cuda
/
cuda_inference_transformers_image-classification_google
/vit-base-patch16-224
/benchmark.json
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
318c9cc
verified
| { | |
| "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 | |
| } | |
| } | |
| } | |
| } |