speechless-zephyr-code-functionary-7b

4,5,8-bit GGUF models for CPU+GPU inference

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

Metric	Value
ARC	61.52
HellaSwag	83.88
MMLU	64.71
TruthfulQA	44.99
Winogrande	78.69
GSM8K	43.82
Average	62.93