HyperCloned from facebook/MobileLLM-R1-140M-base (emb×2, ffn×2)
Browse files- .gitattributes +1 -0
- README.md +43 -0
- config.json +27 -0
- generation_config.json +13 -0
- model.safetensors +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +14 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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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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# MobileLLM-R1-140M-base — 2× HyperCloned
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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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## Architecture
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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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## Method
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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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This is an **initialization checkpoint** — further training is needed.
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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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config.json
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{
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"transformers_version": "5.5.3",
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"architectures": [
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"Llama4ForCausalLM"
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],
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"vocab_size": 128256,
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"hidden_size": 1152,
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"intermediate_size": 16384,
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"num_hidden_layers": 15,
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"num_attention_heads": 18,
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"num_key_value_heads": 6,
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"head_dim": 64,
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"hidden_act": "silu",
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"max_position_embeddings": 4096,
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"rms_norm_eps": 1e-05,
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"use_cache": true,
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"bos_token_id": 128000,
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"eos_token_id": [
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128001,
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128008,
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128009
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],
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"tie_word_embeddings": false,
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"attention_dropout": 0.0,
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"attention_bias": false,
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"model_type": "llama4_text"
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 128000,
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"eos_token_id": [
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128001,
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128008,
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128009
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],
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"output_attentions": false,
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"output_hidden_states": false,
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"transformers_version": "5.5.3",
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"use_cache": true
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:1283db32d83f28624b58a3508cde70754a11031185091f3829ee2e57fb3a1308
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size 1819176256
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:6b9e4e7fb171f92fd137b777cc2714bf87d11576700a1dcd7a399e7bbe39537b
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size 17209920
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tokenizer_config.json
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{
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"backend": "tokenizers",
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"bos_token": "<|begin_of_text|>",
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"clean_up_tokenization_spaces": true,
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"eos_token": "<|eot_id|>",
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"is_local": false,
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"model_input_names": [
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"input_ids",
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"attention_mask"
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],
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"model_max_length": 4096,
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"padding_side": "right",
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"tokenizer_class": "TokenizersBackend"
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}
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