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README.md

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+Layer: 9
+Hook: hook_resid_post
+
+Explained Variance: 0.8374372124671936
+L0: 291.9156799316406
+
+Link to Weights & Biases: https://wandb.ai/lolorenz/lorenz_clip_b_l0/runs/8gxnhnb4 

config.json

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+{
+    "model_class_name": "HookedViT",
+    "model_name": "open-clip:laion/CLIP-ViT-B-32-DataComp.XL-s13B-b90K",
+    "hook_point": "blocks.9.hook_resid_post",
+    "hook_point_layer": 9,
+    "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/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": 50000000,
+    "image_size": 224,
+    "device": {
+        "__type__": "torch.device",
+        "value": "cuda"
+    },
+    "seed": 42,
+    "dtype": {
+        "__type__": "torch.dtype",
+        "value": "torch.float32"
+    },
+    "architecture": "gated",
+    "sparsity_loss": "l1",
+    "verbose": false,
+    "b_dec_init_method": "geometric_median",
+    "expansion_factor": 64,
+    "from_pretrained_path": null,
+    "d_sae": 49152,
+    "l1_coefficient": 0.9,
+    "lp_norm": 1,
+    "lr": 0.0002,
+    "lr_scheduler_name": "cosineannealingwarmup",
+    "lr_warm_up_steps": 200,
+    "beta1": 0.9,
+    "beta2": 0.999,
+    "train_batch_size": 4096,
+    "dataset_name": "imagenet1k",
+    "dataset_path": "data/ImageNet-complete/",
+    "dataset_train_path": "data/ImageNet-complete/train",
+    "dataset_val_path": "data/ImageNet-complete/val",
+    "use_ghost_grads": false,
+    "feature_sampling_window": 1000,
+    "dead_feature_window": 5000,
+    "dead_feature_threshold": 1e-08,
+    "log_to_wandb": true,
+    "wandb_project": "lorenz_clip_b_l0",
+    "wandb_entity": null,
+    "wandb_log_frequency": 100,
+    "n_validation_runs": 4,
+    "n_checkpoints": 10,
+    "checkpoint_path": "models/sae/clip_B_gated_l0/1e73fd2e-lorenz_clip_b_l0-lorenz_clip_b_l0"
+}

n_images_1000079.pt

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+size 302784743

n_images_1000079_log_feature_sparsity.pt

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