Created
December 21, 2023 09:15
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infer function
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pub fn infer_sentence_embedding(&self, sentence: &str) | |
-> anyhow::Result<Tensor> { | |
let tokens = self | |
.tokenizer | |
.encode(sentence, true) | |
.map_err(anyhow::Error::msg)?; | |
let token_ids = Tensor::new(tokens.get_ids(), &self.device)?.unsqueeze(0)?; | |
let token_type_ids = token_ids.zeros_like()?; | |
let start = std::time::Instant::now(); | |
let embeddings = self.model.forward(&token_ids, &token_type_ids)?; | |
println!("time taken for forward: {:?}", start.elapsed()); | |
println!("embeddings: {:?}", embeddings); | |
let embeddings = Self::apply_max_pooling(&embeddings)?; | |
println!("embeddings after pooling: {:?}", embeddings); | |
let embeddings = Self::l2_normalize(&embeddings)?; | |
Ok(embeddings) | |
} |
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