Create README.md

README.md

@@ -0,0 +1,21 @@
+Advesarially fined-tuned TinyStories-33M models + Various SAEs 
+
+See https://github.com/HannesThurnherr/advint/commit/e819b53e54c57ba70b28ef2c18e82418e3980509
+
+```python
+from transformer_lens import HookedTransformer
+from SAE import TopKSparseAutoencoder # see https://github.com/HannesThurnherr/advint/blob/main/SAE.py
+
+model = HookedTransformer.from_pretrained("roneneldan/TinyStories-33M")
+model.load_state_dict(torch.load("lm_adv.pth"))
+
+resid_dim = model.cfg.d_model
+sae_latent_dim = 10 * resid_dim
+
+sae = TopKSparseAutoencoder(input_dim=resid_dim, latent_dim=sae_latent_dim, k=25)
+sae.load_state_dict(torch.load("models/sae_base.pth"))
+#sae.load_state_dict(torch.load("models/sae_base_e2e.pth"))
+#sae.load_state_dict(torch.load("models/sae_adv.pth"))
+#sae.load_state_dict(torch.load("models/sae_post_adv.pth"))
+#sae.load_state_dict(torch.load("models/sae_post_adv_e2e.pth"))
+```