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
e5d2a44
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": 827.55584, | |
| "max_global_vram": 1030.22592, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 400.556032, | |
| "max_allocated": 346.271744 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.47633544921875, | |
| "mean": 7.47633544921875, | |
| "stdev": 0.0, | |
| "p50": 7.47633544921875, | |
| "p90": 7.47633544921875, | |
| "p95": 7.47633544921875, | |
| "p99": 7.47633544921875, | |
| "values": [ | |
| 7.47633544921875 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.484241040972023e-06, | |
| "ram": 7.978785663303274e-07, | |
| "gpu": 1.685834682000134e-06, | |
| "total": 3.967954289302484e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1036.34944, | |
| "max_global_vram": 1049.100288, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 406.847488, | |
| "max_allocated": 363.853824 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 186, | |
| "total": 0.9991108498573307, | |
| "mean": 0.0053715637089103785, | |
| "stdev": 0.00031158698037558923, | |
| "p50": 0.005427711963653565, | |
| "p90": 0.005619711875915527, | |
| "p95": 0.005678624033927918, | |
| "p99": 0.006497587084770203, | |
| "values": [ | |
| 0.00568012809753418, | |
| 0.005384191989898681, | |
| 0.005543935775756836, | |
| 0.005437312126159668, | |
| 0.005541888236999512, | |
| 0.005525536060333252, | |
| 0.00552345609664917, | |
| 0.005515232086181641, | |
| 0.005586847782135009, | |
| 0.005603392124176026, | |
| 0.0054282240867614745, | |
| 0.0054373440742492675, | |
| 0.005537792205810547, | |
| 0.0057140798568725585, | |
| 0.005492671966552735, | |
| 0.005552127838134766, | |
| 0.005473472118377685, | |
| 0.0055101442337036136, | |
| 0.005343232154846191, | |
| 0.00538316822052002, | |
| 0.005409791946411133, | |
| 0.005534719944000244, | |
| 0.005606400012969971, | |
| 0.005549056053161621, | |
| 0.005513216018676758, | |
| 0.005518335819244385, | |
| 0.005510975837707519, | |
| 0.005494783878326416, | |
| 0.005549248218536377, | |
| 0.005417920112609863, | |
| 0.005437439918518067, | |
| 0.005547008037567139, | |
| 0.005523295879364014, | |
| 0.005625823974609375, | |
| 0.005547008037567139, | |
| 0.005640192031860352, | |
| 0.005570559978485107, | |
| 0.005623807907104492, | |
| 0.0055808000564575196, | |
| 0.005544960021972656, | |
| 0.005495808124542236, | |
| 0.005495776176452636, | |
| 0.005488639831542969, | |
| 0.005514175891876221, | |
| 0.005544896125793457, | |
| 0.005417984008789062, | |
| 0.005493760108947754, | |
| 0.005599167823791504, | |
| 0.005483520030975342, | |
| 0.005474175930023193, | |
| 0.005389311790466309, | |
| 0.00552243185043335, | |
| 0.0054568958282470706, | |
| 0.005499904155731201, | |
| 0.005434207916259766, | |
| 0.005529600143432617, | |
| 0.005570335865020752, | |
| 0.005566463947296142, | |
| 0.005600255966186523, | |
| 0.005633024215698243, | |
| 0.005494880199432373, | |
| 0.005506048202514649, | |
| 0.005438464164733887, | |
| 0.005228544235229492, | |
| 0.0055511040687561035, | |
| 0.0055203838348388675, | |
| 0.006416384220123291, | |
| 0.00537827205657959, | |
| 0.005445663928985596, | |
| 0.005435391902923584, | |
| 0.005463168144226074, | |
| 0.005303423881530761, | |
| 0.005238783836364746, | |
| 0.005371903896331787, | |
| 0.00537497615814209, | |
| 0.0055285758972167965, | |
| 0.00552345609664917, | |
| 0.005674111843109131, | |
| 0.0054271998405456545, | |
| 0.005511168003082275, | |
| 0.005442560195922852, | |
| 0.005436416149139404, | |
| 0.005499904155731201, | |
| 0.005431136131286621, | |
| 0.005399551868438721, | |
| 0.0054568958282470706, | |
| 0.005477375984191894, | |
| 0.005465087890625, | |
| 0.005627935886383057, | |
| 0.005624832153320313, | |
| 0.005684224128723145, | |
| 0.005561344146728516, | |
| 0.005629951953887939, | |
| 0.005652480125427246, | |
| 0.005582848072052002, | |
| 0.005615615844726562, | |
| 0.0054876160621643065, | |
| 0.005602272033691407, | |
| 0.005319647789001465, | |
| 0.00537395191192627, | |
| 0.005515039920806885, | |
| 0.005486591815948487, | |
| 0.00533190393447876, | |
| 0.005439487934112549, | |
| 0.005391359806060791, | |
| 0.005192895889282226, | |
| 0.005274432182312012, | |
| 0.005329919815063477, | |
| 0.005459968090057373, | |
| 0.005238783836364746, | |
| 0.005175072193145752, | |
| 0.005142528057098389, | |
| 0.005138336181640625, | |
| 0.00510975980758667, | |
| 0.00516812801361084, | |
| 0.005241856098175048, | |
| 0.005298175811767578, | |
| 0.006323200225830078, | |
| 0.006449151992797852, | |
| 0.006494207859039307, | |
| 0.006516736030578613, | |
| 0.006681600093841553, | |
| 0.00638976001739502, | |
| 0.005339136123657226, | |
| 0.005349376201629639, | |
| 0.005396480083465576, | |
| 0.005216095924377441, | |
| 0.005206016063690186, | |
| 0.005208064079284668, | |
| 0.0051794562339782715, | |
| 0.005210112094879151, | |
| 0.005203968048095703, | |
| 0.0051773438453674315, | |
| 0.005145599842071533, | |
| 0.005155839920043945, | |
| 0.005183487892150879, | |
| 0.005164031982421875, | |
| 0.005097472190856934, | |
| 0.005037055969238281, | |
| 0.005039103984832764, | |
| 0.005032959938049316, | |
| 0.00501638412475586, | |
| 0.00501964807510376, | |
| 0.0050032639503479, | |
| 0.004946944236755371, | |
| 0.004973567962646484, | |
| 0.0049797120094299315, | |
| 0.004966559886932373, | |
| 0.004960351943969726, | |
| 0.004980735778808594, | |
| 0.005024767875671386, | |
| 0.005031936168670655, | |
| 0.005028863906860351, | |
| 0.00501145601272583, | |
| 0.00502784013748169, | |
| 0.005031936168670655, | |
| 0.0050206718444824215, | |
| 0.005020607948303222, | |
| 0.0050206718444824215, | |
| 0.005023744106292725, | |
| 0.005012544155120849, | |
| 0.00501145601272583, | |
| 0.005025792121887207, | |
| 0.005039103984832764, | |
| 0.004996096134185791, | |
| 0.005014527797698975, | |
| 0.00501145601272583, | |
| 0.005008384227752686, | |
| 0.005035007953643799, | |
| 0.00506060791015625, | |
| 0.005048319816589355, | |
| 0.00501964807510376, | |
| 0.0050063362121582035, | |
| 0.005031936168670655, | |
| 0.005015552043914795, | |
| 0.005006495952606201, | |
| 0.0050124797821044925, | |
| 0.005023744106292725, | |
| 0.005017600059509277, | |
| 0.00501145601272583, | |
| 0.0050022401809692385, | |
| 0.005029888153076172, | |
| 0.00502569580078125, | |
| 0.005001215934753418, | |
| 0.0050165758132934574, | |
| 0.005033120155334473 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 186.16552910676543 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 5.9249565031251454e-08, | |
| "ram": 3.239457285786679e-08, | |
| "gpu": 3.451641650200005e-07, | |
| "total": 4.368083029091187e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 2289333.772595567 | |
| } | |
| } | |
| } | |
| } |