metadata
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
All-MiniLM-L6-v2-GGUF
Original Model
sentence-transformers/all-MiniLM-L6-v2
Run with LlamaEdge
LlamaEdge version: coming soon
Context size: 384
Quantized GGUF Models
| Name | Quant method | Bits | Size | Use case |
|---|---|---|---|---|
| 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 | Q3_K_L | 3 | 20.5 MB | small, substantial quality loss |
| 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 | Q3_K_S | 3 | 19.2 MB | very small, high quality loss |
| 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 | Q4_K_M | 4 | 21 MB | medium, balanced quality - recommended |
| 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 | Q5_0 | 5 | 21 MB | legacy; medium, balanced quality - prefer using Q4_K_M |
| 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 | Q5_K_S | 5 | 21.5 MB | large, low quality loss - recommended |
| 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 | Q8_0 | 8 | 25 MB | very large, extremely low quality loss - not recommended |
| 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