---
base_model: sentence-transformers/all-MiniLM-L6-v2
license: apache-2.0
library_name: sentence-transformers
model_creator: Sentence Transformers
quantized_by: Second State Inc.
language: en
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---

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# All-MiniLM-L6-v2-GGUF

## Original Model

[sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
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## Quantized GGUF Models

| Name | Quant method | Bits | Size | Use case |
| ---- | ---- | ---- | ---- | ----- |
| [openchat-3.5-0106.Q2_K.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q2_K.gguf)     | Q2_K   | 2 | 3.08 GB| smallest, significant quality loss - not recommended for most purposes |
| [openchat-3.5-0106.Q3_K_L.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q3_K_L.gguf) | Q3_K_L | 3 | 3.82 GB| small, substantial quality loss |
| [openchat-3.5-0106.Q3_K_M.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q3_K_M.gguf) | Q3_K_M | 3 | 3.52 GB| very small, high quality loss |
| [openchat-3.5-0106.Q3_K_S.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q3_K_S.gguf) | Q3_K_S | 3 | 3.16 GB| very small, high quality loss |
| [openchat-3.5-0106.Q4_0.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q4_0.gguf)     | Q4_0   | 4 | 4.11 GB| legacy; small, very high quality loss - prefer using Q3_K_M |
| [openchat-3.5-0106.Q4_K_M.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q4_K_M.gguf) | Q4_K_M | 4 | 4.37 GB| medium, balanced quality - recommended |
| [openchat-3.5-0106.Q4_K_S.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q4_K_S.gguf) | Q4_K_S | 4 | 4.14 GB| small, greater quality loss |
| [openchat-3.5-0106.Q5_0.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q5_0.gguf)     | Q5_0   | 5 | 5.00 GB| legacy; medium, balanced quality - prefer using Q4_K_M |
| [openchat-3.5-0106.Q5_K_M.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q5_K_M.gguf) | Q5_K_M | 5 | 5.13 GB| large, very low quality loss - recommended |
| [openchat-3.5-0106.Q5_K_S.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q5_K_S.gguf) | Q5_K_S | 5 | 5.00 GB| large, low quality loss - recommended |
| [openchat-3.5-0106.Q6_K.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q6_K.gguf)     | Q6_K   | 6 | 5.94 GB| very large, extremely low quality loss |
| [openchat-3.5-0106.Q8_0.gguf](https://huggingface.co/second-state/OpenChat-3.5-0106-GGUF/blob/main/openchat-3.5-0106-Q8_0.gguf)     | Q8_0   | 8 | 7.70 GB| very large, extremely low quality loss - not recommended | -->

*Quantized with llama.cpp b2334*