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
302dba0
verified
| { | |
| "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_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": 1, | |
| "num_choices": 2, | |
| "sequence_length": 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": 66697.293824, | |
| "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": "0.3.1", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.42.4", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.32.1", | |
| "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": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 757.272576, | |
| "max_global_vram": 1030.22592, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 400.556032, | |
| "max_allocated": 346.271744 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.22912060546875, | |
| "mean": 7.22912060546875, | |
| "stdev": 0.0, | |
| "p50": 7.22912060546875, | |
| "p90": 7.22912060546875, | |
| "p95": 7.22912060546875, | |
| "p99": 7.22912060546875, | |
| "values": [ | |
| 7.22912060546875 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.6017716791894702e-06, | |
| "ram": 8.619921118185894e-07, | |
| "gpu": 1.7600014080004084e-06, | |
| "total": 4.2237651990084676e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 888.487936, | |
| "max_global_vram": 1057.488896, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 406.847488, | |
| "max_allocated": 363.853824 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 201, | |
| "total": 1.0033634219169614, | |
| "mean": 0.004991857820482396, | |
| "stdev": 0.00014580239615959596, | |
| "p50": 0.0049090561866760255, | |
| "p90": 0.005186560153961181, | |
| "p95": 0.0052367358207702636, | |
| "p99": 0.0053534722328186036, | |
| "values": [ | |
| 0.005299200057983398, | |
| 0.005258240222930908, | |
| 0.005221375942230225, | |
| 0.005262335777282715, | |
| 0.00517632007598877, | |
| 0.004965375900268554, | |
| 0.004933631896972656, | |
| 0.004977663993835449, | |
| 0.004901887893676758, | |
| 0.004865024089813232, | |
| 0.005029888153076172, | |
| 0.005213183879852295, | |
| 0.005143583774566651, | |
| 0.0050954241752624516, | |
| 0.005280767917633057, | |
| 0.005183487892150879, | |
| 0.00516096019744873, | |
| 0.0050124797821044925, | |
| 0.004977663993835449, | |
| 0.004983808040618896, | |
| 0.005048319816589355, | |
| 0.005431295871734619, | |
| 0.005186560153961181, | |
| 0.005165056228637695, | |
| 0.0053534722328186036, | |
| 0.0052367358207702636, | |
| 0.005161983966827393, | |
| 0.005152768135070801, | |
| 0.005071872234344482, | |
| 0.00505241584777832, | |
| 0.005149695873260498, | |
| 0.005167103767395019, | |
| 0.005171135902404785, | |
| 0.005158912181854248, | |
| 0.0051578559875488286, | |
| 0.005206016063690186, | |
| 0.0051825280189514164, | |
| 0.005149695873260498, | |
| 0.0050841598510742185, | |
| 0.0051660799980163576, | |
| 0.005194752216339111, | |
| 0.005172224044799805, | |
| 0.005173247814178467, | |
| 0.005144576072692871, | |
| 0.0050094079971313476, | |
| 0.005059584140777588, | |
| 0.0051066880226135255, | |
| 0.005028863906860351, | |
| 0.00506879997253418, | |
| 0.005054463863372802, | |
| 0.005029888153076172, | |
| 0.005044223785400391, | |
| 0.005057536125183106, | |
| 0.0051476478576660155, | |
| 0.005187583923339844, | |
| 0.005174272060394287, | |
| 0.005190656185150146, | |
| 0.00515993595123291, | |
| 0.004911168098449707, | |
| 0.004928512096405029, | |
| 0.004866047859191895, | |
| 0.004872191905975342, | |
| 0.004865024089813232, | |
| 0.004863999843597412, | |
| 0.004869120121002197, | |
| 0.004893695831298828, | |
| 0.004893695831298828, | |
| 0.004881408214569092, | |
| 0.00486195182800293, | |
| 0.005396480083465576, | |
| 0.004996096134185791, | |
| 0.005071872234344482, | |
| 0.0050165758132934574, | |
| 0.005114880084991455, | |
| 0.005071872234344482, | |
| 0.005082111835479736, | |
| 0.005276671886444092, | |
| 0.005313536167144775, | |
| 0.005078015804290771, | |
| 0.005148672103881836, | |
| 0.005101568222045898, | |
| 0.005115903854370117, | |
| 0.00506879997253418, | |
| 0.00511897611618042, | |
| 0.005139455795288086, | |
| 0.005057536125183106, | |
| 0.005081088066101074, | |
| 0.005238783836364746, | |
| 0.0051773438453674315, | |
| 0.005167103767395019, | |
| 0.0052111358642578124, | |
| 0.005197824001312256, | |
| 0.0051435518264770505, | |
| 0.005146592140197754, | |
| 0.00516812801361084, | |
| 0.005130239963531494, | |
| 0.005134335994720459, | |
| 0.0050657281875610355, | |
| 0.00501145601272583, | |
| 0.005142528057098389, | |
| 0.005055488109588623, | |
| 0.004996096134185791, | |
| 0.004992000102996826, | |
| 0.004851712226867676, | |
| 0.004850687980651855, | |
| 0.004850687980651855, | |
| 0.005067776203155518, | |
| 0.0049530878067016604, | |
| 0.00486297607421875, | |
| 0.0049090561866760255, | |
| 0.004865024089813232, | |
| 0.004863999843597412, | |
| 0.00486297607421875, | |
| 0.004866047859191895, | |
| 0.00486195182800293, | |
| 0.004921343803405762, | |
| 0.004890624046325683, | |
| 0.004898816108703613, | |
| 0.00501043176651001, | |
| 0.005085184097290039, | |
| 0.00520908784866333, | |
| 0.0049500160217285155, | |
| 0.004863999843597412, | |
| 0.004865024089813232, | |
| 0.004860928058624267, | |
| 0.004866047859191895, | |
| 0.005040128231048584, | |
| 0.0048865280151367185, | |
| 0.004866047859191895, | |
| 0.004863999843597412, | |
| 0.004863999843597412, | |
| 0.004859903812408447, | |
| 0.004860928058624267, | |
| 0.004865024089813232, | |
| 0.00486195182800293, | |
| 0.00486195182800293, | |
| 0.00486297607421875, | |
| 0.004860928058624267, | |
| 0.0048578882217407224, | |
| 0.004863999843597412, | |
| 0.004863999843597412, | |
| 0.004866047859191895, | |
| 0.004863999843597412, | |
| 0.00486195182800293, | |
| 0.004860928058624267, | |
| 0.004863999843597412, | |
| 0.004859903812408447, | |
| 0.00486195182800293, | |
| 0.004859903812408447, | |
| 0.004863999843597412, | |
| 0.00486297607421875, | |
| 0.004865024089813232, | |
| 0.004865056037902832, | |
| 0.004865024089813232, | |
| 0.004865024089813232, | |
| 0.004863999843597412, | |
| 0.00486195182800293, | |
| 0.004858880043029785, | |
| 0.004866047859191895, | |
| 0.00486297607421875, | |
| 0.004863999843597412, | |
| 0.004858880043029785, | |
| 0.00486297607421875, | |
| 0.004860928058624267, | |
| 0.00486297607421875, | |
| 0.004865024089813232, | |
| 0.00486297607421875, | |
| 0.004866047859191895, | |
| 0.00486297607421875, | |
| 0.004865024089813232, | |
| 0.004863999843597412, | |
| 0.00486195182800293, | |
| 0.004860928058624267, | |
| 0.00486297607421875, | |
| 0.00486195182800293, | |
| 0.004860928058624267, | |
| 0.004865024089813232, | |
| 0.00486297607421875, | |
| 0.004863999843597412, | |
| 0.00486195182800293, | |
| 0.004867072105407715, | |
| 0.00486297607421875, | |
| 0.004867072105407715, | |
| 0.00486297607421875, | |
| 0.004859903812408447, | |
| 0.004865024089813232, | |
| 0.004863999843597412, | |
| 0.00486297607421875, | |
| 0.004863999843597412, | |
| 0.00486297607421875, | |
| 0.004865024089813232, | |
| 0.004863999843597412, | |
| 0.004867072105407715, | |
| 0.004860928058624267, | |
| 0.00486297607421875, | |
| 0.004866047859191895, | |
| 0.00486297607421875, | |
| 0.004865024089813232, | |
| 0.00486297607421875, | |
| 0.00486297607421875, | |
| 0.00486297607421875 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 200.32621840646965 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 5.7841247323313916e-08, | |
| "ram": 3.1559990119409156e-08, | |
| "gpu": 3.5687890582938163e-07, | |
| "total": 4.4628014327210466e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 2240745.000815066 | |
| } | |
| } | |
| } | |
| } |