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Update README.md

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@@ -8,18 +8,22 @@ If you want to use them, do
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  ```
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  import torch
 
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- def load_feat_acts(fname):
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- csr_kwargs = torch.load(fname)
 
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  # The matrices are stored in space-efficient formats that're incompatible with torch's sparse csr tensor.
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  # Convert them back before constructing the matrix.
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  csr_kwargs['crow_indices'] = csr_kwargs['crow_indices'].int()
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- csr_kwargs['col_indices'] = csr_kwargs['crow_indices'].int()
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- csr_kwargs['values'] = csr_kwargs['values'].float()/255
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  feat_acts = torch.sparse_csr_tensor(**csr_kwargs)
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  return feat_acts
 
 
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  ```
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  The activations are for the train split in https://huggingface.co/datasets/noanabeshima/TinyModelTokIds
 
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  ```
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  import torch
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+ from huggingface_hub import hf_hub_download
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+ def load_feat_acts(fname, only_active_docs=False):
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+ local_path = hf_hub_download(repo_id="noanabeshima/tiny_model_cached_acts", filename=fname)
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+ csr_kwargs = torch.load(local_path)
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  # The matrices are stored in space-efficient formats that're incompatible with torch's sparse csr tensor.
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  # Convert them back before constructing the matrix.
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  csr_kwargs['crow_indices'] = csr_kwargs['crow_indices'].int()
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+ csr_kwargs['col_indices'] = csr_kwargs['col_indices'].int()
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+ csr_kwargs['values'] = (csr_kwargs['values'].float()/255)
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  feat_acts = torch.sparse_csr_tensor(**csr_kwargs)
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  return feat_acts
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+
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+ feat_acts = load_feat_acts(f"mlp_map_test/M2_S-2_R1_P0/{300}.pt").to_dense()
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  ```
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  The activations are for the train split in https://huggingface.co/datasets/noanabeshima/TinyModelTokIds