starcoder2-3b-GGUF / README.md

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	---
	base_model: bigcode/starcoder2-3b
	datasets:
	- bigcode/the-stack-v2-train
	library_name: transformers
	license: bigcode-openrail-m
	pipeline_tag: text-generation
	tags:
	- code
	- llama-cpp
	- matrixportal
	inference: true
	widget:
	- text: 'def print_hello_world():'
	example_title: Hello world
	group: Python
	model-index:
	- name: starcoder2-3b
	results:
	- task:
	type: text-generation
	dataset:
	name: CruxEval-I
	type: cruxeval-i
	metrics:
	- type: pass@1
	value: 32.7
	- task:
	type: text-generation
	dataset:
	name: DS-1000
	type: ds-1000
	metrics:
	- type: pass@1
	value: 25.0
	- task:
	type: text-generation
	dataset:
	name: GSM8K (PAL)
	type: gsm8k-pal
	metrics:
	- type: accuracy
	value: 27.7
	- task:
	type: text-generation
	dataset:
	name: HumanEval+
	type: humanevalplus
	metrics:
	- type: pass@1
	value: 27.4
	- task:
	type: text-generation
	dataset:
	name: HumanEval
	type: humaneval
	metrics:
	- type: pass@1
	value: 31.7
	- task:
	type: text-generation
	dataset:
	name: RepoBench-v1.1
	type: repobench-v1.1
	metrics:
	- type: edit-smiliarity
	value: 71.19
	---

	# ysn-rfd/starcoder2-3b-GGUF
	This model was converted to GGUF format from [`bigcode/starcoder2-3b`](https://huggingface.co/bigcode/starcoder2-3b) using llama.cpp via the ggml.ai's [all-gguf-same-where](https://huggingface.co/spaces/matrixportal/all-gguf-same-where) space.
	Refer to the [original model card](https://huggingface.co/bigcode/starcoder2-3b) for more details on the model.

	## ✅ Quantized Models Download List

	### 🔍 Recommended Quantizations
	- ✨ General CPU Use: [`Q4_K_M`](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q4_k_m.gguf) (Best balance of speed/quality)
	- 📱 ARM Devices: [`Q4_0`](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q4_0.gguf) (Optimized for ARM CPUs)
	- 🏆 Maximum Quality: [`Q8_0`](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q8_0.gguf) (Near-original quality)

	### 📦 Full Quantization Options
	\| 🚀 Download \| 🔢 Type \| 📝 Notes \|
	\|:---------\|:-----\|:------\|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q2_k.gguf) \| ![Q2_K](https://img.shields.io/badge/Q2_K-1A73E8) \| Basic quantization \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q3_k_s.gguf) \| ![Q3_K_S](https://img.shields.io/badge/Q3_K_S-34A853) \| Small size \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q3_k_m.gguf) \| ![Q3_K_M](https://img.shields.io/badge/Q3_K_M-FBBC05) \| Balanced quality \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q3_k_l.gguf) \| ![Q3_K_L](https://img.shields.io/badge/Q3_K_L-4285F4) \| Better quality \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q4_0.gguf) \| ![Q4_0](https://img.shields.io/badge/Q4_0-EA4335) \| Fast on ARM \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q4_k_s.gguf) \| ![Q4_K_S](https://img.shields.io/badge/Q4_K_S-673AB7) \| Fast, recommended \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q4_k_m.gguf) \| ![Q4_K_M](https://img.shields.io/badge/Q4_K_M-673AB7) ⭐ \| Best balance \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q5_0.gguf) \| ![Q5_0](https://img.shields.io/badge/Q5_0-FF6D01) \| Good quality \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q5_k_s.gguf) \| ![Q5_K_S](https://img.shields.io/badge/Q5_K_S-0F9D58) \| Balanced \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q5_k_m.gguf) \| ![Q5_K_M](https://img.shields.io/badge/Q5_K_M-0F9D58) \| High quality \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q6_k.gguf) \| ![Q6_K](https://img.shields.io/badge/Q6_K-4285F4) 🏆 \| Very good quality \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-q8_0.gguf) \| ![Q8_0](https://img.shields.io/badge/Q8_0-EA4335) ⚡ \| Fast, best quality \|
	\| [Download](https://huggingface.co/ysn-rfd/starcoder2-3b-GGUF/resolve/main/starcoder2-3b-f16.gguf) \| ![F16](https://img.shields.io/badge/F16-000000) \| Maximum accuracy \|

	💡 Tip: Use `F16` for maximum precision when quality is critical


	---
	# 🚀 Applications and Tools for Locally Quantized LLMs
	## 🖥️ Desktop Applications

	\| Application \| Description \| Download Link \|
	\|-----------------\|----------------------------------------------------------------------------------------------\|--------------------------------------------------------------------------------\|
	\| Llama.cpp \| A fast and efficient inference engine for GGUF models. \| [GitHub Repository](https://github.com/ggml-org/llama.cpp) \|
	\| Ollama \| A streamlined solution for running LLMs locally. \| [Website](https://ollama.com/) \|
	\| AnythingLLM \| An AI-powered knowledge management tool. \| [GitHub Repository](https://github.com/Mintplex-Labs/anything-llm) \|
	\| Open WebUI \| A user-friendly web interface for running local LLMs. \| [GitHub Repository](https://github.com/open-webui/open-webui) \|
	\| GPT4All \| A user-friendly desktop application supporting various LLMs, compatible with GGUF models. \| [GitHub Repository](https://github.com/nomic-ai/gpt4all) \|
	\| LM Studio \| A desktop application designed to run and manage local LLMs, supporting GGUF format. \| [Website](https://lmstudio.ai/) \|
	\| GPT4All Chat\| A chat application compatible with GGUF models for local, offline interactions. \| [GitHub Repository](https://github.com/nomic-ai/gpt4all) \|

	---

	## 📱 Mobile Applications

	\| Application \| Description \| Download Link \|
	\|-------------------\|----------------------------------------------------------------------------------------------\|--------------------------------------------------------------------------------\|
	\| ChatterUI \| A simple and lightweight LLM app for mobile devices. \| [GitHub Repository](https://github.com/Vali-98/ChatterUI) \|
	\| Maid \| Mobile Artificial Intelligence Distribution for running AI models on mobile devices. \| [GitHub Repository](https://github.com/Mobile-Artificial-Intelligence/maid) \|
	\| PocketPal AI \| A mobile AI assistant powered by local models. \| [GitHub Repository](https://github.com/a-ghorbani/pocketpal-ai) \|
	\| Layla \| A flexible platform for running various AI models on mobile devices. \| [Website](https://www.layla-network.ai/) \|

	---

	## 🎨 Image Generation Applications

	\| Application \| Description \| Download Link \|
	\|-------------------------------------\|----------------------------------------------------------------------------------------------\|--------------------------------------------------------------------------------\|
	\| Stable Diffusion \| An open-source AI model for generating images from text. \| [GitHub Repository](https://github.com/CompVis/stable-diffusion) \|
	\| Stable Diffusion WebUI \| A web application providing access to Stable Diffusion models via a browser interface. \| [GitHub Repository](https://github.com/AUTOMATIC1111/stable-diffusion-webui) \|
	\| Local Dream \| Android Stable Diffusion with Snapdragon NPU acceleration. Also supports CPU inference. \| [GitHub Repository](https://github.com/xororz/local-dream) \|
	\| Stable-Diffusion-Android (SDAI) \| An open-source AI art application for Android devices, enabling digital art creation. \| [GitHub Repository](https://github.com/ShiftHackZ/Stable-Diffusion-Android) \|

	---