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HyperCloned from facebook/MobileLLM-R1-140M-base (emb×2, ffn×2)

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README.md ADDED
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+ ---
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+ license: other
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+ base_model: facebook/MobileLLM-R1-140M-base
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+ tags:
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+ - hypercloning
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+ - model-growth
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+ - initialization
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+ - mobilellm
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+ ---
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+
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+ # MobileLLM-R1-140M-base — 2× HyperCloned
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+
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+ Initialized from [facebook/MobileLLM-R1-140M-base](https://huggingface.co/facebook/MobileLLM-R1-140M-base)
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+ using **HyperCloning** ([Samragh et al., 2024](https://arxiv.org/abs/2409.12903)).
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+
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+ ## Architecture
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+
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+ | | Source | HyperCloned |
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+ |---|---|---|
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+ | hidden_size | 576 | 1152 |
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+ | num_attention_heads | 9 | 18 |
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+ | num_key_value_heads | 3 | 6 |
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+ | head_dim | 64 | 64 |
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+ | intermediate_size | 8192 | 16384 |
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+ | num_layers | 15 | 15 |
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+ | parameters | 140,248,512 | 454,790,016 |
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+
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+ ## Method
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+
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+ Each weight W is expanded via `W.repeat(n, n) / n` (the paper's W/2 for 2×).
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+ Heads double with embedding dimension. head_dim is preserved.
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+ Output logits match the source model at initialization.
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+
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+ This is an **initialization checkpoint** — further training is needed.
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+
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+ ```bibtex
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+ @article{samragh2024hypercloning,
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+ title={Scaling Smart: Accelerating Large Language Model Pre-training with Small Model Initialization},
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+ author={Samragh et al.},
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+ journal={arXiv:2409.12903},
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+ year={2024}
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+ }
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+ ```
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