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Nomic-embed-text-v1.5-Embedding-GGUF
second-state/Nomic-embed-text-v1.5-Embedding-GGUF
Nomic-embed-text-v1.5-Embedding-GGUF is a sentence similarity model from second-state. Use it when you need a score for how close two texts are. It is set up for sentence-transformers. The card lists the license as apache-2.0.
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All-time downloads
37K
Public
Repo size
1.4 GB
Likes
5
Public
Repo makeup
Click a slice to open those files.
.gguf1.4 GB · 100%
At a glance
- Task
- Sentence Similarity
- Library
- sentence-transformers
- License
- apache-2.0
- Access
- Public
- Created
- Apr 17, 2024
- Updated
- Jul 18, 2024
- SHA
- f472d22b
Base models
Model card
From the Hugging Face model README
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Nomic-embed-text-v1.5-Embedding-GGUF
Original Model
nomic-ai/nomic-embed-text-v1.5
Run with LlamaEdge
-
LlamaEdge version: v0.12.3 and above
-
Context size:
768 -
Run as LlamaEdge service
wasmedge --dir .:. --nn-preload default:GGML:AUTO:nomic-embed-text-v1.5-f16.gguf \ llama-api-server.wasm \ --prompt-template embedding \ --ctx-size 768 \ --model-name nomic-embed-text-v1.5
Quantized GGUF Models
| Name | Quant method | Bits | Size | Use case |
|---|---|---|---|---|
| nomic-embed-text-v1.5-Q2_K.gguf | Q2_K | 2 | 60.9 MB | smallest, significant quality loss - not recommended for most purposes |
| nomic-embed-text-v1.5-Q3_K_L.gguf | Q3_K_L | 3 | 80.7 MB | small, substantial quality loss |
| nomic-embed-text-v1.5-Q3_K_M.gguf | Q3_K_M | 3 | 76.3 MB | very small, high quality loss |
| nomic-embed-text-v1.5-Q3_K_S.gguf | Q3_K_S | 3 | 68.8 MB | very small, high quality loss |
| 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 |
| nomic-embed-text-v1.5-Q4_K_M.gguf | Q4_K_M | 4 | 90.2 MB | medium, balanced quality - recommended |
| nomic-embed-text-v1.5-Q4_K_S.gguf | Q4_K_S | 4 | 84.1 MB | small, greater quality loss |
| nomic-embed-text-v1.5-Q5_0.gguf | Q5_0 | 5 | 98 MB | legacy; medium, balanced quality - prefer using Q4_K_M |
| nomic-embed-text-v1.5-Q5_K_M.gguf | Q5_K_M | 5 | 103 MB | large, very low quality loss - recommended |
| nomic-embed-text-v1.5-Q5_K_S.gguf | Q5_K_S | 5 | 98 MB | large, low quality loss - recommended |
| nomic-embed-text-v1.5-Q6_K.gguf | Q6_K | 6 | 113 MB | very large, extremely low quality loss |
| nomic-embed-text-v1.5-Q8_0.gguf | Q8_0 | 8 | 146 MB | very large, extremely low quality loss - not recommended |
| nomic-embed-text-v1.5-f16.gguf | Q8_0 | 8 | 274 MB | very large, extremely low quality loss - not recommended |
Quantized with llama.cpp b2636
- Task
- Sentence Similarity
- Library
- sentence-transformers
- License
- apache-2.0
- Languages
- en
- Created
- Apr 17, 2024
- Updated
- Jul 18, 2024