soniajoseph commited on
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Upload config

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  1. config.json +61 -0
config.json ADDED
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+ {
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+ "model_class_name": "HookedViT",
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+ "model_name": "open-clip:laion/CLIP-ViT-B-32-DataComp.XL-s13B-b90K",
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+ "hook_point_layer": 2,
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+ "layer_subtype": "hook_mlp_out",
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+ "hook_point_head_index": null,
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+ "context_size": 50,
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+ "use_cached_activations": false,
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+ "use_patches_only": false,
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+ "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",
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+ "d_in": 768,
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+ "activation_fn_str": "relu",
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+ "activation_fn_kwargs": {},
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+ "cls_token_only": false,
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+ "max_grad_norm": 1.0,
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+ "initialization_method": "encoder_transpose_decoder",
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+ "normalize_activations": null,
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+ "n_batches_in_buffer": 20,
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+ "store_batch_size": 32,
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+ "num_workers": 16,
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+ "num_epochs": 10,
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+ "total_training_images": 13000000,
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+ "total_training_tokens": 650000000,
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+ "image_size": 224,
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+ "device": {
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+ "__type__": "torch.device",
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+ "value": "cuda"
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+ },
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+ "seed": 42,
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+ "dtype": {
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+ "__type__": "torch.dtype",
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+ "value": "torch.float32"
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+ },
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+ "architecture": "standard",
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+ "verbose": false,
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+ "b_dec_init_method": "geometric_median",
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+ "expansion_factor": 64,
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+ "from_pretrained_path": null,
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+ "d_sae": 49152,
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+ "l1_coefficient": 0.0001,
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+ "lp_norm": 1,
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+ "lr": 0.0004,
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+ "lr_scheduler_name": "cosineannealingwarmup",
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+ "lr_warm_up_steps": 200,
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+ "train_batch_size": 4096,
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+ "dataset_name": "imagenet1k",
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+ "dataset_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets",
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+ "dataset_train_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets/ILSVRC/Data/CLS-LOC/train",
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+ "dataset_val_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets/ILSVRC/Data/CLS-LOC/val",
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+ "use_ghost_grads": true,
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+ "feature_sampling_window": 1000,
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+ "dead_feature_window": 5000,
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+ "dead_feature_threshold": 1e-08,
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+ "log_to_wandb": true,
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+ "wandb_project": "clip_b_mlp_out_sae_hyperparam_sweep",
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+ "wandb_entity": null,
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+ "wandb_log_frequency": 100,
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+ "n_validation_runs": 10,
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+ "n_checkpoints": 10,
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+ "checkpoint_path": "/network/scratch/s/sonia.joseph/checkpoints/clip-b/5252bc6e-clip_b_mlp_out_sae_hyperparam_sweep"
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+ }