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
032b726
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": 827.26912, | |
| "max_global_vram": 1030.22592, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 400.556032, | |
| "max_allocated": 346.271744 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.46134033203125, | |
| "mean": 7.46134033203125, | |
| "stdev": 0.0, | |
| "p50": 7.46134033203125, | |
| "p90": 7.46134033203125, | |
| "p95": 7.46134033203125, | |
| "p99": 7.46134033203125, | |
| "values": [ | |
| 7.46134033203125 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.4571563694434847e-06, | |
| "ram": 7.829513956243275e-07, | |
| "gpu": 1.8397236940005668e-06, | |
| "total": 4.079831459068379e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1036.619776, | |
| "max_global_vram": 1049.100288, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 406.847488, | |
| "max_allocated": 363.853824 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 194, | |
| "total": 1.0002515802383423, | |
| "mean": 0.005155935980610012, | |
| "stdev": 0.00017839444106018633, | |
| "p50": 0.005128175973892212, | |
| "p90": 0.00521256947517395, | |
| "p95": 0.005398528146743773, | |
| "p99": 0.005841551222801208, | |
| "values": [ | |
| 0.00582144021987915, | |
| 0.005818399906158447, | |
| 0.005808127880096436, | |
| 0.0057784318923950195, | |
| 0.005835807800292968, | |
| 0.005837823867797852, | |
| 0.005804031848907471, | |
| 0.0062494721412658695, | |
| 0.0052367358207702636, | |
| 0.005057536125183106, | |
| 0.004957183837890625, | |
| 0.004955135822296143, | |
| 0.004915200233459473, | |
| 0.005126143932342529, | |
| 0.005183487892150879, | |
| 0.005094399929046631, | |
| 0.005082111835479736, | |
| 0.005128255844116211, | |
| 0.005091328144073487, | |
| 0.005090303897857666, | |
| 0.0051036162376403805, | |
| 0.005094399929046631, | |
| 0.005169151782989502, | |
| 0.00506774377822876, | |
| 0.00510975980758667, | |
| 0.005098495960235596, | |
| 0.005108736038208008, | |
| 0.005089280128479004, | |
| 0.005099520206451416, | |
| 0.00510975980758667, | |
| 0.005074944019317627, | |
| 0.00510975980758667, | |
| 0.005096479892730713, | |
| 0.005116928100585938, | |
| 0.005074944019317627, | |
| 0.005116928100585938, | |
| 0.005108736038208008, | |
| 0.005057536125183106, | |
| 0.005122047901153564, | |
| 0.005094399929046631, | |
| 0.005074944019317627, | |
| 0.005074944019317627, | |
| 0.0051435518264770505, | |
| 0.005208064079284668, | |
| 0.0051138558387756345, | |
| 0.005150720119476319, | |
| 0.005571584224700928, | |
| 0.005155839920043945, | |
| 0.005155839920043945, | |
| 0.005107711791992187, | |
| 0.005104640007019043, | |
| 0.005130239963531494, | |
| 0.005167103767395019, | |
| 0.005257215976715088, | |
| 0.005128191947937012, | |
| 0.005121024131774903, | |
| 0.005075967788696289, | |
| 0.00506982421875, | |
| 0.005082111835479736, | |
| 0.005093376159667969, | |
| 0.005097472190856934, | |
| 0.005099520206451416, | |
| 0.005112832069396973, | |
| 0.005108736038208008, | |
| 0.00506982421875, | |
| 0.005047296047210693, | |
| 0.005891071796417236, | |
| 0.0050165758132934574, | |
| 0.004983808040618896, | |
| 0.004944928169250488, | |
| 0.0049387521743774416, | |
| 0.00491315221786499, | |
| 0.004936704158782959, | |
| 0.004925439834594727, | |
| 0.0049909758567810054, | |
| 0.004997119903564453, | |
| 0.005005375862121582, | |
| 0.004905983924865722, | |
| 0.0049162240028381345, | |
| 0.0048865280151367185, | |
| 0.004892672061920166, | |
| 0.004884479999542236, | |
| 0.005111807823181152, | |
| 0.005144639968872071, | |
| 0.00511078405380249, | |
| 0.005142528057098389, | |
| 0.005135359764099121, | |
| 0.005112832069396973, | |
| 0.005127168178558349, | |
| 0.0051476478576660155, | |
| 0.005146624088287354, | |
| 0.0051660799980163576, | |
| 0.005164031982421875, | |
| 0.005146624088287354, | |
| 0.005128191947937012, | |
| 0.005121024131774903, | |
| 0.00515174388885498, | |
| 0.005121024131774903, | |
| 0.005129216194152832, | |
| 0.005178368091583252, | |
| 0.0051138558387756345, | |
| 0.0051404800415039064, | |
| 0.005149695873260498, | |
| 0.005169151782989502, | |
| 0.005116991996765137, | |
| 0.005111807823181152, | |
| 0.0051435518264770505, | |
| 0.0051036162376403805, | |
| 0.005107711791992187, | |
| 0.005152768135070801, | |
| 0.005162943840026855, | |
| 0.005154816150665284, | |
| 0.005122047901153564, | |
| 0.005179391860961914, | |
| 0.0051138558387756345, | |
| 0.005115903854370117, | |
| 0.005173247814178467, | |
| 0.005239808082580567, | |
| 0.005193727970123291, | |
| 0.005167103767395019, | |
| 0.005201920032501221, | |
| 0.005157887935638428, | |
| 0.005182464122772217, | |
| 0.005213183879852295, | |
| 0.005114880084991455, | |
| 0.005137407779693603, | |
| 0.005169151782989502, | |
| 0.005122047901153564, | |
| 0.005112832069396973, | |
| 0.005210112094879151, | |
| 0.005203968048095703, | |
| 0.005099520206451416, | |
| 0.005305344104766845, | |
| 0.0051968002319335935, | |
| 0.005173215866088867, | |
| 0.00511897611618042, | |
| 0.005189631938934326, | |
| 0.005137407779693603, | |
| 0.005135359764099121, | |
| 0.00511897611618042, | |
| 0.005213183879852295, | |
| 0.005169151782989502, | |
| 0.005152768135070801, | |
| 0.005156864166259765, | |
| 0.005099520206451416, | |
| 0.005167103767395019, | |
| 0.005148672103881836, | |
| 0.005148672103881836, | |
| 0.005122047901153564, | |
| 0.005090303897857666, | |
| 0.005179391860961914, | |
| 0.005111807823181152, | |
| 0.005130239963531494, | |
| 0.005129248142242432, | |
| 0.005135359764099121, | |
| 0.00510975980758667, | |
| 0.0051363840103149415, | |
| 0.005180416107177735, | |
| 0.005127168178558349, | |
| 0.005144576072692871, | |
| 0.0051404800415039064, | |
| 0.005148672103881836, | |
| 0.005280767917633057, | |
| 0.005190656185150146, | |
| 0.0052111358642578124, | |
| 0.005129216194152832, | |
| 0.005261312007904053, | |
| 0.005236767768859864, | |
| 0.0051281599998474125, | |
| 0.005173247814178467, | |
| 0.005173247814178467, | |
| 0.005134335994720459, | |
| 0.005123007774353028, | |
| 0.00510975980758667, | |
| 0.005130239963531494, | |
| 0.005091328144073487, | |
| 0.005119999885559082, | |
| 0.005163008213043213, | |
| 0.005155839920043945, | |
| 0.005156864166259765, | |
| 0.005169151782989502, | |
| 0.005206016063690186, | |
| 0.005139455795288086, | |
| 0.005144512176513672, | |
| 0.005213183879852295, | |
| 0.005108736038208008, | |
| 0.005119999885559082, | |
| 0.00515993595123291, | |
| 0.005171199798583984, | |
| 0.005098495960235596, | |
| 0.005116960048675537, | |
| 0.005123072147369385, | |
| 0.005099520206451416, | |
| 0.005104640007019043 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 193.95120570944084 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 6.050278225977641e-08, | |
| "ram": 3.307930646983851e-08, | |
| "gpu": 3.5787727042856873e-07, | |
| "total": 4.5145935915818367e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 2215038.806294006 | |
| } | |
| } | |
| } | |
| } |