---
base_model: bigcode/starcoder2-7b
inference: false
license: bigcode-openrail-m
library_name: transformers
model_creator: bigcode
model_name: StarCoder2 7B
pipeline_tag: text-generation
quantized_by: Second State Inc.
tags:
- code
---

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# StarCoder2-7B-GGUF

## Original Model

[bigcode/starcoder2-7b](https://huggingface.co/bigcode/starcoder2-7b)

## Run with LlamaEdge

- LlamaEdge version: coming soon

- Context size: `4608`

## Quantized GGUF Models

| Name | Quant method | Bits | Size | Use case |
| ---- | ---- | ---- | ---- | ----- |
| [starcoder2-7b-Q2_K.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q2_K.gguf)     | Q2_K   | 2 | 2.72 GB| smallest, significant quality loss - not recommended for most purposes |
| [starcoder2-7b-Q3_K_L.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q3_K_L.gguf) | Q3_K_L | 3 | 3.99 GB| small, substantial quality loss |
| [starcoder2-7b-Q3_K_M.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q3_K_M.gguf) | Q3_K_M | 3 | 3.59 GB| very small, high quality loss |
| [starcoder2-7b-Q3_K_S.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q3_K_S.gguf) | Q3_K_S | 3 | 3.09 GB| very small, high quality loss |
| [starcoder2-7b-Q4_0.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q4_0.gguf)     | Q4_0   | 4 | 4.04 GB| legacy; small, very high quality loss - prefer using Q3_K_M |
| [starcoder2-7b-Q4_K_M.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q4_K_M.gguf) | Q4_K_M | 4 | 4.4 GB| medium, balanced quality - recommended |
| [starcoder2-7b-Q4_K_S.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q4_K_S.gguf) | Q4_K_S | 4 | 4.13 GB| small, greater quality loss |
| [starcoder2-7b-Q5_0.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q5_0.gguf)     | Q5_0   | 5 | 4.94 GB| legacy; medium, balanced quality - prefer using Q4_K_M |
| [starcoder2-7b-Q5_K_M.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q5_K_M.gguf) | Q5_K_M | 5 | 5.12 GB| large, very low quality loss - recommended |
| [starcoder2-7b-Q5_K_S.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q5_K_S.gguf) | Q5_K_S | 5 | 4.94 GB| large, low quality loss - recommended |
| [starcoder2-7b-Q6_K.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q6_K.gguf)     | Q6_K   | 6 | 5.89 GB| very large, extremely low quality loss |
| [starcoder2-7b-Q8_0.gguf](https://huggingface.co/second-state/StarCoder2-7B-GGUF/blob/main/starcoder2-7b-Q8_0.gguf)     | Q8_0   | 8 | 7.63 GB| very large, extremely low quality loss - not recommended |

*Quantized with llama.cpp b2308*