

Llama 3 8B Instruct 262k
Overview :
Llama-3 8B Instruct 262k is a text generation model developed by the Gradient AI team, extending the context length of Llama-3 8B to over 160K and demonstrating the potential of state-of-the-art large language models in handling long text. This model achieves efficient learning on long texts through proper adjustment of the RoPE theta parameter, combined with NTK-aware interpolation and data-driven optimization techniques. Additionally, it is built upon the EasyContext Blockwise RingAttention library to support scalable and efficient training on high-performance hardware.
Target Users :
["suited for researchers and developers in need of handling long text generation","optimized for commercial use, such as automated assistants and customer service chatbots","assists in educational domains in generating teaching materials and feedback for student assignments","Enhancing creative writing and article creation for content creators"]
Use Cases
Used as the backend of a chatbot to provide automated responses.
Assists in generating initial drafts of news reports or articles.
Automatically generates personalized learning materials for students on educational platforms.
Features
Supports long text generation with a context length exceeding 160K.
Trains using NTK-aware interpolation and data-driven optimization techniques.
Based on the EasyContext Blockwise RingAttention library for efficient training.
Optimized for conversational scenarios, enhancing utility and safety.
Supports various programming interfaces, such as Transformers and llama3.
Provides a quantized version and GGUF format for convenient deployment and use.
How to Use
Step 1: Visit the Hugging Face model library and select the Llama-3 8B Instruct 262k model.
Step 2: Choose the programming interface, such as Transformers or llama3, based on your requirements.
Step 3: Download the model and its dependencies through the API or command-line tools.
Step 4: Write your own input text or command according to the provided sample code.
Step 5: Generate text using the model and optimize the output by adjusting parameters.
Step 6: Apply the generated text to the required scenarios, such as chatbot responses or article generation.
Step 7: Continuously adjust and optimize model parameters based on feedback to achieve better performance.
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