language: | |
- en | |
library_name: transformers | |
pipeline_tag: text-generation | |
license: apache-2.0 | |
<p><h1> speechless-zephyr-code-functionary-7b </h1></p> | |
This model is the one of the moloras (Mixture-of-Multi-LoRAs) experiments. | |
Extract LoRA modules from below models (all based Mistral-7B-v0.1), each LoRA module has its own unique skills. By using multi-loras, they can be combined together statically or dynamically to form a versatile new model. | |
- HuggingFaceH4/zephyr-7b-beta (Uncensored Model) | |
- meetkai/functionary-small-v2.2 (Execute functions/plugins) | |
- uukuguy/speechless-code-mistral-7b-v1.0 (Enhance Coding) | |
The entire process is completed through the use of extract-lora, merge-lora, and lora-hub provided by multi-loras. | |
The router of mixture-of-multi-loras enables an automatic assembling of LoRA modules, using a gradientfree approach to obtain the coefficients of LoRA modules and requiring only a handful of inference steps for unseen tasks. | |
Code: https://github.com/uukuguy/multi_loras | |
## LM-Evaluation-Harness | |
[Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) | |
| Metric | Value | | |
| --- | --- | | |
| ARC | 61.52 | | |
| HellaSwag | 83.88 | | |
| MMLU | 64.71 | | |
| TruthfulQA | 44.99 | | |
| Winogrande | 78.69 | | |
| GSM8K | 43.82 | | |
| Average | 62.93 | | |