Hugging Face's logo

Datasets:
optimum-benchmark
/
cuda

Dataset card Data Studio Files Community
cuda / cuda_inference_transformers_image-classification_google /vit-base-patch16-224 /benchmark.json
IlyasMoutawwakil's picture
IlyasMoutawwakil HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
28d6387 verified
raw
history blame
14.8 kB
{
"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": 757.510144,
"max_global_vram": 1030.22592,
"max_process_vram": 0.0,
"max_reserved": 400.556032,
"max_allocated": 346.271744
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.19830322265625,
"mean": 7.19830322265625,
"stdev": 0.0,
"p50": 7.19830322265625,
"p90": 7.19830322265625,
"p95": 7.19830322265625,
"p99": 7.19830322265625,
"values": [
7.19830322265625
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 1.5505785743395488e-06,
"ram": 8.342376692506076e-07,
"gpu": 1.6705568920000191e-06,
"total": 4.055373135590176e-06
},
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 890.077184,
"max_global_vram": 1057.488896,
"max_process_vram": 0.0,
"max_reserved": 406.847488,
"max_allocated": 363.853824
},
"latency": {
"unit": "s",
"count": 210,
"total": 1.026246836662292,
"mean": 0.00488688969839187,
"stdev": 0.0001662238577952018,
"p50": 0.004858880043029785,
"p90": 0.004895027256011963,
"p95": 0.0049711616754531856,
"p99": 0.005216286644935608,
"values": [
0.006839263916015625,
0.006073344230651856,
0.005185535907745361,
0.005219327926635742,
0.0051404800415039064,
0.005175295829772949,
0.004897791862487793,
0.0049203200340270994,
0.004881408214569092,
0.004887551784515381,
0.004867072105407715,
0.004894720077514648,
0.004925439834594727,
0.004857855796813965,
0.004857855796813965,
0.004866047859191895,
0.00486195182800293,
0.00486195182800293,
0.004977663993835449,
0.004863999843597412,
0.004865024089813232,
0.00486297607421875,
0.00486195182800293,
0.004859903812408447,
0.00486195182800293,
0.004863999843597412,
0.0048558077812194825,
0.0048496642112731934,
0.004847616195678711,
0.004846591949462891,
0.0048496642112731934,
0.004969471931457519,
0.0048496642112731934,
0.004850687980651855,
0.004847616195678711,
0.0048568320274353025,
0.0048496642112731934,
0.004851712226867676,
0.00484662389755249,
0.004851712226867676,
0.0048496642112731934,
0.004848639965057373,
0.004851712226867676,
0.0048568320274353025,
0.004882431983947754,
0.004881408214569092,
0.004851712226867676,
0.0048527359962463375,
0.0048568320274353025,
0.004858880043029785,
0.004865024089813232,
0.00485478401184082,
0.0049725441932678225,
0.004857855796813965,
0.0048568320274353025,
0.004853759765625,
0.00486195182800293,
0.004859903812408447,
0.0048568320274353025,
0.0049530878067016604,
0.004859903812408447,
0.0048558077812194825,
0.004863999843597412,
0.004860928058624267,
0.004860928058624267,
0.0048558077812194825,
0.004859903812408447,
0.004860928058624267,
0.004860032081604004,
0.004859903812408447,
0.004860928058624267,
0.004858880043029785,
0.004859903812408447,
0.004858880043029785,
0.0048527359962463375,
0.004858880043029785,
0.004859903812408447,
0.00486297607421875,
0.00486195182800293,
0.004944896221160889,
0.00486195182800293,
0.004858880043029785,
0.00485478401184082,
0.00486297607421875,
0.004857855796813965,
0.0048558077812194825,
0.0048558077812194825,
0.004857855796813965,
0.004858880043029785,
0.004947968006134033,
0.0048568320274353025,
0.004860928058624267,
0.00486195182800293,
0.004860928058624267,
0.0048558077812194825,
0.0048568320274353025,
0.0048558077812194825,
0.004859903812408447,
0.0048568320274353025,
0.00486195182800293,
0.004860928058624267,
0.004853759765625,
0.004857855796813965,
0.004857855796813965,
0.0048568320274353025,
0.0048558077812194825,
0.004858880043029785,
0.004860928058624267,
0.004858880043029785,
0.004980735778808594,
0.0048568320274353025,
0.004857855796813965,
0.004858911991119385,
0.0048568320274353025,
0.004866047859191895,
0.004857855796813965,
0.004858880043029785,
0.004986879825592041,
0.00486297607421875,
0.0048568320274353025,
0.00486195182800293,
0.004857855796813965,
0.004860928058624267,
0.004859903812408447,
0.004857855796813965,
0.004860928058624267,
0.004860928058624267,
0.004857855796813965,
0.004860928058624267,
0.00485478401184082,
0.004853759765625,
0.0048558077812194825,
0.00485478401184082,
0.004858880043029785,
0.004851712226867676,
0.004859903812408447,
0.00486297607421875,
0.004860928058624267,
0.004958208084106445,
0.004860928058624267,
0.0048558077812194825,
0.00485478401184082,
0.004857855796813965,
0.004859903812408447,
0.0048568320274353025,
0.00486195182800293,
0.004860928058624267,
0.00485478401184082,
0.00486297607421875,
0.0048568320274353025,
0.004853759765625,
0.0048568320274353025,
0.00485478401184082,
0.0048558077812194825,
0.0048558077812194825,
0.004859903812408447,
0.004857855796813965,
0.004860928058624267,
0.004857855796813965,
0.004857855796813965,
0.004858880043029785,
0.004859903812408447,
0.004853759765625,
0.0048568320274353025,
0.0048558077812194825,
0.00485478401184082,
0.004857855796813965,
0.00485478401184082,
0.00486297607421875,
0.004859903812408447,
0.00496127986907959,
0.004857855796813965,
0.004857855796813965,
0.004853759765625,
0.004867072105407715,
0.004858880043029785,
0.004860928058624267,
0.004860928058624267,
0.00485478401184082,
0.004857855796813965,
0.0048558077812194825,
0.0048558077812194825,
0.004859903812408447,
0.004863999843597412,
0.0048558077812194825,
0.004857855796813965,
0.004860928058624267,
0.004859903812408447,
0.004857855796813965,
0.004857855796813965,
0.004992000102996826,
0.004930560111999512,
0.004853759765625,
0.004860928058624267,
0.0048568320274353025,
0.004857855796813965,
0.004858880043029785,
0.004859903812408447,
0.0048568320274353025,
0.004858880043029785,
0.004853759765625,
0.00485478401184082,
0.0048558077812194825,
0.00486195182800293,
0.004857855796813965,
0.0048568639755249025,
0.004859903812408447,
0.004865024089813232,
0.004858880043029785,
0.004858880043029785
]
},
"throughput": {
"unit": "samples/s",
"value": 204.629132580805
},
"energy": {
"unit": "kWh",
"cpu": 5.768675070542556e-08,
"ram": 3.154233455424296e-08,
"gpu": 3.362743074807708e-07,
"total": 4.2550339274043927e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 2350157.5241493047
}
}
}
}