---
base_model: deepseek-ai/deepseek-coder-6.7b-instruct
inference: false
license: other
license_link: LICENSE
license_name: deepseek
model_creator: DeepSeek
model_name: Deepseek Coder 6.7B Instruct
model_type: deepseek
quantized_by: Second State Inc.
---

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# Deepseek-Coder-6.7B-Instruct-GGUF

## Original Model

[deepseek-ai/deepseek-coder-6.7b-instruct](https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instruct)

## Run with LlamaEdge

- LlamaEdge version: [v0.2.8](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.2.8) and above

- Prompt template

  - Prompt type: `deepseek-coder`

  - Prompt string

    ```text
    {system}
    \### Instruction:
    {question_1}
    \### Response:
    {answer_1}
    <|EOT|>
    \### Instruction:
    {question_2}
    \### Response:
    ```

    Note that the `\` character is used to escape the `###` in the prompt string. Remove it in the practical use.

- Context size: `4096`

- Run as LlamaEdge service

  ```bash
  wasmedge --dir .:. --nn-preload default:GGML:AUTO:deepseek-coder-6.7b-instruct-Q5_K_M.gguf llama-api-server.wasm -p deepseek-coder
  ```

- Run as LlamaEdge command app

  ```bash
  wasmedge --dir .:. --nn-preload default:GGML:AUTO:deepseek-coder-6.7b-instruct-Q5_K_M.gguf llama-chat.wasm -p deepseek-coder
  ```

## Quantized GGUF Models

| Name | Quant method | Bits | Size | Use case |
| ---- | ---- | ---- | ---- | ----- |
| [deepseek-coder-6.7b-instruct-Q2_K.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q2_K.gguf)     | Q2_K   | 2 | 2.53 GB| smallest, significant quality loss - not recommended for most purposes |
| [deepseek-coder-6.7b-instruct-Q3_K_L.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q3_K_L.gguf) | Q3_K_L | 3 | 3.6 GB| small, substantial quality loss |
| [deepseek-coder-6.7b-instruct-Q3_K_M.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q3_K_M.gguf) | Q3_K_M | 3 | 3.3 GB| very small, high quality loss |
| [deepseek-coder-6.7b-instruct-Q3_K_S.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q3_K_S.gguf) | Q3_K_S | 3 | 2.95 GB| very small, high quality loss |
| [deepseek-coder-6.7b-instruct-Q4_0.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q4_0.gguf)     | Q4_0   | 4 | 3.83 GB| legacy; small, very high quality loss - prefer using Q3_K_M |
| [deepseek-coder-6.7b-instruct-Q4_K_M.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q4_K_M.gguf) | Q4_K_M | 4 | 4.08 GB| medium, balanced quality - recommended |
| [deepseek-coder-6.7b-instruct-Q4_K_S.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q4_K_S.gguf) | Q4_K_S | 4 | 3.86 GB| small, greater quality loss |
| [deepseek-coder-6.7b-instruct-Q5_0.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q5_0.gguf)     | Q5_0   | 5 | 4.65 GB| legacy; medium, balanced quality - prefer using Q4_K_M |
| [deepseek-coder-6.7b-instruct-Q5_K_M.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q5_K_M.gguf) | Q5_K_M | 5 | 4.79 GB| large, very low quality loss - recommended |
| [deepseek-coder-6.7b-instruct-Q5_K_S.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q5_K_S.gguf) | Q5_K_S | 5 | 4.65 GB| large, low quality loss - recommended |
| [deepseek-coder-6.7b-instruct-Q6_K.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q6_K.gguf)     | Q6_K   | 6 | 5.53 GB| very large, extremely low quality loss |
| [deepseek-coder-6.7b-instruct-Q8_0.gguf](https://huggingface.co/second-state/Deepseek-Coder-6.7B-Instruct-GGUF/blob/main/deepseek-coder-6.7b-instruct-Q8_0.gguf)     | Q8_0   | 8 | 7.16 GB| very large, extremely low quality loss - not recommended |