| --- |
| base_model: deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct |
| inference: false |
| license: other |
| license_name: deepseek-license |
| license_link: LICENSE |
| model_creator: DeepSeek-ai |
| model_name: DeepSeek-Coder-V2-Lite-Instruct |
| model_type: deepseek |
| quantized_by: Second State Inc. |
| --- |
| |
| <!-- header start --> |
| <!-- 200823 --> |
| <div style="width: auto; margin-left: auto; margin-right: auto"> |
| <img src="https://github.com/LlamaEdge/LlamaEdge/raw/dev/assets/logo.svg" style="width: 100%; min-width: 400px; display: block; margin: auto;"> |
| </div> |
| <hr style="margin-top: 1.0em; margin-bottom: 1.0em;"> |
| <!-- header end --> |
|
|
| # DeepSeek-Coder-V2-Lite-Instruct-GGUF |
|
|
| ## Original Model |
|
|
| [deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct](https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct) |
|
|
| ## Run with LlamaEdge |
|
|
| - LlamaEdge version: [v0.12.3](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.12.3) and above |
|
|
| - Prompt template |
|
|
| - Prompt type: `deepseek-chat-2` |
|
|
| - Prompt string |
|
|
| ```text |
| <|begin_of_sentence|>{system_message} |
| |
| User: {user_message_1} |
| |
| Assistant: {assistant_message_1}<|end_of_sentence|>User: {user_message_2} |
| |
| Assistant: |
| ``` |
| |
| - Context size: `128000` |
|
|
| - Run as LlamaEdge service |
|
|
| ```bash |
| wasmedge --dir .:. \ |
| --nn-preload default:GGML:AUTO:DeepSeek-Coder-V2-Lite-Instruct-Q5_K_M.gguf \ |
| llama-api-server.wasm \ |
| --prompt-template deepseek-chat-2 \ |
| --ctx-size 128000 \ |
| --model-name DeepSeek-Coder-V2-Lite-Instruct |
| ``` |
|
|
| - Run as LlamaEdge command app |
|
|
| ```bash |
| wasmedge --dir .:. \ |
| --nn-preload default:GGML:AUTO:DeepSeek-Coder-V2-Lite-Instruct-Q5_K_M.gguf \ |
| llama-chat.wasm \ |
| --prompt-template deepseek-chat-2 \ |
| --ctx-size 128000 |
| ``` |
|
|
| ## Quantized GGUF Models |
|
|
| | Name | Quant method | Bits | Size | Use case | |
| | ---- | ---- | ---- | ---- | ----- | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q2_K.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q2_K.gguf) | Q2_K | 2 | 6.43 GB| smallest, significant quality loss - not recommended for most purposes | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q3_K_L.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q3_K_L.gguf) | Q3_K_L | 3 | 8.46 GB| small, substantial quality loss | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q3_K_M.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q3_K_M.gguf) | Q3_K_M | 3 | 8.13 GB| very small, high quality loss | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q3_K_S.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q3_K_S.gguf) | Q3_K_S | 3 | 7.49 GB| very small, high quality loss | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q4_0.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q4_0.gguf) | Q4_0 | 4 | 8.91 GB| legacy; small, very high quality loss - prefer using Q3_K_M | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q4_K_M.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q4_K_M.gguf) | Q4_K_M | 4 | 10.4 GB| medium, balanced quality - recommended | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q4_K_S.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q4_K_S.gguf) | Q4_K_S | 4 | 9.53 GB| small, greater quality loss | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q5_0.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q5_0.gguf) | Q5_0 | 5 | 10.8 GB| legacy; medium, balanced quality - prefer using Q4_K_M | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q5_K_M.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q5_K_M.gguf) | Q5_K_M | 5 | 11.9 GB| large, very low quality loss - recommended | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q5_K_S.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q5_K_S.gguf) | Q5_K_S | 5 | 11.1 GB| large, low quality loss - recommended | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q6_K.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q6_K.gguf) | Q6_K | 6 | 14.1 GB| very large, extremely low quality loss | |
| | [DeepSeek-Coder-V2-Lite-Instruct-Q8_0.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-Q8_0.gguf) | Q8_0 | 8 | 16.7 GB| very large, extremely low quality loss - not recommended | |
| | [DeepSeek-Coder-V2-Lite-Instruct-f16.gguf](https://huggingface.co/second-state/DeepSeek-Coder-V2-Lite-Instruct-GGUF/blob/main/DeepSeek-Coder-V2-Lite-Instruct-f16.gguf) | f16 | 16 | 31.4 GB| | |
| |
| *Quatized with llama.cpp b3212* |
| |
