{ "config": { "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", "backend": { "name": "pytorch", "version": "2.5.1+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "transformers", "model_type": "vit", "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": {}, "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": 2, "sequence_length": 16, "num_choices": 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": 66697.248768, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.228-219.884.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.dev0", "optimum_benchmark_commit": null, "transformers_version": "4.47.0", "transformers_commit": null, "accelerate_version": "1.2.0", "accelerate_commit": null, "diffusers_version": "0.31.0", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.12", "timm_commit": null, "peft_version": "0.14.0", "peft_commit": null }, "print_report": true, "log_report": true }, "report": { "load_model": { "memory": { "unit": "MB", "max_ram": 855.396352, "max_global_vram": 1037.565952, "max_process_vram": 0.0, "max_reserved": 400.556032, "max_allocated": 346.271744 }, "latency": { "unit": "s", "values": [ 0.12624793243408203 ], "count": 1, "total": 0.12624793243408203, "mean": 0.12624793243408203, "p50": 0.12624793243408203, "p90": 0.12624793243408203, "p95": 0.12624793243408203, "p99": 0.12624793243408203, "stdev": 0, "stdev_": 0 }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.682546296874649e-05, "ram": 5.3049282075006195e-05, "gpu": 0.00012963093703799965, "total": 0.00027950568208175234 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1046.757376, "max_global_vram": 1073.217536, "max_process_vram": 0.0, "max_reserved": 423.624704, "max_allocated": 377.056256 }, "latency": { "unit": "s", "values": [ 0.007196671962738037, 0.006922239780426025, 0.006920191764831543, 0.006927360057830811, 0.006960127830505371, 0.00703385591506958, 0.007037951946258545, 0.007020544052124023, 0.007006207942962647, 0.0069928960800170895, 0.0069928960800170895, 0.007121920108795166, 0.007004159927368164, 0.006999040126800537, 0.007002111911773682, 0.007014400005340577, 0.007009280204772949, 0.007010303974151612, 0.007010303974151612, 0.007020544052124023, 0.007015423774719238, 0.007017471790313721, 0.007009280204772949, 0.006996992111206054, 0.007000063896179199, 0.006998015880584717, 0.007008255958557129, 0.007021567821502686, 0.007015423774719238, 0.007018496036529541, 0.007030784130096435, 0.007050240039825439, 0.007001088142395019, 0.006982656002044678, 0.007008255958557129, 0.007000063896179199, 0.007158783912658692, 0.007005184173583984, 0.0069959678649902345, 0.007004159927368164, 0.007001088142395019, 0.007004159927368164, 0.007006207942962647, 0.007002111911773682, 0.007013376235961914, 0.007037951946258545, 0.007045119762420654, 0.007046144008636474, 0.007049215793609619, 0.00704204797744751, 0.0071526398658752445, 0.007036928176879883, 0.0070563840866088865, 0.007066624164581299, 0.007066624164581299, 0.007054336071014404, 0.007041024208068848, 0.007053311824798584, 0.007053311824798584, 0.007051263809204102, 0.007054336071014404, 0.007184383869171143, 0.007053311824798584, 0.007046144008636474, 0.007036928176879883, 0.007045119762420654, 0.00704204797744751, 0.00704204797744751, 0.007046144008636474, 0.0070563840866088865, 0.007058432102203369, 0.007051263809204102, 0.007039999961853028, 0.0070225920677185055, 0.007028736114501953, 0.007168000221252442, 0.007037951946258545, 0.0070256638526916505, 0.007029759883880615, 0.007044095993041993, 0.007041024208068848, 0.007036928176879883, 0.007038976192474365, 0.007030784130096435, 0.007045119762420654, 0.007053311824798584, 0.007046144008636474, 0.007053311824798584, 0.007035903930664063, 0.00704204797744751, 0.007048192024230957, 0.007036928176879883, 0.007044095993041993, 0.007035903930664063, 0.007039999961853028, 0.007035903930664063, 0.00704204797744751, 0.007041024208068848, 0.007064576148986816, 0.0070594558715820314, 0.007057407855987549, 0.007044095993041993, 0.007047167778015137, 0.0070522880554199216, 0.00704307222366333, 0.0070266880989074704, 0.007027711868286133, 0.007035903930664063, 0.007041024208068848, 0.0070348801612854, 0.007048192024230957, 0.007064576148986816, 0.007041024208068848, 0.007037951946258545, 0.007031807899475098, 0.007063551902770996, 0.007051263809204102, 0.007049215793609619, 0.007050240039825439, 0.007037951946258545, 0.007050240039825439, 0.007031839847564697, 0.007051263809204102, 0.007044095993041993, 0.007054336071014404, 0.007054336071014404, 0.007069695949554444, 0.007070720195770264, 0.007189504146575928, 0.007072768211364746, 0.007085055828094483, 0.007069695949554444, 0.00707583999633789, 0.007060544013977051, 0.007063551902770996, 0.007060480117797851, 0.0070563840866088865, 0.007050240039825439, 0.007060480117797851, 0.007073791980743408, 0.007048192024230957, 0.007038976192474365, 0.0072202239036560055, 0.00708403205871582, 0.007085055828094483, 0.007071743965148926, 0.007071743965148926, 0.007069695949554444 ], "count": 148, "total": 1.0423266229629513, "mean": 0.007042747452452377, "p50": 0.00704204797744751, "p90": 0.007071743965148926, "p95": 0.007109017610549927, "p99": 0.007193303089141846, "stdev": 4.2316284079760596e-05, "stdev_": 0.6008490914298724 }, "throughput": { "unit": "samples/s", "value": 283.98008213450476 }, "energy": { "unit": "kWh", "cpu": 8.370372327795106e-08, "ram": 4.5729111511097964e-08, "gpu": 5.475154530270266e-07, "total": 6.769482878160756e-07 }, "efficiency": { "unit": "samples/kWh", "value": 2954435.4214296984 } } } }