license: apache-2.0 | |
language: | |
- en | |
- fr | |
- de | |
- es | |
- it | |
- pt | |
- ru | |
- zh | |
- ja | |
pipeline_tag: text-generation | |
tags: | |
- chat | |
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6491e00e057b0928b3e07b75/fGIoksCfB6meCDwJpDpgc.png) | |
This is the seventh (Lucky!) in a series of models designed to replicate the prose quality of the Claude 3 models, specifically Sonnet and Opus. This model is fine-tuned on top of [Qwen-2 72B Instruct](https://huggingface.co/Qwen/Qwen2-72B-Instruct). | |
## Prompting | |
Model has been Instruct tuned with the ChatML formatting. A typical input would look like this: | |
```py | |
"""<|im_start|>user | |
Hi there!<|im_end|> | |
<|im_start|>assistant | |
Nice to meet you!<|im_end|> | |
<|im_start|>user | |
Can I ask a question?<|im_end|> | |
<|im_start|>assistant | |
""" | |
``` | |
## Credits | |
- [anthracite-org/Stheno-Data-Filtered](https://huggingface.co/datasets/anthracite-org/Stheno-Data-Filtered) | |
- [anthracite-org/kalo-opus-instruct-22k-no-refusal](anthracite-org/kalo-opus-instruct-22k-no-refusal) | |
- [anthracite-org/nopm_claude_writing_fixed](https://huggingface.co/datasets/anthracite-org/nopm_claude_writing_fixed) | |
This model has been a team effort, and the credits goes to all members of Anthracite. | |
## Training | |
The training was done for 2 epochs. We used 8x [AMD Instinct™ MI300X Accelerators](https://www.amd.com/en/products/accelerators/instinct/mi300/mi300x.html) for the full-parameter fine-tuning of the model. | |
We also trained with a weight decay of 0.01 to help further stabilize the loss trajectory and mitigate catastrophic forgetting, and utilize a peak learning rate of 4e-6 to prevent the 2nd epoch loss from dropping too significantly (as it is a strong indicator of overfitting). | |
![image/png](https://cdn-uploads.huggingface.co/production/uploads/6491e00e057b0928b3e07b75/hVd5gNqSLOlWTkUb0A7iE.png) | |
[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl) | |
## Safety | |
... |