---
language:
  - en
license: cc-by-nc-4.0
model_name: Octopus-V4-GGUF
base_model: NexaAIDev/Octopus-v4
inference: false
model_creator: NexaAIDev
quantized_by: Nexa AI, Inc.
tags:
  - function calling
  - on-device language model
  - gguf
  - llama cpp
---

# Octopus V4-GGUF: Graph of language models


<p align="center">
- <a href="https://huggingface.co/NexaAIDev/Octopus-v4" target="_blank">Original Model</a>
- <a href="https://www.nexa4ai.com/" target="_blank">Nexa AI Website</a>
- <a href="https://github.com/NexaAI/octopus-v4" target="_blank">Octopus-v4 Github</a>
- <a href="https://arxiv.org/abs/2404.19296" target="_blank">ArXiv</a>
- <a href="https://huggingface.co/spaces/NexaAIDev/domain_llm_leaderboard" target="_blank">Domain LLM Leaderbaord</a>
</p>

<p align="center" width="100%">
  <a><img src="octopus-v4-logo.png" alt="nexa-octopus" style="width: 40%; min-width: 300px; display: block; margin: auto;"></a>
</p>

**Acknowledgement**:  
We sincerely thank our community members, [Mingyuan](https://huggingface.co/ThunderBeee) and [Zoey](https://huggingface.co/ZY6), for their extraordinary contributions to this quantization effort. Please explore [Octopus-v4](https://huggingface.co/NexaAIDev/Octopus-v4) for our original huggingface model.


## Run with [Ollama](https://github.com/ollama/ollama)

```bash
ollama run NexaAIDev/octopus-v4-q4_k_m
```

Input example:

```json
Query: Tell me the result of derivative of x^3 when x is 2?

Response: <nexa_4> ('Determine the derivative of the function f(x) = x^3 at the point where x equals 2, and interpret the result within the context of rate of change and tangent slope.')<nexa_end>

```
Note that `<nexa_4>` represents the math gpt.

### Dataset and Benchmark

* Utilized questions from [MMLU](https://github.com/hendrycks/test) to evaluate the performances.
* Evaluated with the Ollama [llm-benchmark](https://github.com/MinhNgyuen/llm-benchmark) method.


## Quantized GGUF Models

| Name                   | Quant method | Bits | Size    | Respons (token/second) | Use Cases                                 |
| ---------------------- | ------------ | ---- | ------- | ---------------------- | ----------------------------------------- |
| Octopus-v4.gguf        |              |      | 7.20 GB | 27.64                  | extremely large                           |
| Octopus-v4-Q2_K.gguf   | Q2_K         | 2    | 1.32 GB | 54.20                  | extremely not recommended, high loss      |
| Octopus-v4-Q3_K.gguf   | Q3_K         | 3    | 1.82 GB | 51.22                  | not recommended                           |
| Octopus-v4-Q3_K_S.gguf | Q3_K_S       | 3    | 1.57 GB | 51.78                  | not very recommended                      |
| Octopus-v4-Q3_K_M.gguf | Q3_K_M       | 3    | 1.82 GB | 50.86                  | not very recommended                      |
| Octopus-v4-Q3_K_L.gguf | Q3_K_L       | 3    | 1.94 GB | 50.05                  | not very recommended                      |
| Octopus-v4-Q4_0.gguf   | Q4_0         | 4    | 2.03 GB | 65.76                  | good quality, recommended                 |
| Octopus-v4-Q4_1.gguf   | Q4_1         | 4    | 2.24 GB | 69.01                  | slow, good quality, recommended           |
| Octopus-v4-Q4_K.gguf   | Q4_K         | 4    | 2.23 GB | 55.76                  | slow, good quality, recommended           |
| Octopus-v4-Q4_K_S.gguf | Q4_K_S       | 4    | 2.04 GB | 53.98                  | high quality, recommended                 |
| Octopus-v4-Q4_K_M.gguf | Q4_K_M       | 4    | 1.51 GB | 58.39                  | some functions loss, not very recommended |
| Octopus-v4-Q5_0.gguf   | Q5_0         | 5    | 2.45 GB | 61.98                  | slow, good quality                        |
| Octopus-v4-Q5_1.gguf   | Q5_1         | 5    | 2.67 GB | 63.44                  | slow, good quality                        |
| Octopus-v4-Q5_K.gguf   | Q5_K         | 5    | 2.58 GB | 58.28                  | moderate speed, recommended               |
| Octopus-v4-Q5_K_S.gguf | Q5_K_S       | 5    | 2.45 GB | 59.95                  | moderate speed, recommended               |
| Octopus-v4-Q5_K_M.gguf | Q5_K_M       | 5    | 2.62 GB | 53.31                  | fast, good quality, recommended           |
| Octopus-v4-Q6_K.gguf   | Q6_K         | 6    | 2.91 GB | 52.15                  | large, not very recommended               |
| Octopus-v4-Q8_0.gguf   | Q8_0         | 8    | 3.78 GB | 50.10                  | very large, good quality                  |
| Octopus-v4-f16.gguf    | f16          | 16   | 7.20 GB | 30.61                  | extremely large                           |

_Quantized with llama.cpp_