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Push model using huggingface_hub.

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  1. README.md +47 -0
  2. config.json +9 -0
  3. model.safetensors +3 -0
README.md ADDED
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+ ---
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+ language: en
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+ library_name: mlsae
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+ license: mit
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+ tags:
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+ - arxiv:2409.04185
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+ - model_hub_mixin
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+ - pytorch_model_hub_mixin
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+ ---
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+
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+ # Model Card for tim-lawson/sae-pythia-410m-deduped-x64-k32-layers-21
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+
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+ A Multi-Layer Sparse Autoencoder (MLSAE) trained on the residual stream activation
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+ vectors from [EleutherAI/pythia-410m-deduped](https://huggingface.co/EleutherAI/pythia-410m-deduped) with an
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+ expansion factor of R = 64 and sparsity k = 32, over 1 billion
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+ tokens from [monology/pile-uncopyrighted](https://huggingface.co/datasets/monology/pile-uncopyrighted).
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+
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+
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+ This model is a PyTorch TopKSAE module, which does not include the underlying
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+ transformer.
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+
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+
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+ ### Model Sources
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+
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+ - **Repository:** <https://github.com/tim-lawson/mlsae>
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+ - **Paper:** <https://arxiv.org/abs/2409.04185>
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+ - **Weights & Biases:** <https://wandb.ai/timlawson-/mlsae>
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+
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+ ## Citation
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+
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+ **BibTeX:**
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+
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+ ```bibtex
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+ @misc{lawson_residual_2024,
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+ title = {Residual {{Stream Analysis}} with {{Multi-Layer SAEs}}},
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+ author = {Lawson, Tim and Farnik, Lucy and Houghton, Conor and Aitchison, Laurence},
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+ year = {2024},
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+ month = oct,
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+ number = {arXiv:2409.04185},
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+ eprint = {2409.04185},
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+ primaryclass = {cs},
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+ publisher = {arXiv},
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+ doi = {10.48550/arXiv.2409.04185},
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+ urldate = {2024-10-08},
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+ archiveprefix = {arXiv}
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+ }
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+ ```
config.json ADDED
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+ {
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+ "auxk": 256,
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+ "dead_steps_threshold": 76,
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+ "dead_threshold": 0.001,
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+ "k": 32,
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+ "n_inputs": 1024,
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+ "n_latents": 65536,
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+ "standardize": true
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+ }
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