Add a convenient way to rename tensors accessed through a varbuilder. (#2052)

This commit is contained in:
Laurent Mazare
2024-04-13 12:09:41 +02:00
committed by GitHub
parent fb805b8ca2
commit 8b8fb630df

View File

@ -498,6 +498,53 @@ impl<'a> VarBuilder<'a> {
let pth = candle::pickle::PthTensors::new(p, None)?;
Ok(Self::from_backend(Box::new(pth), dtype, dev.clone()))
}
/// Gets a VarBuilder that applies some renaming function on tensor it gets queried for before
/// passing the new names to the inner VarBuilder.
///
/// ```rust
/// use candle::{Tensor, DType, Device};
///
/// let a = Tensor::arange(0f32, 6f32, &Device::Cpu)?.reshape((2, 3))?;
/// let tensors: std::collections::HashMap<_, _> = [
/// ("foo".to_string(), a),
/// ]
/// .into_iter()
/// .collect();
/// let vb = candle_nn::VarBuilder::from_tensors(tensors, DType::F32, &Device::Cpu);
/// assert!(vb.contains_tensor("foo"));
/// assert!(vb.get((2, 3), "foo").is_ok());
/// assert!(!vb.contains_tensor("bar"));
/// let vb = vb.rename_f(|f: &str| if f == "bar" { "foo".to_string() } else { f.to_string() });
/// assert!(vb.contains_tensor("bar"));
/// assert!(vb.contains_tensor("foo"));
/// assert!(vb.get((2, 3), "bar").is_ok());
/// assert!(vb.get((2, 3), "foo").is_ok());
/// assert!(!vb.contains_tensor("baz"));
/// # Ok::<(), candle::Error>(())
/// ```
pub fn rename_f<F: Fn(&str) -> String + Sync + Send + 'static>(self, f: F) -> Self {
let f: Box<dyn Fn(&str) -> String + Sync + Send + 'static> = Box::new(f);
self.rename(f)
}
pub fn rename<R: Renamer + Send + Sync + 'a>(self, renamer: R) -> Self {
let dtype = self.dtype();
let device = self.device().clone();
let path = self.path.clone();
let backend = Rename::new(self, renamer);
let backend: Box<dyn SimpleBackend + 'a> = Box::new(backend);
let data = TensorData {
backend,
dtype,
device,
};
Self {
data: Arc::new(data),
path,
_phantom: std::marker::PhantomData,
}
}
}
pub struct ShardedSafeTensors(candle::safetensors::MmapedSafetensors);
@ -618,3 +665,49 @@ impl Backend for ShardedSafeTensors {
self.0.get(name).is_ok()
}
}
/// This traits specifies a way to rename the queried names into names that are stored in an inner
/// VarBuilder.
pub trait Renamer {
/// This is applied to the name obtained by a name call and the resulting name is passed to the
/// inner VarBuilder.
fn rename(&self, v: &str) -> std::borrow::Cow<'_, str>;
}
pub struct Rename<'a, R: Renamer> {
inner: VarBuilder<'a>,
renamer: R,
}
impl<'a, R: Renamer + Sync + Send> SimpleBackend for Rename<'a, R> {
fn get(
&self,
s: Shape,
name: &str,
h: crate::Init,
dtype: DType,
dev: &Device,
) -> Result<Tensor> {
let name = self.renamer.rename(name);
self.inner
.get_with_hints_dtype(s, &name, h, dtype)?
.to_device(dev)
}
fn contains_tensor(&self, name: &str) -> bool {
let name = self.renamer.rename(name);
self.inner.contains_tensor(&name)
}
}
impl<'a, R: Renamer> Rename<'a, R> {
pub fn new(inner: VarBuilder<'a>, renamer: R) -> Self {
Self { inner, renamer }
}
}
impl Renamer for Box<dyn Fn(&str) -> String + Sync + Send> {
fn rename(&self, v: &str) -> std::borrow::Cow<'_, str> {
std::borrow::Cow::Owned(self(v))
}
}