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
a07d699
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.0+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": 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": 66697.25696, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.220-209.869.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": "0.4.0", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.44.0", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.33.0", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.30.0", | |
| "diffusers_commit": null, | |
| "optimum_version": null, | |
| "optimum_commit": null, | |
| "timm_version": "1.0.8", | |
| "timm_commit": null, | |
| "peft_version": null, | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 827.547648, | |
| "max_global_vram": 1030.22592, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 400.556032, | |
| "max_allocated": 346.271744 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.409978515625, | |
| "mean": 7.409978515625, | |
| "stdev": 0.0, | |
| "p50": 7.409978515625, | |
| "p90": 7.409978515625, | |
| "p95": 7.409978515625, | |
| "p99": 7.409978515625, | |
| "values": [ | |
| 7.409978515625 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.4670673104163257e-06, | |
| "ram": 7.885321570406636e-07, | |
| "gpu": 1.6850013479993708e-06, | |
| "total": 3.94060081545636e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1037.459456, | |
| "max_global_vram": 1049.100288, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 406.847488, | |
| "max_allocated": 363.853824 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 187, | |
| "total": 0.9969431366920466, | |
| "mean": 0.005331246720278327, | |
| "stdev": 0.0002892204951455842, | |
| "p50": 0.00530944013595581, | |
| "p90": 0.005632396793365479, | |
| "p95": 0.005713305711746216, | |
| "p99": 0.006128312530517576, | |
| "values": [ | |
| 0.005543935775756836, | |
| 0.005492735862731934, | |
| 0.005573631763458252, | |
| 0.005323775768280029, | |
| 0.005299200057983398, | |
| 0.005532671928405761, | |
| 0.005322751998901368, | |
| 0.005294144153594971, | |
| 0.0053647360801696775, | |
| 0.0052633600234985355, | |
| 0.005339136123657226, | |
| 0.00531660795211792, | |
| 0.005248000144958496, | |
| 0.0052899842262268066, | |
| 0.00538316822052002, | |
| 0.005331967830657959, | |
| 0.005260287761688232, | |
| 0.0052008957862854, | |
| 0.005142528057098389, | |
| 0.005150720119476319, | |
| 0.005254144191741943, | |
| 0.005233727931976319, | |
| 0.005272575855255127, | |
| 0.005375999927520752, | |
| 0.005326848030090332, | |
| 0.0053340158462524415, | |
| 0.005362656116485596, | |
| 0.005260287761688232, | |
| 0.005242911815643311, | |
| 0.005258240222930908, | |
| 0.005242879867553711, | |
| 0.005299200057983398, | |
| 0.005387263774871826, | |
| 0.00530944013595581, | |
| 0.0052930560111999515, | |
| 0.005370880126953125, | |
| 0.005276671886444092, | |
| 0.005282815933227539, | |
| 0.00531660795211792, | |
| 0.00526643180847168, | |
| 0.00526643180847168, | |
| 0.005307392120361328, | |
| 0.005276607990264893, | |
| 0.005575679779052735, | |
| 0.005597184181213379, | |
| 0.005426176071166992, | |
| 0.005499904155731201, | |
| 0.005500927925109863, | |
| 0.0055214080810546875, | |
| 0.005570559978485107, | |
| 0.005576704025268555, | |
| 0.005593088150024414, | |
| 0.0055808000564575196, | |
| 0.005530623912811279, | |
| 0.005629951953887939, | |
| 0.0056360640525817875, | |
| 0.005620736122131348, | |
| 0.005616640090942383, | |
| 0.005580832004547119, | |
| 0.005641215801239013, | |
| 0.005577727794647217, | |
| 0.0055511040687561035, | |
| 0.005500927925109863, | |
| 0.005548031806945801, | |
| 0.00576204776763916, | |
| 0.005598207950592041, | |
| 0.006651904106140137, | |
| 0.006105088233947754, | |
| 0.006047743797302246, | |
| 0.0055788478851318355, | |
| 0.005544960021972656, | |
| 0.0054876160621643065, | |
| 0.005598207950592041, | |
| 0.005550079822540284, | |
| 0.0055552000999450684, | |
| 0.005670911788940429, | |
| 0.0055808000564575196, | |
| 0.005659647941589355, | |
| 0.005535744190216065, | |
| 0.005549056053161621, | |
| 0.005571584224700928, | |
| 0.005530623912811279, | |
| 0.005581823825836182, | |
| 0.005942272186279297, | |
| 0.00562278413772583, | |
| 0.005620736122131348, | |
| 0.005610496044158936, | |
| 0.005731328010559082, | |
| 0.0057118721008300784, | |
| 0.005658624172210694, | |
| 0.005604351997375488, | |
| 0.005656576156616211, | |
| 0.005575679779052735, | |
| 0.005570559978485107, | |
| 0.005645311832427978, | |
| 0.0055848960876464845, | |
| 0.005569536209106446, | |
| 0.005513216018676758, | |
| 0.005637119770050049, | |
| 0.005560256004333496, | |
| 0.005485568046569824, | |
| 0.005713920116424561, | |
| 0.005430272102355957, | |
| 0.005311488151550293, | |
| 0.006270976066589356, | |
| 0.005740543842315674, | |
| 0.005559296131134033, | |
| 0.005303296089172363, | |
| 0.005248000144958496, | |
| 0.005287936210632324, | |
| 0.005245984077453613, | |
| 0.005359615802764893, | |
| 0.0054917120933532714, | |
| 0.005355519771575928, | |
| 0.005359615802764893, | |
| 0.0053534722328186036, | |
| 0.005320703983306885, | |
| 0.00537497615814209, | |
| 0.005535711765289306, | |
| 0.005548031806945801, | |
| 0.005388288021087646, | |
| 0.005252128124237061, | |
| 0.005278719902038574, | |
| 0.005269504070281982, | |
| 0.005288959980010987, | |
| 0.005261312007904053, | |
| 0.005282847881317138, | |
| 0.005299200057983398, | |
| 0.00524294376373291, | |
| 0.005221375942230225, | |
| 0.00586137580871582, | |
| 0.005183487892150879, | |
| 0.005180416107177735, | |
| 0.0051363840103149415, | |
| 0.005135359764099121, | |
| 0.005123072147369385, | |
| 0.005163008213043213, | |
| 0.00511897611618042, | |
| 0.005112895965576172, | |
| 0.0051333122253417966, | |
| 0.005115903854370117, | |
| 0.005026815891265869, | |
| 0.005000192165374756, | |
| 0.004968448162078858, | |
| 0.004964352130889893, | |
| 0.004956160068511963, | |
| 0.004952064037322998, | |
| 0.00497049617767334, | |
| 0.004963327884674072, | |
| 0.004956160068511963, | |
| 0.004956160068511963, | |
| 0.004959231853485108, | |
| 0.004963327884674072, | |
| 0.004944896221160889, | |
| 0.004951039791107178, | |
| 0.004941823959350586, | |
| 0.0049827837944030765, | |
| 0.004946944236755371, | |
| 0.004947968006134033, | |
| 0.004965375900268554, | |
| 0.0049797120094299315, | |
| 0.004964352130889893, | |
| 0.004965375900268554, | |
| 0.004963327884674072, | |
| 0.004983808040618896, | |
| 0.004960256099700928, | |
| 0.004965375900268554, | |
| 0.004944896221160889, | |
| 0.004975615978240967, | |
| 0.004966400146484375, | |
| 0.0049387521743774416, | |
| 0.0049500160217285155, | |
| 0.004956160068511963, | |
| 0.004966400146484375, | |
| 0.0049428482055664065, | |
| 0.004965375900268554, | |
| 0.004966400146484375, | |
| 0.00497049617767334, | |
| 0.0049530878067016604, | |
| 0.00495411205291748, | |
| 0.0049500160217285155, | |
| 0.004973567962646484, | |
| 0.004935679912567138, | |
| 0.00496127986907959, | |
| 0.0049459199905395506, | |
| 0.00497049617767334, | |
| 0.004966400146484375 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 187.57338620182884 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 5.87988693997545e-08, | |
| "ram": 3.210453193753322e-08, | |
| "gpu": 3.6490265715841723e-07, | |
| "total": 4.5580605849570496e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 2193915.551057606 | |
| } | |
| } | |
| } | |
| } |