram": 4.5916475499353764e-08, "gpu": 1.7886933143262183e-07, "total": 3.0880925330213645e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3238244.9337475267 } } } }