| { | |
| "model_class_name": "HookedViT", | |
| "model_name": "laion/CLIP-ViT-bigG-14-laion2B-39B-b160k", | |
| "vit_model_cfg": null, | |
| "model_path": null, | |
| "hook_point_layer": null, | |
| "layer_subtype": "hook_resid_post", | |
| "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/laion_CLIP-ViT-bigG-14-laion2B-39B-b160k/blocks.None.hook_resid_post", | |
| "image_size": 224, | |
| "architecture": "standard", | |
| "b_dec_init_method": "geometric_median", | |
| "expansion_factor": 128, | |
| "from_pretrained_path": null, | |
| "_device": "cpu", | |
| "seed": 42, | |
| "_dtype": "float32", | |
| "d_in": 1280, | |
| "activation_fn_str": "relu", | |
| "activation_fn_kwargs": {}, | |
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| "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, | |
| "verbose": false, | |
| "l1_coefficient": 0.0002, | |
| "lp_norm": 1, | |
| "lr": 0.001, | |
| "lr_scheduler_name": "cosineannealingwarmup", | |
| "lr_warm_up_steps": 500, | |
| "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", | |
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| "dead_feature_window": 5000, | |
| "dead_feature_threshold": 1e-08, | |
| "log_to_wandb": true, | |
| "wandb_project": "tinyclip_sae_16_hyperparam_sweep_lr", | |
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| "n_validation_runs": 100, | |
| "n_checkpoints": 10, | |
| "checkpoint_path": "/network/scratch/s/sonia.joseph/sae_checkpoints/tinyclip_40M_mlp_out" | |
| } |