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
63a56ad 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": "4.43.3",
"transformers_commit": null,
"accelerate_version": "0.33.0",
"accelerate_commit": null,
"diffusers_version": "0.29.2",
"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": 757.846016,
"max_global_vram": 1030.22592,
"max_process_vram": 0.0,
"max_reserved": 400.556032,
"max_allocated": 346.271744
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.276546875,
"mean": 7.276546875,
"stdev": 0.0,
"p50": 7.276546875,
"p90": 7.276546875,
"p95": 7.276546875,
"p99": 7.276546875,
"values": [
7.276546875
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 1.6837403178215026e-06,
"ram": 9.023811430493348e-07,
"gpu": 4.041669899999822e-06,
"total": 6.6277913608706595e-06
},
"efficiency": null
},
"forward": {
"memory": {
"unit": "MB",
"max_ram": 890.433536,
"max_global_vram": 1057.488896,
"max_process_vram": 0.0,
"max_reserved": 406.847488,
"max_allocated": 363.853824
},
"latency": {
"unit": "s",
"count": 209,
"total": 1.0293035187721256,
"mean": 0.004924897219005384,
"stdev": 9.489734518260596e-05,
"p50": 0.00487116813659668,
"p90": 0.005086208057403565,
"p95": 0.005112627124786377,
"p99": 0.005216214962005615,
"values": [
0.005203968048095703,
0.004877312183380127,
0.004911104202270508,
0.004934656143188477,
0.00511078405380249,
0.004910079956054687,
0.0049090561866760255,
0.004887551784515381,
0.0048752641677856446,
0.0049192957878112795,
0.0048752641677856446,
0.004876287937164306,
0.004876287937164306,
0.0048752641677856446,
0.004880383968353271,
0.004874239921569825,
0.004876287937164306,
0.004876287937164306,
0.0048752641677856446,
0.004874239921569825,
0.0048752641677856446,
0.0048752641677856446,
0.004876287937164306,
0.004878335952758789,
0.0050124797821044925,
0.00487014389038086,
0.00501964807510376,
0.004867072105407715,
0.00486297607421875,
0.004865024089813232,
0.004866047859191895,
0.004863999843597412,
0.004891647815704346,
0.004893695831298828,
0.004887551784515381,
0.00486297607421875,
0.00486195182800293,
0.004863999843597412,
0.00486195182800293,
0.004867072105407715,
0.004993023872375488,
0.005071872234344482,
0.005017600059509277,
0.004993023872375488,
0.005085184097290039,
0.005024767875671386,
0.00521727991104126,
0.0051138558387756345,
0.005030911922454834,
0.004901887893676758,
0.004891647815704346,
0.004866047859191895,
0.004899839878082276,
0.005004288196563721,
0.005037055969238281,
0.004867072105407715,
0.004986879825592041,
0.005024767875671386,
0.004928512096405029,
0.004983808040618896,
0.005099520206451416,
0.005108736038208008,
0.005090303897857666,
0.0051066880226135255,
0.005114880084991455,
0.005130239963531494,
0.00486297607421875,
0.00487116813659668,
0.004866047859191895,
0.004931583881378174,
0.004877376079559326,
0.004863999843597412,
0.0048865280151367185,
0.004874239921569825,
0.004866047859191895,
0.005021696090698242,
0.0051701760292053225,
0.004959231853485108,
0.004921343803405762,
0.0049725441932678225,
0.005004288196563721,
0.004989952087402344,
0.005061632156372071,
0.005107711791992187,
0.00499507188796997,
0.004914175987243652,
0.004973567962646484,
0.00521830415725708,
0.005194752216339111,
0.005057536125183106,
0.005005311965942383,
0.004963327884674072,
0.005018623828887939,
0.005091328144073487,
0.005092351913452148,
0.0051968002319335935,
0.005115903854370117,
0.005108736038208008,
0.005066751956939697,
0.0053043198585510255,
0.005099520206451416,
0.005044223785400391,
0.005033984184265137,
0.005075967788696289,
0.005008384227752686,
0.004880383968353271,
0.0050657281875610355,
0.0050728960037231445,
0.004894720077514648,
0.004867072105407715,
0.004866112232208252,
0.004863999843597412,
0.004866047859191895,
0.004868095874786377,
0.00486195182800293,
0.004867072105407715,
0.00486195182800293,
0.00486195182800293,
0.004867072105407715,
0.005037055969238281,
0.004858880043029785,
0.004860928058624267,
0.004865024089813232,
0.004867072105407715,
0.004859903812408447,
0.004863999843597412,
0.004863999843597412,
0.00486195182800293,
0.00486297607421875,
0.0048895998001098635,
0.004931583881378174,
0.004865024089813232,
0.004847616195678711,
0.004887551784515381,
0.005044223785400391,
0.0048220157623291016,
0.004865024089813232,
0.004866047859191895,
0.004867072105407715,
0.00487014389038086,
0.004873216152191162,
0.00487014389038086,
0.00487116813659668,
0.004867072105407715,
0.004867072105407715,
0.00487014389038086,
0.004866047859191895,
0.004869120121002197,
0.004868095874786377,
0.004863999843597412,
0.004869120121002197,
0.004865024089813232,
0.004869120121002197,
0.004869120121002197,
0.004863999843597412,
0.00486297607421875,
0.004867072105407715,
0.004869120121002197,
0.004867072105407715,
0.004869120121002197,
0.00487116813659668,
0.004868095874786377,
0.004866047859191895,
0.004865024089813232,
0.004866047859191895,
0.00486297607421875,
0.00487014389038086,
0.004867072105407715,
0.004869120121002197,
0.004867167949676514,
0.00487116813659668,
0.004867072105407715,
0.00487116813659668,
0.004867072105407715,
0.00487116813659668,
0.004868095874786377,
0.004868095874786377,
0.004866047859191895,
0.0048752641677856446,
0.004863999843597412,
0.004865024089813232,
0.004869120121002197,
0.004867072105407715,
0.004872191905975342,
0.004869120121002197,
0.004866047859191895,
0.004868095874786377,
0.004866047859191895,
0.004869120121002197,
0.00487014389038086,
0.004866047859191895,
0.004867072105407715,
0.004866047859191895,
0.00486297607421875,
0.004868095874786377,
0.00487014389038086,
0.004867072105407715,
0.004867072105407715,
0.00487116813659668,
0.00487014389038086,
0.004867072105407715,
0.004866047859191895,
0.004865024089813232,
0.00487014389038086,
0.004866047859191895,
0.00486195182800293,
0.004867072105407715,
0.004869120121002197,
0.00487116813659668
]
},
"throughput": {
"unit": "samples/s",
"value": 203.04992277624763
},
"energy": {
"unit": "kWh",
"cpu": 5.776617183630061e-08,
"ram": 3.158609878048279e-08,
"gpu": 3.7929466889099856e-07,
"total": 4.686469395077819e-07
},
"efficiency": {
"unit": "samples/kWh",
"value": 2133802.4762314595
}
}
}
}