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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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"context_size": 50, |
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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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"max_grad_norm": 1.0, |
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"initialization_method": "encoder_transpose_decoder", |
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"n_batches_in_buffer": 20, |
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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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"d_sae": 49152, |
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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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"wandb_project": "clip_b_mlp_out_sae_hyperparam_sweep", |
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"wandb_log_frequency": 100, |
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"checkpoint_path": "/network/scratch/s/sonia.joseph/checkpoints/clip-b/98fb20f7-clip_b_mlp_out_sae_hyperparam_sweep" |
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} |