Update

Signed-off-by: Xin Liu <sam@secondstate.io>

README.md

@@ -25,22 +25,23 @@ tags:
 ## Original Model
 
 [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
-<!--
+
 ## 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 | -->
+| [all-MiniLM-L6-v2-Q2_K.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q2_K.gguf)     | Q2_K   | 2 | 19.2 MB| smallest, significant quality loss - not recommended for most purposes |
+| [all-MiniLM-L6-v2-Q3_K_L.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q3_K_L.gguf) | Q3_K_L | 3 | 20.5 MB| small, substantial quality loss |
+| [all-MiniLM-L6-v2-Q3_K_M.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q3_K_M.gguf) | Q3_K_M | 3 | 19.9 MB| very small, high quality loss |
+| [all-MiniLM-L6-v2-Q3_K_S.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q3_K_S.gguf) | Q3_K_S | 3 | 19.2 MB| very small, high quality loss |
+| [all-MiniLM-L6-v2-Q4_0.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q4_0.gguf)     | Q4_0   | 4 | 19.7 MB| legacy; small, very high quality loss - prefer using Q3_K_M |
+| [all-MiniLM-L6-v2-Q4_K_M.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q4_K_M.gguf) | Q4_K_M | 4 | 21 MB| medium, balanced quality - recommended |
+| [all-MiniLM-L6-v2-Q4_K_S.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q4_K_S.gguf) | Q4_K_S | 4 | 20.7 MB| small, greater quality loss |
+| [all-MiniLM-L6-v2-Q5_0.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q5_0.gguf)     | Q5_0   | 5 | 21 MB| legacy; medium, balanced quality - prefer using Q4_K_M |
+| [all-MiniLM-L6-v2-Q5_K_M.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q5_K_M.gguf) | Q5_K_M | 5 | 21.7 MB| large, very low quality loss - recommended |
+| [all-MiniLM-L6-v2-Q5_K_S.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q5_K_S.gguf) | Q5_K_S | 5 | 21.5 MB| large, low quality loss - recommended |
+| [all-MiniLM-L6-v2-Q6_K.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q6_K.gguf)     | Q6_K   | 6 | 24.2 MB| very large, extremely low quality loss |
+| [all-MiniLM-L6-v2-Q8_0.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-Q8_0.gguf)     | Q8_0   | 8 | 25 MB| very large, extremely low quality loss - not recommended |
+| [all-MiniLM-L6-v2-ggml-model-f16.gguf](https://huggingface.co/second-state/All-MiniLM-L6-v2-Embedding-GGUF/blob/main/all-MiniLM-L6-v2-ggml-model-f16.gguf)     | Q8_0   | 8 | 45.9 MB| very large, extremely low quality loss - not recommended |
 
 *Quantized with llama.cpp b2334*