{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model": "google/vit-base-patch16-224", "processor": "google/vit-base-patch16-224", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "hub_kwargs": {}, "no_weights": true, "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", "numactl": false, "numactl_kwargs": {}, "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.285632, "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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "forward": { "memory": { "unit": "MB", "max_ram": 876.548096, "max_global_vram": 1057.488896, "max_process_vram": 0.0, "max_reserved": 406.847488, "max_allocated": 363.85792 }, "latency": { "unit": "s", "count": 207, "total": 1.0213406672477725, "mean": 0.004934012885254938, "stdev": 0.00010971968406922971, "p50": 0.004866047859191895, "p90": 0.005087027072906494, "p95": 0.005159731388092041, "p99": 0.005227684068679809, "values": [ 0.00551526403427124, 0.005129216194152832, 0.0051701760292053225, 0.0051660799980163576, 0.005089280128479004, 0.005228544235229492, 0.005096447944641113, 0.0050769920349121095, 0.0051701760292053225, 0.005129216194152832, 0.005086207866668701, 0.005213183879852295, 0.005134335994720459, 0.005062655925750732, 0.0051773438453674315, 0.005028863906860351, 0.0050657281875610355, 0.004866047859191895, 0.004866047859191895, 0.004992000102996826, 0.005058559894561767, 0.005062655925750732, 0.005091328144073487, 0.005088255882263183, 0.005088255882263183, 0.005039103984832764, 0.0050022401809692385, 0.0049797120094299315, 0.005173247814178467, 0.00486297607421875, 0.00486297607421875, 0.00486297607421875, 0.004859903812408447, 0.004865024089813232, 0.004857855796813965, 0.004860928058624267, 0.004996096134185791, 0.00486297607421875, 0.004860928058624267, 0.00486297607421875, 0.004997119903564453, 0.004866047859191895, 0.00486297607421875, 0.00486297607421875, 0.00486195182800293, 0.004865024089813232, 0.004980735778808594, 0.004865024089813232, 0.005040128231048584, 0.00516096019744873, 0.0050841598510742185, 0.005058559894561767, 0.005028863906860351, 0.005064703941345215, 0.004964352130889893, 0.0050769920349121095, 0.005056511878967285, 0.00511897611618042, 0.00501043176651001, 0.005057536125183106, 0.005156864166259765, 0.004927487850189209, 0.004908031940460205, 0.004943871974945068, 0.0049797120094299315, 0.005311488151550293, 0.004981760025024414, 0.004908031940460205, 0.004993023872375488, 0.005031936168670655, 0.0049192957878112795, 0.0050206718444824215, 0.005045248031616211, 0.004976640224456787, 0.0049489917755126955, 0.005055488109588623, 0.0050800638198852536, 0.00505241584777832, 0.005054463863372802, 0.005049344062805176, 0.004988927841186524, 0.005040128231048584, 0.00486297607421875, 0.004869120121002197, 0.004860928058624267, 0.005026815891265869, 0.004860928058624267, 0.00486195182800293, 0.0050094079971313476, 0.004868095874786377, 0.004860928058624267, 0.004865024089813232, 0.00486195182800293, 0.004866047859191895, 0.004867072105407715, 0.004865024089813232, 0.004866047859191895, 0.004863999843597412, 0.00486195182800293, 0.004865024089813232, 0.004867072105407715, 0.004859903812408447, 0.004868095874786377, 0.004863999843597412, 0.00486297607421875, 0.004863999843597412, 0.004858880043029785, 0.00486195182800293, 0.005214208126068115, 0.0050135040283203125, 0.004866047859191895, 0.00486195182800293, 0.004865024089813232, 0.004859903812408447, 0.004863999843597412, 0.004866047859191895, 0.00486195182800293, 0.004867072105407715, 0.004867072105407715, 0.00486297607421875, 0.004860928058624267, 0.004863999843597412, 0.00486195182800293, 0.004863999843597412, 0.00486195182800293, 0.004866047859191895, 0.004860928058624267, 0.004865024089813232, 0.00486195182800293, 0.004968448162078858, 0.004867072105407715, 0.00486195182800293, 0.00486297607421875, 0.004863999843597412, 0.00486297607421875, 0.004857855796813965, 0.005007359981536865, 0.004872191905975342, 0.004894720077514648, 0.004891647815704346, 0.00487116813659668, 0.004866047859191895, 0.00486195182800293, 0.004867072105407715, 0.00486297607421875, 0.004868095874786377, 0.00486195182800293, 0.004867072105407715, 0.004860928058624267, 0.00486195182800293, 0.00486297607421875, 0.004866047859191895, 0.004860928058624267, 0.00486195182800293, 0.004868095874786377, 0.004860928058624267, 0.004975615978240967, 0.00486297607421875, 0.004866047859191895, 0.004860928058624267, 0.004863999843597412, 0.004865024089813232, 0.0050135040283203125, 0.00486195182800293, 0.004867072105407715, 0.004863999843597412, 0.00486195182800293, 0.00486297607421875, 0.00486297607421875, 0.004867072105407715, 0.004863999843597412, 0.00486297607421875, 0.00486297607421875, 0.004863999843597412, 0.004866047859191895, 0.004863999843597412, 0.004865024089813232, 0.004865024089813232, 0.004866047859191895, 0.004863999843597412, 0.00486297607421875, 0.00486195182800293, 0.00486297607421875, 0.004997119903564453, 0.004859903812408447, 0.00486297607421875, 0.004858880043029785, 0.00486195182800293, 0.004860928058624267, 0.0050022401809692385, 0.00486195182800293, 0.00486297607421875, 0.004865024089813232, 0.004865024089813232, 0.004863999843597412, 0.00486195182800293, 0.004863999843597412, 0.00486297607421875, 0.004863999843597412, 0.004865024089813232, 0.00486195182800293, 0.00486297607421875, 0.00486297607421875, 0.00486195182800293, 0.00486297607421875, 0.00486297607421875, 0.004867072105407715 ] }, "throughput": { "unit": "samples/s", "value": 202.67478485685604 }, "energy": { "unit": "kWh", "cpu": 5.7719376383485647e-08, "ram": 3.1560688128048036e-08, "gpu": 3.5501213235071304e-07, "total": 4.4429219686224676e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2250771.0175023647 } } } }