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README.md

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 license: apache-2.0
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-APUS-xDAN-4.0-MOE
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 Introduction
-APUS-xDAN-4.0-MOE is a transformer-based MoE decoder-only language model 对齐在 on a large amount of data.
 
-For more details, please refer to our blog post and GitHub repo.
+APUS-xDAN-4.0-MOE is a transformer-based decoder-only language model, developed on a vast corpus of data to ensure robust performance.
+
+For more comprehensive information, please visit our blog post and GitHub repository.
 
 Model Details
-APUS-xDAN-4.0-MOE employs Mixture of Experts (MoE) architecture, where the models are upcycled from dense language models. For instance, APUS-xDAN-4.0-MOE is upcycled from xDAN-L2 Series which are high performance alignModels. It has 136B parameters in total and 30B activated parameters during runtime.
-进过先进量化技术优化，我们的开源版本仅仅只有42GB大小，是可以很好的在消费级显卡例如4090，3090上运行。
 
+APUS-xDAN-4.0-MOE leverages the innovative Mixture of Experts (MoE) architecture, incorporating components from dense language models. Specifically, it inherits its capabilities from the highly performant xDAN-L2 Series. With a total of 136 billion parameters, of which 30 billion are activated during runtime, APUS-xDAN-4.0-MOE demonstrates unparalleled efficiency. Through advanced quantization techniques, our open-source version occupies a mere 42GB, making it seamlessly compatible with consumer-grade GPUs like the 4090 and 3090.
 
 Requirements
-The code of APUS-xDAN-4.0-MOE has been in the latest Hugging face transformers and we advise you to build from source with command pip install git+https://github.com/huggingface/transformers, or you might encounter the following error:
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-Usage
-llama.cpp
 
+The codebase for APUS-xDAN-4.0-MOE is integrated into the latest Hugging Face transformers library. We recommend building from source using the command pip install git+https://github.com/huggingface/transformers to ensure compatibility. Failure to do so may result in encountering the following error:
 
+Copy code
+Usage llama.cpp
 License
-APUS-xDAN-4.0-MOE is licensed under the LLAMA 2 Community License, Copyright (c) Meta Platforms, Inc. All Rights Reserved.
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+APUS-xDAN-4.0-MOE is distributed under the LLAMA 2 Community License, Copyright (c) Meta Platforms, Inc. All Rights Reserved.