---
base_model: bespokelabs/Bespoke-Stratos-32B
license: apache-2.0
model_creator: bespokelabs
model_name: Bespoke-Stratos-32B
quantized_by: Second State Inc.
library_name: transformers
language:
- en
---

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# Bespoke-Stratos-32B-GGUF

## Original Model

[bespokelabs/Bespoke-Stratos-32B](https://huggingface.co/bespokelabs/Bespoke-Stratos-32B)

## Run with LlamaEdge

- LlamaEdge version: [v0.16.1](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.16.1)

- 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: `128000`

- Run as LlamaEdge service

  ```bash
  wasmedge --dir .:. --nn-preload default:GGML:AUTO:Bespoke-Stratos-32B-Q5_K_M.gguf \
    llama-api-server.wasm \
    --model-name Bespoke-Stratos-32B \
    --prompt-template chatml \
    --ctx-size 128000
  ```

- Run as LlamaEdge command app

  ```bash
  wasmedge --dir .:. --nn-preload default:GGML:AUTO:Bespoke-Stratos-32B-Q5_K_M.gguf \
    llama-chat.wasm \
    --prompt-template chatml \
    --ctx-size 128000
  ```

## Quantized GGUF Models

| Name | Quant method | Bits | Size | Use case |
| ---- | ---- | ---- | ---- | ----- |
| [Bespoke-Stratos-32B-Q2_K.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q2_K.gguf)     | Q2_K   | 2 | 12.3 GB| smallest, significant quality loss - not recommended for most purposes |
| [Bespoke-Stratos-32B-Q3_K_L.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q3_K_L.gguf) | Q3_K_L | 3 | 17.2 GB| small, substantial quality loss |
| [Bespoke-Stratos-32B-Q3_K_M.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q3_K_M.gguf) | Q3_K_M | 3 | 15.9 GB| very small, high quality loss |
| [Bespoke-Stratos-32B-Q3_K_S.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q3_K_S.gguf) | Q3_K_S | 3 | 14.4 GB| very small, high quality loss |
| [Bespoke-Stratos-32B-Q4_0.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q4_0.gguf)     | Q4_0   | 4 | 18.6 GB| legacy; small, very high quality loss - prefer using Q3_K_M |
| [Bespoke-Stratos-32B-Q4_K_M.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q4_K_M.gguf) | Q4_K_M | 4 | 19.9 GB| medium, balanced quality - recommended |
| [Bespoke-Stratos-32B-Q4_K_S.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q4_K_S.gguf) | Q4_K_S | 4 | 18.8 GB| small, greater quality loss |
| [Bespoke-Stratos-32B-Q5_0.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q5_0.gguf)     | Q5_0   | 5 | 22.6 GB| legacy; medium, balanced quality - prefer using Q4_K_M |
| [Bespoke-Stratos-32B-Q5_K_M.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q5_K_M.gguf) | Q5_K_M | 5 | 23.3 GB| large, very low quality loss - recommended |
| [Bespoke-Stratos-32B-Q5_K_S.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q5_K_S.gguf) | Q5_K_S | 5 | 22.6 GB| large, low quality loss - recommended |
| [Bespoke-Stratos-32B-Q6_K.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q6_K.gguf)     | Q6_K   | 6 | 26.9 GB| very large, extremely low quality loss |
| [Bespoke-Stratos-32B-Q8_0.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-Q8_0.gguf)     | Q8_0   | 8 | 34.8 GB| very large, extremely low quality loss - not recommended |
| [Bespoke-Stratos-32B-f16-00001-of-00003.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-f16-00001-of-00003.gguf)       | f16    | 16 | 29.8 GB| |
| [Bespoke-Stratos-32B-f16-00002-of-00003.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-f16-00002-of-00003.gguf)       | f16    | 16 | 29.8 GB| |
| [Bespoke-Stratos-32B-f16-00003-of-00003.gguf](https://huggingface.co/second-state/Bespoke-Stratos-32B-GGUF/blob/main/Bespoke-Stratos-32B-f16-00003-of-00003.gguf)       | f16    | 16 | 5.87 GB| |

*Quantized with llama.cpp b4529*