{ "architectures": [ "RADIOModel" ], "args": { "aa": null, "amp": true, "amp_dtype": "bfloat16", "amp_impl": "native", "aug_repeats": 0, "aug_splits": 0, "auto_loss_balance_mode": "adaloss", "batch_size": 32, "bn_eps": null, "bn_momentum": null, "cache_dir": null, "channels_last": false, "checkpoint_hist": 10, "class_map": "", "clip_grad": null, "clip_mode": "norm", "cls_token_per_teacher": true, "coco_annotations_file": "/datasets/coco2017-adlsa/annotations/captions_val2017.json", "coco_image_dir": "/datasets/coco2017-adlsa/val2017", "color_jitter": 0.4, "cooldown_epochs": 0, "cpe_max_size": 1050, "crd_loss": false, "crd_loss_weight": 0.8, "crop_pct": null, "cutmix": 0.0, "cutmix_minmax": null, "data_dir": "/lustre/fsw/portfolios/llmservice/projects/llmservice_nlp_fm/datasets/captioning/datacomp/dc1b/stage2", "dataset": "nvgpt4", "dataset_download": false, "debug_full_knn": false, "decay_epochs": 90, "decay_milestones": [ 90, 180, 270 ], "decay_rate": 0.1, "device": "cuda:0", "dist_bn": "reduce", "distributed": true, "drop": 0.0, "drop_block": null, "drop_connect": null, "drop_path": null, "epoch_repeats": 0.0, "epochs": 300, "eval": false, "eval_metric": "knn_top1", "eval_teacher": false, "eval_teacher_only": false, "eval_throughput": false, "experiment": "checkpoints", "fast_norm": false, "feature_summarizer": "cls_token", "feature_upscale_factor": null, "fuser": "", "gp": "avg", "grad_accum_steps": 1, "grad_checkpointing": false, "head_init_bias": null, "head_init_scale": null, "hflip": 0.5, "img_size": null, "in_chans": null, "initial_checkpoint": "", "input_size": null, "interpolation": "", "layer_decay": null, "local_rank": 0, "log_interval": 50, "log_mlflow": false, "log_wandb": true, "loss": "cosine", "loss_auto_balance": false, "lr": 0.001, "lr_base": 0.1, "lr_base_scale": "", "lr_base_size": 256, "lr_cycle_decay": 0.5, "lr_cycle_limit": 1, "lr_cycle_mul": 1.0, "lr_k_decay": 1.0, "lr_noise": null, "lr_noise_pct": 0.67, "lr_noise_std": 1.0, "mean": null, "min_lr": 0, "mixup": 0.0, "mixup_mode": "batch", "mixup_off_epoch": 0, "mixup_prob": 1.0, "mixup_switch_prob": 0.5, "mlp_hidden_size": 1520, "mlp_num_inner": 3, "mlp_version": "v2", "model": "vit_huge_patch14_224", "model_ema": false, "model_ema_decay": 0.9998, "model_ema_force_cpu": false, "model_kwargs": {}, "momentum": 0.9, "no_aug": false, "no_ddp_bb": false, "no_prefetcher": false, "no_resume_opt": false, "num_classes": null, "opt": "fusedlamb", "opt_betas": null, "opt_eps": null, "opt_kwargs": {}, "output": "/lustre/fs6/portfolios/llmservice/users/mranzinger/output/evfm/dfn_oai/11-29-23_vit-h-14-cpe_dfn-oai-dino_maxres", "patience_epochs": 10, "pin_mem": false, "prefetcher": true, "pretrained": false, "rank": 0, "ratio": [ 0.75, 1.3333333333333333 ], "recount": 1, "recovery_interval": 0, "register_multiple": 8, "remode": "pixel", "reprob": 0.0, "resplit": false, "resume": "/lustre/fs6/portfolios/llmservice/users/mranzinger/output/evfm/dfn_oai/11-29-23_vit-h-14-cpe_dfn-oai-dino_maxres/checkpoints/last.pth.tar", "save_images": false, "scale": [ 0.5, 1.0 ], "sched": "cosine", "sched_on_updates": true, "seed": 42, "smoothing": 0.1, "split_bn": false, "start_epoch": null, "std": null, "steps_per_epoch": 2000, "sync_bn": false, "synchronize_step": false, "teachers": [ { "amp": true, "amp_dtype": "bfloat16", "batch_size": 16, "fd_loss_weight": 1.0, "fd_normalize": false, "feature_distillation": true, "input_size": 378, "model": "ViT-H-14-378-quickgelu", "name": "clip", "pretrained": "dfn5b", "sample_rate": 16, "summary_loss_weight": 1.0, "type": "open_clip", "vitdet_prob": 0.05, "vitdet_window_sizes": [ 3, 9, 9, 9 ] }, { "amp": false, "amp_dtype": "bfloat16", "batch_size": 16, "fd_loss_weight": 0.8, "fd_normalize": false, "feature_distillation": true, "input_size": 336, "model": "ViT-L/14@336px", "name": "openai_clip", "pretrained": "openai", "sample_rate": 16, "summary_loss_weight": 0.8, "type": "openai_clip", "use_summary": false }, { "amp": true, "amp_dtype": "bfloat16", "batch_size": 16, "fd_loss_weight": 1.0, "fd_normalize": false, "feature_distillation": true, "input_size": 224, "model": "dinov2_vitg14", "name": "dino_v2", "sample_rate": 16, "summary_loss_weight": 1.0, "type": "dino_v2" } ], "torchcompile": null, "torchscript": false, "train_interpolation": "random", "train_split": "train", "tta": 0, "use_coco": false, "use_multi_epochs_loader": false, "val_data_dir": "/lustre/fsw/portfolios/llmservice/projects/llmservice_nlp_fm/datasets/classification/imagenet-1k/webdataset", "val_img_size": 378, "val_split": "val", "validation_batch_size": 128, "vflip": 0.0, "wandb_entity": "", "wandb_group": "dfn_oai", "wandb_job_type": "", "wandb_name": "", "wandb_project": "", "warmup_epochs": 2.5, "warmup_lr": 1e-05, "warmup_prefix": false, "weight_decay": 2e-05, "worker_seeding": "all", "workers": 4, "world_size": 64 }, "auto_map": { "AutoConfig": "hf_model.RADIOConfig", "AutoModel": "hf_model.RADIOModel" }, "return_spatial_features": true, "return_summary": true, "torch_dtype": "float32", "transformers_version": "4.29.0", "version": "v1" }