soniajoseph commited on
Commit
a576eab
1 Parent(s): 043eae8

Upload config

Browse files
Files changed (1) hide show
  1. config.json +61 -0
config.json ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_class_name": "HookedViT",
3
+ "model_name": "open-clip:laion/CLIP-ViT-B-32-DataComp.XL-s13B-b90K",
4
+ "hook_point_layer": 6,
5
+ "layer_subtype": "hook_mlp_out",
6
+ "hook_point_head_index": null,
7
+ "context_size": 50,
8
+ "use_cached_activations": false,
9
+ "use_patches_only": false,
10
+ "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",
11
+ "d_in": 768,
12
+ "activation_fn_str": "relu",
13
+ "activation_fn_kwargs": {},
14
+ "cls_token_only": false,
15
+ "max_grad_norm": 1.0,
16
+ "initialization_method": "encoder_transpose_decoder",
17
+ "normalize_activations": null,
18
+ "n_batches_in_buffer": 20,
19
+ "store_batch_size": 32,
20
+ "num_workers": 16,
21
+ "num_epochs": 10,
22
+ "total_training_images": 13000000,
23
+ "total_training_tokens": 650000000,
24
+ "image_size": 224,
25
+ "device": {
26
+ "__type__": "torch.device",
27
+ "value": "cuda"
28
+ },
29
+ "seed": 42,
30
+ "dtype": {
31
+ "__type__": "torch.dtype",
32
+ "value": "torch.float32"
33
+ },
34
+ "architecture": "standard",
35
+ "verbose": false,
36
+ "b_dec_init_method": "geometric_median",
37
+ "expansion_factor": 64,
38
+ "from_pretrained_path": null,
39
+ "d_sae": 49152,
40
+ "l1_coefficient": 5e-05,
41
+ "lp_norm": 1,
42
+ "lr": 0.0004,
43
+ "lr_scheduler_name": "cosineannealingwarmup",
44
+ "lr_warm_up_steps": 200,
45
+ "train_batch_size": 4096,
46
+ "dataset_name": "imagenet1k",
47
+ "dataset_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets",
48
+ "dataset_train_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets/ILSVRC/Data/CLS-LOC/train",
49
+ "dataset_val_path": "/network/scratch/s/sonia.joseph/datasets/kaggle_datasets/ILSVRC/Data/CLS-LOC/val",
50
+ "use_ghost_grads": true,
51
+ "feature_sampling_window": 1000,
52
+ "dead_feature_window": 5000,
53
+ "dead_feature_threshold": 1e-08,
54
+ "log_to_wandb": true,
55
+ "wandb_project": "clip_b_mlp_out_sae_hyperparam_sweep",
56
+ "wandb_entity": null,
57
+ "wandb_log_frequency": 100,
58
+ "n_validation_runs": 10,
59
+ "n_checkpoints": 10,
60
+ "checkpoint_path": "/network/scratch/s/sonia.joseph/checkpoints/clip-b/b9db1c7e-clip_b_mlp_out_sae_hyperparam_sweep"
61
+ }