IlyasMoutawwakil
HF staff
Upload cuda_training_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
34447a6
verified
| { | |
| "config": { | |
| "name": "cuda_training_transformers_image-classification_google/vit-base-patch16-224", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.1+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": "training", | |
| "_target_": "optimum_benchmark.scenarios.training.scenario.TrainingScenario", | |
| "max_steps": 5, | |
| "warmup_steps": 2, | |
| "dataset_shapes": { | |
| "dataset_size": 500, | |
| "sequence_length": 16, | |
| "num_choices": 1 | |
| }, | |
| "training_arguments": { | |
| "per_device_train_batch_size": 2, | |
| "gradient_accumulation_steps": 1, | |
| "output_dir": "./trainer_output", | |
| "evaluation_strategy": "no", | |
| "eval_strategy": "no", | |
| "save_strategy": "no", | |
| "do_train": true, | |
| "use_cpu": false, | |
| "max_steps": 5, | |
| "do_eval": false, | |
| "do_predict": false, | |
| "report_to": "none", | |
| "skip_memory_metrics": true, | |
| "ddp_find_unused_parameters": false | |
| }, | |
| "latency": true, | |
| "memory": true, | |
| "energy": true | |
| }, | |
| "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-5.10.225-213.878.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": "0.5.0", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.44.2", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.34.2", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.30.3", | |
| "diffusers_commit": null, | |
| "optimum_version": "1.22.0", | |
| "optimum_commit": null, | |
| "timm_version": "1.0.9", | |
| "timm_commit": null, | |
| "peft_version": "0.13.0", | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "overall": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1629.814784, | |
| "max_global_vram": 2618.81856, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 1956.642816, | |
| "max_allocated": 1755.291648 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.3367874450683594, | |
| 0.040586238861083986, | |
| 0.040548351287841795, | |
| 0.04043161773681641, | |
| 0.040220672607421876 | |
| ], | |
| "count": 5, | |
| "total": 0.4985743255615235, | |
| "mean": 0.0997148651123047, | |
| "p50": 0.040548351287841795, | |
| "p90": 0.21830696258544924, | |
| "p95": 0.27754720382690423, | |
| "p99": 0.32493939682006834, | |
| "stdev": 0.11853635841268978, | |
| "stdev_": 118.8753134040619 | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 100.28595023156694 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.1647872386111086e-05, | |
| "ram": 6.363946366132188e-06, | |
| "gpu": 2.4253352736000253e-05, | |
| "total": 4.226517148824353e-05 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 236601.4296849972 | |
| } | |
| }, | |
| "warmup": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1629.814784, | |
| "max_global_vram": 2618.81856, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 1956.642816, | |
| "max_allocated": 1755.291648 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.3367874450683594, | |
| 0.040586238861083986 | |
| ], | |
| "count": 2, | |
| "total": 0.37737368392944337, | |
| "mean": 0.18868684196472169, | |
| "p50": 0.18868684196472169, | |
| "p90": 0.30716732444763184, | |
| "p95": 0.3219773847579956, | |
| "p99": 0.33382543300628664, | |
| "stdev": 0.1481006031036377, | |
| "stdev_": 78.49015944171015 | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 21.199146471209 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "train": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1629.814784, | |
| "max_global_vram": 2618.81856, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 1956.642816, | |
| "max_allocated": 1755.291648 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "values": [ | |
| 0.040548351287841795, | |
| 0.04043161773681641, | |
| 0.040220672607421876 | |
| ], | |
| "count": 3, | |
| "total": 0.12120064163208008, | |
| "mean": 0.04040021387736003, | |
| "p50": 0.04043161773681641, | |
| "p90": 0.04052500457763672, | |
| "p95": 0.040536677932739254, | |
| "p99": 0.040546016616821286, | |
| "stdev": 0.0001356047717744528, | |
| "stdev_": 0.33565359873118067 | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 148.51406525256922 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |