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@@ -23,7 +23,7 @@ Astra-v1-12B is a general-purpose transformer-based language model fine-tuned fo
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  ### Model Sources
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  - **Repository:** [https://huggingface.co/P0x0/astra-v1-12b](https://huggingface.co/P0x0/astra-v1-12b)
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  ## Uses
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  ### Direct Use
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  - Question answering
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  - Dialogue systems
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- ### Downstream Use
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- This model can be further fine-tuned for specific tasks such as:
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- - Creative writing
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- - Instruction-based text completion
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- - Automated support systems
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-
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  ### Out-of-Scope Use
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  Astra-v1-12B is not intended for real-time decision-making in critical applications or generating harmful or biased content.
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- ## Bias, Risks, and Limitations
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- As with any large language model, Astra-v1-12B may carry inherent biases from the datasets used in fine-tuning. It is important to monitor and review the outputs when using the model in sensitive applications.
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  ## How to Get Started with the Model
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- Here is a Python code snippet to get started with Astra-v1-12B:
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  ```python
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  from transformers import AutoModelForCausalLM, AutoTokenizer
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  ### Model Sources
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  - **Repository:** [https://huggingface.co/P0x0/astra-v1-12b](https://huggingface.co/P0x0/astra-v1-12b)
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  ## Uses
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  ### Direct Use
 
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  - Question answering
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  - Dialogue systems
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  ### Out-of-Scope Use
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  Astra-v1-12B is not intended for real-time decision-making in critical applications or generating harmful or biased content.
 
 
 
 
 
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  ## How to Get Started with the Model
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  ```python
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  from transformers import AutoModelForCausalLM, AutoTokenizer
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