| { | |
| "model_class_name": "HookedViT", | |
| "model_name": "open-clip:laion/CLIP-ViT-B-32-DataComp.XL-s13B-b90K", | |
| "hook_point_layer": 4, | |
| "layer_subtype": "hook_mlp_out", | |
| "hook_point_head_index": null, | |
| "context_size": 50, | |
| "use_cached_activations": false, | |
| "use_patches_only": false, | |
| "cached_activations_path": "activations/_network_scratch_s_sonia.joseph_datasets_kaggle_datasets/open-clip:laion_CLIP-ViT-B-32-DataComp.XL-s13B-b90K/blocks.9.hook_mlp_out", | |
| "d_in": 768, | |
| "activation_fn_str": "relu", | |
| "activation_fn_kwargs": {}, | |
| "cls_token_only": false, | |
| "max_grad_norm": 1.0, | |
| "initialization_method": "encoder_transpose_decoder", | |
| "normalize_activations": null, | |
| "n_batches_in_buffer": 20, | |
| "store_batch_size": 32, | |
| "num_workers": 16, | |
| "num_epochs": 10, | |
| "total_training_images": 13000000, | |
| "total_training_tokens": 650000000, | |
| "image_size": 224, | |
| "device": { | |
| "__type__": "torch.device", | |
| "value": "cuda" | |
| }, | |
| "seed": 42, | |
| "dtype": { | |
| "__type__": "torch.dtype", | |
| "value": "torch.float32" | |
| }, | |
| "architecture": "standard", | |
| "verbose": false, | |
| "b_dec_init_method": "geometric_median", | |
| "expansion_factor": 64, | |
| "from_pretrained_path": null, | |
| "d_sae": 49152, | |
| "l1_coefficient": 1e-05, | |
| "lp_norm": 1, | |
| "lr": 0.0004, | |
| "lr_scheduler_name": "cosineannealingwarmup", | |
| "lr_warm_up_steps": 200, | |
| "train_batch_size": 4096, | |
| "dataset_name": "imagenet1k", | |
| "dataset_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets", | |
| "dataset_train_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets/ILSVRC/Data/CLS-LOC/train", | |
| "dataset_val_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets/ILSVRC/Data/CLS-LOC/val", | |
| "use_ghost_grads": true, | |
| "feature_sampling_window": 1000, | |
| "dead_feature_window": 5000, | |
| "dead_feature_threshold": 1e-08, | |
| "log_to_wandb": true, | |
| "wandb_project": "clip_b_mlp_out_sae_hyperparam_sweep", | |
| "wandb_entity": null, | |
| "wandb_log_frequency": 100, | |
| "n_validation_runs": 10, | |
| "n_checkpoints": 10, | |
| "checkpoint_path": "/network/scratch/s/sonia.joseph/checkpoints/clip-b/13b6f055-clip_b_mlp_out_sae_hyperparam_sweep" | |
| } |