{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_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": 66697.293824, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.219-208.866.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": "0.3.1", "optimum_benchmark_commit": null, "transformers_version": "4.43.3", "transformers_commit": null, "accelerate_version": "0.33.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.8", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 789.131264, "max_global_vram": 709.361664, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 7.4661796875, "mean": 7.4661796875, "stdev": 0.0, "p50": 7.4661796875, "p90": 7.4661796875, "p95": 7.4661796875, "p99": 7.4661796875, "values": [ 7.4661796875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.3272556530104744e-06, "ram": 2.3546738872077335e-06, "gpu": 5.1877819280000265e-06, "total": 1.1869711468218234e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 976.953344, "max_global_vram": 1040.71168, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 245.323264 }, "latency": { "unit": "s", "count": 152, "total": 1.0023331212997437, "mean": 0.006594296850656209, "stdev": 0.00026209148733104113, "p50": 0.006567935943603515, "p90": 0.006698905611038208, "p95": 0.007265331101417541, "p99": 0.007514111304283144, "values": [ 0.007390207767486572, 0.007304192066192627, 0.007285759925842285, 0.007318528175354004, 0.007251967906951904, 0.007643072128295898, 0.006591487884521485, 0.006370304107666015, 0.0066304001808166506, 0.0066109437942504885, 0.006597568035125732, 0.006567935943603515, 0.006545407772064209, 0.006554624080657959, 0.006589439868927002, 0.006545407772064209, 0.006599679946899414, 0.006589407920837402, 0.006560768127441406, 0.006494207859039307, 0.006564864158630371, 0.006486015796661377, 0.006533152103424073, 0.00653107213973999, 0.006418432235717773, 0.006309887886047363, 0.00630675220489502, 0.006314943790435791, 0.006326272010803223, 0.006255616188049316, 0.006384640216827392, 0.006511616230010986, 0.006509568214416504, 0.006709248065948486, 0.0067010560035705566, 0.006666240215301514, 0.0066344962120056155, 0.006677504062652588, 0.006635519981384277, 0.006597631931304931, 0.006564864158630371, 0.006549503803253174, 0.006790143966674805, 0.0066304001808166506, 0.006550528049468994, 0.006569983959197998, 0.00652185583114624, 0.006545407772064209, 0.006561791896820069, 0.006529024124145508, 0.006532159805297852, 0.0065146880149841305, 0.006563839912414551, 0.006615039825439453, 0.006576128005981445, 0.0066119680404663084, 0.006598656177520752, 0.006863935947418213, 0.00728166389465332, 0.007341055870056152, 0.008458239555358887, 0.00675219202041626, 0.006597631931304931, 0.0065443840026855465, 0.0065771517753601075, 0.006575168132781983, 0.006598656177520752, 0.00656387186050415, 0.006505472183227539, 0.0065484800338745115, 0.0065372161865234375, 0.006273024082183838, 0.006250495910644531, 0.0062341117858886715, 0.006236159801483154, 0.0064849920272827145, 0.006626304149627686, 0.006567935943603515, 0.006725632190704346, 0.006574079990386963, 0.006550528049468994, 0.006560768127441406, 0.006534143924713135, 0.006532095909118653, 0.0065075201988220215, 0.006386688232421875, 0.006347775936126709, 0.006291456222534179, 0.006294528007507324, 0.006300672054290772, 0.0065699200630187984, 0.0065413122177124024, 0.006350815773010254, 0.0063569917678833006, 0.006313983917236328, 0.0063272957801818845, 0.006391808032989502, 0.006328320026397705, 0.006783999919891357, 0.006623231887817383, 0.006582272052764892, 0.006621183872222901, 0.00667955207824707, 0.006576096057891846, 0.00660588788986206, 0.006632448196411133, 0.006579135894775391, 0.0066119680404663084, 0.006625279903411865, 0.006592512130737305, 0.006603775978088379, 0.006602752208709717, 0.006573056221008301, 0.006563839912414551, 0.006575104236602783, 0.006550528049468994, 0.0065710082054138185, 0.006560832023620605, 0.006605823993682861, 0.006599679946899414, 0.00658739185333252, 0.00659660816192627, 0.006591551780700684, 0.00659660816192627, 0.006609920024871826, 0.006624256134033203, 0.006591487884521485, 0.006619135856628418, 0.006602816104888916, 0.0065669121742248536, 0.00657919979095459, 0.006591487884521485, 0.006589439868927002, 0.006567935943603515, 0.0066078720092773435, 0.006509568214416504, 0.006511616230010986, 0.006505472183227539, 0.006511616230010986, 0.006551551818847656, 0.006575104236602783, 0.006584320068359375, 0.006563776016235352, 0.006497280120849609, 0.006518784046173095, 0.006512639999389648, 0.006481919765472412, 0.006549503803253174, 0.006497280120849609, 0.006512639999389648, 0.00652288007736206, 0.006538271903991699 ] }, "throughput": { "unit": "samples/s", "value": 151.6461910416557 }, "energy": { "unit": "kWh", "cpu": 7.829022490315967e-08, "ram": 4.2781349712891866e-08, "gpu": 1.7065803126315834e-07, "total": 2.9172960587920985e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3427831.7313260566 } } } }