{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "model": "timm/resnet50.a1_in1k", "library": "timm", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "hub_kwargs": { "revision": "main", "force_download": false, "local_files_only": false, "trust_remote_code": false }, "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, "latency": true, "memory": 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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.0", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "0.9.16", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 950.771712, "max_global_vram": 1047.003136, "max_process_vram": 0.0, "max_reserved": 396.361728, "max_allocated": 253.912576 }, "latency": { "unit": "s", "count": 190, "total": 0.9987408332824708, "mean": 0.005256530701486688, "stdev": 0.00016137970958387138, "p50": 0.0052689919471740725, "p90": 0.00534271993637085, "p95": 0.005555763173103332, "p99": 0.005869312081336974, "values": [ 0.005684224128723145, 0.00556441593170166, 0.00555622386932373, 0.0055552000999450684, 0.005780479907989502, 0.005784575939178467, 0.005892096042633056, 0.005784575939178467, 0.005866496086120605, 0.0057487359046936035, 0.00601087999343872, 0.005212096214294434, 0.005087232112884522, 0.005125120162963868, 0.005028863906860351, 0.005058559894561767, 0.0050432000160217285, 0.005035999774932861, 0.0050032639503479, 0.0050063362121582035, 0.004989952087402344, 0.00502784013748169, 0.005014527797698975, 0.0050022401809692385, 0.005035007953643799, 0.005107711791992187, 0.005104640007019043, 0.005380095958709717, 0.00526643180847168, 0.005214144229888916, 0.005255167961120606, 0.005338111877441406, 0.005256192207336426, 0.0052674560546875, 0.0053340158462524415, 0.005250048160552978, 0.0052367358207702636, 0.00531763219833374, 0.005251071929931641, 0.005231616020202637, 0.005319680213928223, 0.005339136123657226, 0.0053944320678710935, 0.005305344104766845, 0.005254144191741943, 0.005232639789581299, 0.005280767917633057, 0.0052408318519592285, 0.005228544235229492, 0.005295104026794434, 0.005260287761688232, 0.005233632087707519, 0.0052367358207702636, 0.005359615802764893, 0.005214208126068115, 0.005233695983886719, 0.005273600101470947, 0.005216288089752197, 0.00522547197341919, 0.005291007995605469, 0.005219327926635742, 0.005235712051391602, 0.005273600101470947, 0.005241856098175048, 0.005228544235229492, 0.00521830415725708, 0.0051435518264770505, 0.00517632007598877, 0.00520908784866333, 0.005124127864837647, 0.0050728960037231445, 0.00521727991104126, 0.005202879905700683, 0.00526643180847168, 0.005251071929931641, 0.0053309440612792965, 0.00526643180847168, 0.005273600101470947, 0.005340159893035889, 0.005280767917633057, 0.005280767917633057, 0.0053340158462524415, 0.0052715520858764645, 0.005275648117065429, 0.005331967830657959, 0.0052705278396606445, 0.0052899842262268066, 0.005347328186035156, 0.005274623870849609, 0.005279744148254394, 0.0053340158462524415, 0.005280767917633057, 0.005296127796173096, 0.005342207908630371, 0.00530841588973999, 0.005253119945526123, 0.00526643180847168, 0.005194752216339111, 0.005206016063690186, 0.005340159893035889, 0.005279744148254394, 0.0052715520858764645, 0.0053309440612792965, 0.005252096176147461, 0.005300191879272461, 0.005321728229522705, 0.005256192207336426, 0.005274623870849609, 0.005323775768280029, 0.005275648117065429, 0.005286911964416504, 0.005307392120361328, 0.005269504070281982, 0.005253119945526123, 0.005304287910461425, 0.005318655967712403, 0.00527558422088623, 0.005321728229522705, 0.005321728229522705, 0.005284863948822022, 0.005302271842956543, 0.005311488151550293, 0.005296127796173096, 0.005275648117065429, 0.005306367874145508, 0.0052715520858764645, 0.005287936210632324, 0.00532480001449585, 0.00537497615814209, 0.005419007778167725, 0.00530944013595581, 0.005286911964416504, 0.005331967830657959, 0.005299200057983398, 0.005338111877441406, 0.005352447986602784, 0.0053340158462524415, 0.0052971520423889164, 0.005341184139251709, 0.005280767917633057, 0.005261312007904053, 0.0053125438690185545, 0.0051998720169067385, 0.0051998720169067385, 0.005276639938354492, 0.005326848030090332, 0.005284863948822022, 0.0053002238273620605, 0.00535756778717041, 0.005283840179443359, 0.0052715520858764645, 0.005298175811767578, 0.005248000144958496, 0.005254144191741943, 0.0052930560111999515, 0.005245952129364013, 0.005273632049560547, 0.005303296089172363, 0.005245952129364013, 0.005268479824066162, 0.005291007995605469, 0.005204991817474365, 0.00517632007598877, 0.005093376159667969, 0.00501043176651001, 0.005028863906860351, 0.005056511878967285, 0.0051138558387756345, 0.005039135932922364, 0.005057504177093506, 0.005096447944641113, 0.005087232112884522, 0.0050698561668396, 0.005058559894561767, 0.0051036162376403805, 0.005071872234344482, 0.005049344062805176, 0.005065792083740235, 0.005093376159667969, 0.005075967788696289, 0.0050769920349121095, 0.005085184097290039, 0.005051392078399658, 0.005059584140777588, 0.005067776203155518, 0.005102591991424561, 0.005062655925750732, 0.0050657281875610355, 0.005064703941345215, 0.005087232112884522 ] }, "throughput": { "unit": "samples/s", "value": 190.23954330128294 }, "energy": { "unit": "kWh", "cpu": 5.9564933305609374e-08, "ram": 3.256845068529917e-08, "gpu": 1.2958134319597952e-07, "total": 2.2171472718688807e-07 }, "efficiency": { "unit": "samples/kWh", "value": 4510300.297539905 } } } }