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
e14ddef
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": 66697.261056, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.223-212.873.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": "4.44.2", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.33.0", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.30.2", | |
| "diffusers_commit": null, | |
| "optimum_version": null, | |
| "optimum_commit": null, | |
| "timm_version": "1.0.9", | |
| "timm_commit": null, | |
| "peft_version": null, | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 827.506688, | |
| "max_global_vram": 1030.22592, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 400.556032, | |
| "max_allocated": 346.271744 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.45843115234375, | |
| "mean": 7.45843115234375, | |
| "stdev": 0.0, | |
| "p50": 7.45843115234375, | |
| "p90": 7.45843115234375, | |
| "p95": 7.45843115234375, | |
| "p99": 7.45843115234375, | |
| "values": [ | |
| 7.45843115234375 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.470172112500497e-06, | |
| "ram": 7.897594431197455e-07, | |
| "gpu": 1.6847235700008512e-06, | |
| "total": 3.944655125621093e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1036.06272, | |
| "max_global_vram": 1049.100288, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 406.847488, | |
| "max_allocated": 363.853824 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 185, | |
| "total": 0.9975503997802733, | |
| "mean": 0.0053921643231366135, | |
| "stdev": 0.00035382380677547007, | |
| "p50": 0.005499904155731201, | |
| "p90": 0.005698559856414795, | |
| "p95": 0.005851340675354003, | |
| "p99": 0.006397214756011963, | |
| "values": [ | |
| 0.005715968132019043, | |
| 0.0056555519104003905, | |
| 0.005867519855499268, | |
| 0.005654528141021729, | |
| 0.005716991901397705, | |
| 0.005658624172210694, | |
| 0.005695487976074219, | |
| 0.005609471797943116, | |
| 0.005669888019561768, | |
| 0.005668896198272705, | |
| 0.00565231990814209, | |
| 0.0056217598915100095, | |
| 0.005598048210144043, | |
| 0.005577856063842773, | |
| 0.005534719944000244, | |
| 0.005605375766754151, | |
| 0.005543935775756836, | |
| 0.00541596794128418, | |
| 0.005431295871734619, | |
| 0.005472095966339111, | |
| 0.005704671859741211, | |
| 0.005535744190216065, | |
| 0.005585919857025146, | |
| 0.005596159934997558, | |
| 0.005550079822540284, | |
| 0.005559296131134033, | |
| 0.0057190399169921875, | |
| 0.005481472015380859, | |
| 0.005570559978485107, | |
| 0.00546611213684082, | |
| 0.005566336154937744, | |
| 0.005610688209533692, | |
| 0.00557260799407959, | |
| 0.005607423782348633, | |
| 0.005553055763244629, | |
| 0.005668863773345947, | |
| 0.005627903938293457, | |
| 0.005494783878326416, | |
| 0.005608448028564453, | |
| 0.005534719944000244, | |
| 0.0055552000999450684, | |
| 0.005566463947296142, | |
| 0.0055244798660278325, | |
| 0.005467135906219483, | |
| 0.0055808000564575196, | |
| 0.005398528099060058, | |
| 0.005471231937408447, | |
| 0.0056217598915100095, | |
| 0.0055101442337036136, | |
| 0.0055214080810546875, | |
| 0.006391808032989502, | |
| 0.00614518404006958, | |
| 0.006557536125183105, | |
| 0.0055582718849182125, | |
| 0.005640192031860352, | |
| 0.005627903938293457, | |
| 0.005571455955505371, | |
| 0.005605375766754151, | |
| 0.005548031806945801, | |
| 0.005540863990783691, | |
| 0.005475232124328613, | |
| 0.005451776027679443, | |
| 0.005631999969482422, | |
| 0.005550079822540284, | |
| 0.005722976207733154, | |
| 0.005703680038452149, | |
| 0.006386688232421875, | |
| 0.005599232196807862, | |
| 0.005535808086395264, | |
| 0.005429279804229736, | |
| 0.0054906558990478515, | |
| 0.005581823825836182, | |
| 0.0055808000564575196, | |
| 0.005567488193511963, | |
| 0.00566476821899414, | |
| 0.005519360065460205, | |
| 0.005483520030975342, | |
| 0.005588992118835449, | |
| 0.005538815975189209, | |
| 0.00550707197189331, | |
| 0.00550707197189331, | |
| 0.0055203838348388675, | |
| 0.005504000186920166, | |
| 0.005700607776641845, | |
| 0.005575679779052735, | |
| 0.0055808000564575196, | |
| 0.005615615844726562, | |
| 0.005585919857025146, | |
| 0.0055808000564575196, | |
| 0.005786623954772949, | |
| 0.005577727794647217, | |
| 0.005594111919403076, | |
| 0.0055203838348388675, | |
| 0.005563392162322998, | |
| 0.005567584037780762, | |
| 0.005409952163696289, | |
| 0.005497824192047119, | |
| 0.005504000186920166, | |
| 0.005467135906219483, | |
| 0.005448703765869141, | |
| 0.005400576114654541, | |
| 0.005276671886444092, | |
| 0.005249023914337158, | |
| 0.005412864208221436, | |
| 0.005506048202514649, | |
| 0.005305344104766845, | |
| 0.005239808082580567, | |
| 0.005167103767395019, | |
| 0.0055316481590271, | |
| 0.005174272060394287, | |
| 0.005249023914337158, | |
| 0.005432320117950439, | |
| 0.005432191848754883, | |
| 0.005448703765869141, | |
| 0.005494783878326416, | |
| 0.005499904155731201, | |
| 0.005561344146728516, | |
| 0.005726016044616699, | |
| 0.006425600051879882, | |
| 0.00628326416015625, | |
| 0.006195199966430664, | |
| 0.006184959888458252, | |
| 0.006080512046813965, | |
| 0.005262335777282715, | |
| 0.005306431770324707, | |
| 0.005189631938934326, | |
| 0.005530623912811279, | |
| 0.005268415927886963, | |
| 0.005235712051391602, | |
| 0.0052007040977478025, | |
| 0.005004288196563721, | |
| 0.0049530878067016604, | |
| 0.004923391819000244, | |
| 0.0049090561866760255, | |
| 0.004918272018432617, | |
| 0.004934656143188477, | |
| 0.004940800189971924, | |
| 0.004932608127593994, | |
| 0.00491212797164917, | |
| 0.004939775943756103, | |
| 0.00495411205291748, | |
| 0.004955135822296143, | |
| 0.00496230411529541, | |
| 0.004925439834594727, | |
| 0.004983808040618896, | |
| 0.0049459199905395506, | |
| 0.005038080215454102, | |
| 0.004910079956054687, | |
| 0.004928512096405029, | |
| 0.0049192957878112795, | |
| 0.004935679912567138, | |
| 0.005131264209747314, | |
| 0.004890624046325683, | |
| 0.004937727928161621, | |
| 0.0049511041641235355, | |
| 0.004930560111999512, | |
| 0.004937727928161621, | |
| 0.004923391819000244, | |
| 0.00491212797164917, | |
| 0.004935679912567138, | |
| 0.004931583881378174, | |
| 0.0049459199905395506, | |
| 0.004932608127593994, | |
| 0.0049203200340270994, | |
| 0.0049530878067016604, | |
| 0.004935679912567138, | |
| 0.0049090561866760255, | |
| 0.004932608127593994, | |
| 0.004926464080810547, | |
| 0.004907008171081543, | |
| 0.004922368049621582, | |
| 0.005055488109588623, | |
| 0.004922368049621582, | |
| 0.004933631896972656, | |
| 0.004914368152618408, | |
| 0.004904960155487061, | |
| 0.004925439834594727, | |
| 0.004927487850189209, | |
| 0.004934656143188477, | |
| 0.004887551784515381, | |
| 0.0050432000160217285, | |
| 0.004966400146484375, | |
| 0.004940800189971924, | |
| 0.004902912139892578, | |
| 0.004924416065216064 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 185.45428886675722 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 5.803299594907922e-08, | |
| "ram": 3.172988695455323e-08, | |
| "gpu": 3.466737522843146e-07, | |
| "total": 4.3643663518794706e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 2291283.3602279057 | |
| } | |
| } | |
| } | |
| } |