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---
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language:
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- en
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license: apache-2.0
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model_name: Octopus-V4-GGUF
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base_model: NexaAIDev/Octopus-v4
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inference: false
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model_creator: NexaAIDev
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quantized_by: Nexa AI, Inc.
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tags:
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- function calling
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- on-device language model
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- gguf
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- llama cpp
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---
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# Octopus V4-GGUF: Graph of language models
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<p align="center">
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- <a href="https://huggingface.co/NexaAIDev/Octopus-v4" target="_blank">Original Model</a>
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- <a href="https://www.nexa4ai.com/" target="_blank">Nexa AI Website</a>
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- <a href="https://github.com/NexaAI/octopus-v4" target="_blank">Octopus-v4 Github</a>
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- <a href="https://arxiv.org/abs/2404.19296" target="_blank">ArXiv</a>
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- <a href="https://huggingface.co/spaces/NexaAIDev/domain_llm_leaderboard" target="_blank">Domain LLM Leaderbaord</a>
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</p>
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<p align="center" width="100%">
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<a><img src="octopus-v4-logo.png" alt="nexa-octopus" style="width: 40%; min-width: 300px; display: block; margin: auto;"></a>
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</p>
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**Acknowledgement**:
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We sincerely thank our community members, [ThunderBeee](https://huggingface.co/ThunderBeee) and [ZY6](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.
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## Run with [Ollama](https://github.com/ollama/ollama)
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```bash
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ollama run NexaAIDev/octopus-v4-q4_k_m
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```
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Input example:
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```json
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Query: Tell me the result of derivative of x^3 when x is 2?
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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>
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```
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Note that `<nexa_4>` represents the math gpt.
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### Dataset and Benchmark
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* Utilized questions from [MMLU](https://github.com/hendrycks/test) to evaluate the performances.
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* Evaluated with the Ollama [llm-benchmark](https://github.com/MinhNgyuen/llm-benchmark) method.
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## Quantized GGUF Models
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| Name | Quant method | Bits | Size | Respons (token/second) | Use Cases |
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| ---------------------- | ------------ | ---- | ------- | ---------------------- | ----------------------------------------- |
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| Octopus-v4.gguf | | | 7.20 GB | 27.64 | extremely large |
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| Octopus-v4-Q2_K.gguf | Q2_K | 2 | 1.32 GB | 54.20 | extremely not recommended, high loss |
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| Octopus-v4-Q3_K.gguf | Q3_K | 3 | 1.82 GB | 51.22 | not recommended |
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| Octopus-v4-Q3_K_S.gguf | Q3_K_S | 3 | 1.57 GB | 51.78 | not very recommended |
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| Octopus-v4-Q3_K_M.gguf | Q3_K_M | 3 | 1.82 GB | 50.86 | not very recommended |
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| Octopus-v4-Q3_K_L.gguf | Q3_K_L | 3 | 1.94 GB | 50.05 | not very recommended |
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| Octopus-v4-Q4_0.gguf | Q4_0 | 4 | 2.03 GB | 65.76 | good quality, recommended |
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| Octopus-v4-Q4_1.gguf | Q4_1 | 4 | 2.24 GB | 69.01 | slow, good quality, recommended |
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| Octopus-v4-Q4_K.gguf | Q4_K | 4 | 2.23 GB | 55.76 | slow, good quality, recommended |
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| Octopus-v4-Q4_K_S.gguf | Q4_K_S | 4 | 2.04 GB | 53.98 | high quality, recommended |
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| Octopus-v4-Q4_K_M.gguf | Q4_K_M | 4 | 1.51 GB | 58.39 | some functions loss, not very recommended |
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| Octopus-v4-Q5_0.gguf | Q5_0 | 5 | 2.45 GB | 61.98 | slow, good quality |
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| Octopus-v4-Q5_1.gguf | Q5_1 | 5 | 2.67 GB | 63.44 | slow, good quality |
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| Octopus-v4-Q5_K.gguf | Q5_K | 5 | 2.58 GB | 58.28 | moderate speed, recommended |
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| Octopus-v4-Q5_K_S.gguf | Q5_K_S | 5 | 2.45 GB | 59.95 | moderate speed, recommended |
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| Octopus-v4-Q5_K_M.gguf | Q5_K_M | 5 | 2.62 GB | 53.31 | fast, good quality, recommended |
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| Octopus-v4-Q6_K.gguf | Q6_K | 6 | 2.91 GB | 52.15 | large, not very recommended |
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| Octopus-v4-Q8_0.gguf | Q8_0 | 8 | 3.78 GB | 50.10 | very large, good quality |
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| Octopus-v4-f16.gguf | f16 | 16 | 7.20 GB | 30.61 | extremely large |
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_Quantized with llama.cpp_ |
