calcuis
/

phi4

@@ -19,20 +19,3 @@ tags:
 ## reference
 - base model: microsoft/[phi-4](https://huggingface.co/microsoft/phi-4)
 - gguf-connector ([pypi](https://pypi.org/project/gguf-connector/)|[reop](https://github.com/calcuis/gguf-connector))
-## appendix
-|-------------------------|-------------------------------------------------------------------------------|
-| **Developers**          | Microsoft Research                                                            |
-| **Description**         | `phi-4` is a state-of-the-art open model built upon a blend of synthetic datasets, data from filtered public domain websites, and acquired academic books and Q&A datasets. The goal of this approach was to ensure that small capable models were trained with data focused on high quality and advanced reasoning.<br><br>`phi-4` underwent a rigorous enhancement and alignment process, incorporating both supervised fine-tuning and direct preference optimization to ensure precise instruction adherence and robust safety measures                |
-| **Architecture**        | 14B parameters, dense decoder-only Transformer model                          |
-| **Inputs**              | Text, best suited for prompts in the chat format                              |
-| **Context length**      | 16K tokens                                                                    |
-| **GPUs**                | 1920 H100-80G                                                                 |
-| **Training time**       | 21 days                                                                       |
-| **Training data**       | 9.8T tokens                                                                   |
-| **Outputs**             | Generated text in response to input                                           |
-| **Dates**               | October 2024 – November 2024                                                  |
-| **Status**              | Static model trained on an offline dataset with cutoff dates of June 2024 and earlier for publicly available data                                                                               |
-| **Release date**        | December 12, 2024                                                             |
-| **License**             | MIT                                                                         |

 ## reference
 - base model: microsoft/[phi-4](https://huggingface.co/microsoft/phi-4)
 - gguf-connector ([pypi](https://pypi.org/project/gguf-connector/)|[reop](https://github.com/calcuis/gguf-connector))