Xin Liu
commited on
Commit
•
befaf99
1
Parent(s):
cda47a8
Update
Browse filesSigned-off-by: Xin Liu <[email protected]>
README.md
CHANGED
@@ -1,3 +1,59 @@
|
|
1 |
---
|
|
|
|
|
|
|
2 |
license: apache-2.0
|
|
|
|
|
|
|
3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
---
|
2 |
+
base_model: nomic-ai/nomic-embed-text-v1.5
|
3 |
+
library_name: sentence-transformers
|
4 |
+
pipeline_tag: sentence-similarity
|
5 |
license: apache-2.0
|
6 |
+
model_creator: nomic-ai
|
7 |
+
quantized_by: Second State Inc.
|
8 |
+
language: en
|
9 |
---
|
10 |
+
|
11 |
+
<!-- header start -->
|
12 |
+
<!-- 200823 -->
|
13 |
+
<div style="width: auto; margin-left: auto; margin-right: auto">
|
14 |
+
<img src="https://github.com/LlamaEdge/LlamaEdge/raw/dev/assets/logo.svg" style="width: 100%; min-width: 400px; display: block; margin: auto;">
|
15 |
+
</div>
|
16 |
+
<hr style="margin-top: 1.0em; margin-bottom: 1.0em;">
|
17 |
+
<!-- header end -->
|
18 |
+
|
19 |
+
# Nomic-embed-text-v1.5-Embedding-GGUF
|
20 |
+
|
21 |
+
## Original Model
|
22 |
+
|
23 |
+
[nomic-ai/nomic-embed-text-v1.5](https://huggingface.co/nomic-ai/nomic-embed-text-v1.5)
|
24 |
+
|
25 |
+
## Run with LlamaEdge
|
26 |
+
|
27 |
+
- LlamaEdge version: [v0.8.2](https://github.com/LlamaEdge/LlamaEdge/releases/tag/0.8.2) and above
|
28 |
+
|
29 |
+
- Context size: `768`
|
30 |
+
|
31 |
+
- Run as LlamaEdge service
|
32 |
+
|
33 |
+
```bash
|
34 |
+
wasmedge --dir .:. --nn-preload default:GGML:AUTO:nomic-embed-text-v1.5-f16.gguf \
|
35 |
+
llama-api-server.wasm \
|
36 |
+
--prompt-template llama-2-chat \
|
37 |
+
--ctx-size 768 \
|
38 |
+
--model-name nomic-embed-text-v1.5
|
39 |
+
```
|
40 |
+
|
41 |
+
## Quantized GGUF Models
|
42 |
+
|
43 |
+
| Name | Quant method | Bits | Size | Use case |
|
44 |
+
| ---- | ---- | ---- | ---- | ----- |
|
45 |
+
| [nomic-embed-text-v1.5-Q2_K.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q2_K.gguf) | Q2_K | 2 |60.9 MB| smallest, significant quality loss - not recommended for most purposes |
|
46 |
+
| [nomic-embed-text-v1.5-Q3_K_L.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q3_K_L.gguf) | Q3_K_L | 3 | 80.7 MB| small, substantial quality loss |
|
47 |
+
| [nomic-embed-text-v1.5-Q3_K_M.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q3_K_M.gguf) | Q3_K_M | 3 | 76.3 MB| very small, high quality loss |
|
48 |
+
| [nomic-embed-text-v1.5-Q3_K_S.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q3_K_S.gguf) | Q3_K_S | 3 | 68.8 MB| very small, high quality loss |
|
49 |
+
| [nomic-embed-text-v1.5-Q4_0.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q4_0.gguf) | Q4_0 | 4 | 84.8 MB| legacy; small, very high quality loss - prefer using Q3_K_M |
|
50 |
+
| [nomic-embed-text-v1.5-Q4_K_M.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q4_K_M.gguf) | Q4_K_M | 4 | 90.2 MB| medium, balanced quality - recommended |
|
51 |
+
| [nomic-embed-text-v1.5-Q4_K_S.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q4_K_S.gguf) | Q4_K_S | 4 | 84.1 MB| small, greater quality loss |
|
52 |
+
| [nomic-embed-text-v1.5-Q5_0.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q5_0.gguf) | Q5_0 | 5 | 98 MB| legacy; medium, balanced quality - prefer using Q4_K_M |
|
53 |
+
| [nomic-embed-text-v1.5-Q5_K_M.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q5_K_M.gguf) | Q5_K_M | 5 | 103 MB| large, very low quality loss - recommended |
|
54 |
+
| [nomic-embed-text-v1.5-Q5_K_S.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q5_K_S.gguf) | Q5_K_S | 5 | 98 MB| large, low quality loss - recommended |
|
55 |
+
| [nomic-embed-text-v1.5-Q6_K.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q6_K.gguf) | Q6_K | 6 | 113 MB| very large, extremely low quality loss |
|
56 |
+
| [nomic-embed-text-v1.5-Q8_0.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-Q8_0.gguf) | Q8_0 | 8 | 146 MB| very large, extremely low quality loss - not recommended |
|
57 |
+
| [nomic-embed-text-v1.5-f16.gguf](https://huggingface.co/second-state/Nomic-embed-text-v1.5-GGUF/blob/main/nomic-embed-text-v1.5-f16.gguf) | Q8_0 | 8 | 274 MB| very large, extremely low quality loss - not recommended |
|
58 |
+
|
59 |
+
*Quantized with llama.cpp b2636*
|