AllMiniLmL6V2Sharp

C# implementation of Sentence Transformers All-MiniLM-L6-v2

Use as a .net standard 2.1 library.

Includes tokenizer and onnx model.

Nuget

AllMiniLML6v2Sharp

How to use

• Single Sentence

var sentence = "This is an example sentence";
var embedder = new AllMiniLmL6V2Embedder();
var embedding = embedder.GenerateEmbedding(sentence);

• Multiple Sentences

string[] sentences = ["This is an example sentence", "Here is another"];
var embedder = new AllMiniLmL6V2Embedder();
var embeddings = model.GenerateEmbeddings(sentences);

• Custom All-MiniLM-L6-v2 onnx model

var sentence = "This is an example sentence";
var embedder = new AllMiniLmL6V2Embedder(modelPath: "path/to/model.onnx");
var embedding = embedder.GenerateEmbedding(sentence);

• Custom vocab

var sentence = "This is an example sentence";
BertTokenizer tokenizer = new("path/to/vocab.txt");
var embedder = new AllMiniLmL6V2Embedder(tokenizer: tokenizer);
var embedding = embedder.GenerateEmbedding(sentence);

• Custom Tokenizer

var sentence = "This is an example sentence";
ITokenizer tokenizer = new CustomTokenizer();
var embedder = new AllMiniLmL6V2Embedder(tokenizer: tokenizer);
var embedding = embedder.GenerateEmbedding(sentence);