{ "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": "0.5.0", "optimum_benchmark_commit": null, "transformers_version": "4.45.0", "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": 867.835904, "max_global_vram": 716.701696, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 8.2095263671875, "mean": 8.2095263671875, "stdev": 0.0, "p50": 8.2095263671875, "p90": 8.2095263671875, "p95": 8.2095263671875, "p99": 8.2095263671875, "values": [ 8.2095263671875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.326441043202876e-06, "ram": 2.3267303355914536e-06, "gpu": 5.176393029993065e-06, "total": 1.1829564408787395e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1107.562496, "max_global_vram": 798.490624, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 138, "total": 1.0010244145393374, "mean": 0.0072538001053575165, "stdev": 0.00018330414995990354, "p50": 0.007197184085845947, "p90": 0.007560396671295166, "p95": 0.007627905631065369, "p99": 0.0076855397987365725, "values": [ 0.007356383800506592, 0.007392255783081054, 0.007402495861053467, 0.0073820161819458, 0.007362559795379638, 0.007336959838867187, 0.0072468481063842774, 0.007235583782196045, 0.007216127872467041, 0.007172095775604248, 0.007162879943847656, 0.007238656044006348, 0.007237631797790528, 0.007197696208953858, 0.007139328002929687, 0.007101439952850342, 0.007162879943847656, 0.007196671962738037, 0.00719974422454834, 0.007227392196655274, 0.007198719978332519, 0.007230463981628418, 0.0072468481063842774, 0.007154751777648926, 0.007132160186767578, 0.007178239822387696, 0.007215104103088379, 0.007372799873352051, 0.007291903972625732, 0.007290847778320312, 0.007286784172058106, 0.007163904190063477, 0.007208960056304932, 0.007237631797790528, 0.007214079856872559, 0.007207935810089112, 0.00723967981338501, 0.007109632015228271, 0.007127039909362793, 0.0071495680809020995, 0.007186431884765625, 0.007165952205657959, 0.007143424034118652, 0.0071823358535766605, 0.007159808158874512, 0.007681024074554443, 0.007658495903015137, 0.007688191890716553, 0.007642111778259277, 0.00758784008026123, 0.0075008001327514645, 0.007515135765075683, 0.007559167861938477, 0.007640063762664795, 0.007617536067962646, 0.007576576232910156, 0.007584767818450928, 0.007574528217315674, 0.007505919933319092, 0.007856128215789794, 0.007498752117156982, 0.0075632638931274416, 0.007625760078430176, 0.007479296207427978, 0.0074741759300231934, 0.007516160011291504, 0.007195648193359375, 0.007156735897064209, 0.007161856174468994, 0.007184383869171143, 0.007211008071899414, 0.007311295986175537, 0.007308288097381592, 0.007222271919250488, 0.007274496078491211, 0.00729702377319336, 0.007217152118682861, 0.007226367950439453, 0.007207935810089112, 0.007142399787902832, 0.007137279987335205, 0.007225344181060791, 0.007154687881469727, 0.00707583999633789, 0.0069928960800170895, 0.007192575931549072, 0.007235583782196045, 0.00714035177230835, 0.006847487926483154, 0.0067983360290527345, 0.006830080032348633, 0.007182240009307861, 0.007391232013702393, 0.0075008001327514645, 0.007480319976806641, 0.00753868818283081, 0.007672832012176513, 0.007451648235321045, 0.007370751857757568, 0.007207935810089112, 0.007110623836517334, 0.007143424034118652, 0.00714035177230835, 0.007145472049713135, 0.007142399787902832, 0.007113728046417236, 0.007162816047668457, 0.007135231971740722, 0.0071905279159545895, 0.007114751815795899, 0.007073791980743408, 0.007136256217956543, 0.007109632015228271, 0.007096352100372315, 0.00707583999633789, 0.007113728046417236, 0.007138304233551026, 0.007127039909362793, 0.007106560230255127, 0.007096320152282715, 0.007109632015228271, 0.007112768173217774, 0.007123968124389648, 0.007131135940551757, 0.007101439952850342, 0.007135231971740722, 0.007300096035003662, 0.007163904190063477, 0.007146495819091797, 0.007192575931549072, 0.007260159969329834, 0.007126016139984131, 0.007147520065307617, 0.007139328002929687, 0.007114751815795899, 0.007108640193939209, 0.007090176105499267, 0.007095295906066895 ] }, "throughput": { "unit": "samples/s", "value": 137.85877546603737 }, "energy": { "unit": "kWh", "cpu": 8.104587043268176e-08, "ram": 4.4283464443282605e-08, "gpu": 1.8276469647595178e-07, "total": 3.080940313519161e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3245762.3265598547 } } } }