[nn] Move the Embedding and Activation parts. (#116)

* Share the Embedding and Activation parts.

* Tweak some activations.
This commit is contained in:
Laurent Mazare
2023-07-10 10:24:52 +01:00
committed by GitHub
parent 9ce0f1c010
commit b06e1a7e54
9 changed files with 91 additions and 149 deletions

View File

@ -0,0 +1,29 @@
use candle::{Result, Tensor};
#[derive(Debug)]
pub struct Embedding {
embeddings: Tensor,
hidden_size: usize,
}
impl Embedding {
pub fn new(embeddings: Tensor, hidden_size: usize) -> Self {
Self {
embeddings,
hidden_size,
}
}
pub fn embeddings(&self) -> &Tensor {
&self.embeddings
}
pub fn forward(&self, indexes: &Tensor) -> Result<Tensor> {
let mut final_dims = indexes.dims().to_vec();
final_dims.push(self.hidden_size);
let indexes = indexes.flatten_all()?;
let values = Tensor::embedding(&indexes, &self.embeddings)?;
let values = values.reshape(final_dims)?;
Ok(values)
}
}