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
763e07d
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-5.10.227-219.884.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": "4.46.3", | |
| "transformers_commit": null, | |
| "accelerate_version": "1.1.1", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.31.0", | |
| "diffusers_commit": null, | |
| "optimum_version": null, | |
| "optimum_commit": null, | |
| "timm_version": "1.0.11", | |
| "timm_commit": null, | |
| "peft_version": "0.13.2", | |
| "peft_commit": null | |
| }, | |
| "print_report": true, | |
| "log_report": true | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 860.618752, | |
| "max_global_vram": 1037.565952, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 400.556032, | |
| "max_allocated": 346.271744 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.13069718933105468 | |
| ], | |
| "count": 1, | |
| "total": 0.13069718933105468, | |
| "mean": 0.13069718933105468, | |
| "p50": 0.13069718933105468, | |
| "p90": 0.13069718933105468, | |
| "p95": 0.13069718933105468, | |
| "p99": 0.13069718933105468, | |
| "stdev": 0, | |
| "stdev_": 0 | |
| }, | |
| "throughput": null, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1050.873856, | |
| "max_global_vram": 1073.217536, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 423.624704, | |
| "max_allocated": 377.056256 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.007415808200836181, | |
| 0.006917119979858399, | |
| 0.006913023948669434, | |
| 0.0069027838706970214, | |
| 0.006903808116912841, | |
| 0.006910975933074951, | |
| 0.006936575889587402, | |
| 0.00693452787399292, | |
| 0.00694271993637085, | |
| 0.007002111911773682, | |
| 0.007012351989746094, | |
| 0.007008255958557129, | |
| 0.007011328220367432, | |
| 0.006987775802612305, | |
| 0.0069959678649902345, | |
| 0.007003136157989502, | |
| 0.006994944095611572, | |
| 0.007016448020935059, | |
| 0.007008255958557129, | |
| 0.007001088142395019, | |
| 0.007021567821502686, | |
| 0.007011328220367432, | |
| 0.007007232189178467, | |
| 0.007005216121673584, | |
| 0.007005184173583984, | |
| 0.006998015880584717, | |
| 0.006979584217071533, | |
| 0.006994944095611572, | |
| 0.0069959678649902345, | |
| 0.007014400005340577, | |
| 0.006998015880584717, | |
| 0.007007232189178467, | |
| 0.007003136157989502, | |
| 0.0069959678649902345, | |
| 0.007000063896179199, | |
| 0.0069959678649902345, | |
| 0.007002111911773682, | |
| 0.006989823818206787, | |
| 0.006979743957519532, | |
| 0.007004159927368164, | |
| 0.007008255958557129, | |
| 0.0070563840866088865, | |
| 0.0070594558715820314, | |
| 0.007060480117797851, | |
| 0.0070522880554199216, | |
| 0.007051328182220459, | |
| 0.0070553598403930665, | |
| 0.00704204797744751, | |
| 0.0070553598403930665, | |
| 0.007049215793609619, | |
| 0.0070522880554199216, | |
| 0.007060480117797851, | |
| 0.0070522880554199216, | |
| 0.007053311824798584, | |
| 0.0070553598403930665, | |
| 0.0070522880554199216, | |
| 0.007058432102203369, | |
| 0.0070563840866088865, | |
| 0.007062528133392334, | |
| 0.007044095993041993, | |
| 0.007036928176879883, | |
| 0.007045119762420654, | |
| 0.007065599918365479, | |
| 0.0070594558715820314, | |
| 0.007066624164581299, | |
| 0.007069695949554444, | |
| 0.007061503887176514, | |
| 0.007071743965148926, | |
| 0.007047167778015137, | |
| 0.00704204797744751, | |
| 0.007044095993041993, | |
| 0.007035903930664063, | |
| 0.007028736114501953, | |
| 0.007038976192474365, | |
| 0.007044095993041993, | |
| 0.007048192024230957, | |
| 0.007069695949554444, | |
| 0.007057407855987549, | |
| 0.007053311824798584, | |
| 0.007044095993041993, | |
| 0.007048192024230957, | |
| 0.007062528133392334, | |
| 0.0070594558715820314, | |
| 0.007069695949554444, | |
| 0.007071743965148926, | |
| 0.007062528133392334, | |
| 0.00704307222366333, | |
| 0.007051263809204102, | |
| 0.0070594558715820314, | |
| 0.007068672180175781, | |
| 0.007070720195770264, | |
| 0.007054336071014404, | |
| 0.00704204797744751, | |
| 0.0070563840866088865, | |
| 0.007065599918365479, | |
| 0.007072768211364746, | |
| 0.007041024208068848, | |
| 0.007049215793609619, | |
| 0.007051263809204102, | |
| 0.007064576148986816, | |
| 0.007071743965148926, | |
| 0.007066624164581299, | |
| 0.0070594558715820314, | |
| 0.007045119762420654, | |
| 0.007046144008636474, | |
| 0.007064576148986816, | |
| 0.007062528133392334, | |
| 0.007057407855987549, | |
| 0.007057407855987549, | |
| 0.0070594558715820314, | |
| 0.007063551902770996, | |
| 0.007071743965148926, | |
| 0.007063551902770996, | |
| 0.007067647933959961, | |
| 0.007067647933959961, | |
| 0.007073791980743408, | |
| 0.007077888011932373, | |
| 0.007058432102203369, | |
| 0.007069695949554444, | |
| 0.007066624164581299, | |
| 0.007069695949554444, | |
| 0.007041024208068848, | |
| 0.007060480117797851, | |
| 0.007062528133392334, | |
| 0.007036928176879883, | |
| 0.007044095993041993, | |
| 0.007057407855987549, | |
| 0.007054336071014404, | |
| 0.007041024208068848, | |
| 0.0070594558715820314, | |
| 0.007067647933959961, | |
| 0.007066624164581299, | |
| 0.007060480117797851, | |
| 0.007045119762420654, | |
| 0.007032832145690918, | |
| 0.007048192024230957, | |
| 0.007053311824798584, | |
| 0.007066624164581299, | |
| 0.007051263809204102, | |
| 0.007041024208068848, | |
| 0.007054336071014404, | |
| 0.007061503887176514, | |
| 0.007072768211364746, | |
| 0.007039999961853028, | |
| 0.007037951946258545, | |
| 0.007035903930664063, | |
| 0.007038976192474365, | |
| 0.0070348801612854 | |
| ], | |
| "count": 148, | |
| "total": 1.0417687044143673, | |
| "mean": 0.007038977732529512, | |
| "p50": 0.007050239801406861, | |
| "p90": 0.00706897931098938, | |
| "p95": 0.007071743965148926, | |
| "p99": 0.007075962877273559, | |
| "stdev": 4.8335238693519625e-05, | |
| "stdev_": 0.6866798067870855 | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 284.1321674818375 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 8.530146307713879e-08, | |
| "ram": 4.5699996253472834e-08, | |
| "gpu": 5.492534424054086e-07, | |
| "total": 6.802549017360202e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 2940074.367558354 | |
| } | |
| } | |
| } | |
| } |