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@@ -45,7 +45,9 @@ This official repo introduces the TransNormerLLM model, featuring its open-sourc
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  - **TransNormerLLM1** incorporates Simple GLU in its channel mixer, GLA in the token mixer, and SRMSNorm for normalization. In this model, the channel and token mixers function sequentially in a pipeline arrangement.
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  - **TransNormerLLM2** also utilizes Simple GLU in the channel mixer, GLA in the token mixer, and SRMSNorm for normalization. However, in this version, the channel and token mixers operate concurrently, in parallel.
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  # Released Weights
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@@ -186,4 +188,9 @@ If you wish to cite our work, please use the following reference:
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  journal={arXiv preprint arXiv:2307.14995},
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  year={2023}
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  }
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- ```
 
 
 
 
 
 
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  - **TransNormerLLM1** incorporates Simple GLU in its channel mixer, GLA in the token mixer, and SRMSNorm for normalization. In this model, the channel and token mixers function sequentially in a pipeline arrangement.
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  - **TransNormerLLM2** also utilizes Simple GLU in the channel mixer, GLA in the token mixer, and SRMSNorm for normalization. However, in this version, the channel and token mixers operate concurrently, in parallel.
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+ <p align="left">
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+ <img src="./images/TransNormer1-2Arch.jpg" width="45%" />
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+ </p>
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  # Released Weights
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  journal={arXiv preprint arXiv:2307.14995},
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  year={2023}
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  }
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+ ```
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+
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+ <p align="center">
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+ <img src="./images/lightning-leopard.jpg" width="33%" />
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+ - OpenNLPLab @2024 -
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+ </p>