---
base_model: stabilityai/stablelm-2-12b-chat
inference: false
license: other
library_name: transformers
pipeline_tag: text-generation
model_creator: stabilityai
model_name: stablelm-2-12b-chat
quantized_by: Second State Inc.
language:
- en
tags:
- causal-lm
---

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# stablelm-2-12b-chat-GGUF

## Original Model

[stabilityai/stablelm-2-12b-chat](https://huggingface.co/stabilityai/stablelm-2-12b-chat)

## Run with LlamaEdge

- LlamaEdge version: [v0.12.2](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.12.2) and above

- Prompt template

  - Prompt type: `chatml`

  - Prompt string

    ```text
    <|im_start|>system
    {system_message}<|im_end|>
    <|im_start|>user
    {prompt}<|im_end|>
    <|im_start|>assistant
    ```

- Context size: `4096`

- Run as LlamaEdge service

  ```bash
  wasmedge --dir .:. --nn-preload default:GGML:AUTO:stablelm-2-12b-chat-Q5_K_M.gguf \
    llama-api-server.wasm \
    --prompt-template chatml \
    --ctx-size 4096 \
    --model-name stablelm-2-12b-chat
  ```

- Run as LlamaEdge command app

  ```bash
  wasmedge --dir .:. \
    --nn-preload default:GGML:AUTO:stablelm-2-12b-chat-Q5_K_M.gguf \
    llama-chat.wasm \
    --prompt-template chatml \
    --ctx-size 4096
  ```

## Quantized GGUF Models

| Name | Quant method | Bits | Size | Use case |
| ---- | ---- | ---- | ---- | ----- |
| [stablelm-2-12b-chat-Q2_K.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q2_K.gguf)     | Q2_K   | 2 | 4.70 GB| smallest, significant quality loss - not recommended for most purposes |
| [stablelm-2-12b-chat-Q3_K_L.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q3_K_L.gguf) | Q3_K_L | 3 | 6.49 GB| small, substantial quality loss |
| [stablelm-2-12b-chat-Q3_K_M.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q3_K_M.gguf) | Q3_K_M | 3 | 5.99 GB| very small, high quality loss |
| [stablelm-2-12b-chat-Q3_K_S.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q3_K_S.gguf) | Q3_K_S | 3 | 5.42 GB| very small, high quality loss |
| [stablelm-2-12b-chat-Q4_0.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q4_0.gguf)     | Q4_0   | 4 | 6.97 GB| legacy; small, very high quality loss - prefer using Q3_K_M |
| [stablelm-2-12b-chat-Q4_K_M.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q4_K_M.gguf) | Q4_K_M | 4 | 7.37 GB| medium, balanced quality - recommended |
| [stablelm-2-12b-chat-Q4_K_S.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q4_K_S.gguf) | Q4_K_S | 4 | 7.02 GB| small, greater quality loss |
| [stablelm-2-12b-chat-Q5_0.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q5_0.gguf)     | Q5_0   | 5 | 8.42 GB| legacy; medium, balanced quality - prefer using Q4_K_M |
| [stablelm-2-12b-chat-Q5_K_M.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q5_K_M.gguf) | Q5_K_M | 5 | 8.63 GB| large, very low quality loss - recommended |
| [stablelm-2-12b-chat-Q5_K_S.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q5_K_S.gguf) | Q5_K_S | 5 | 8.42 GB| large, low quality loss - recommended |
| [stablelm-2-12b-chat-Q6_K.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q6_K.gguf)     | Q6_K   | 6 | 9.97 GB| very large, extremely low quality loss |
| [stablelm-2-12b-chat-Q8_0.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-Q8_0.gguf)     | Q8_0   | 8 | 12.9 GB| very large, extremely low quality loss - not recommended |
| [stablelm-2-12b-chat-f16.gguf](https://huggingface.co/second-state/stablelm-2-12b-chat-GGUF/blob/main/stablelm-2-12b-chat-f16.gguf)       | f16    | 16 | 24.3 GB|  |

*Quantized with llama.cpp b3333*