VarBuilder path creation (#131)

* Use a struct for the safetensor+routing.

* Group the path and the var-builder together.

* Fix for the empty path case.
This commit is contained in:
Laurent Mazare
2023-07-10 22:37:34 +01:00
committed by GitHub
parent 1aa7fbbc33
commit b46c28a2ac
5 changed files with 196 additions and 200 deletions

View File

@ -1,53 +1,118 @@
use candle::{safetensors::SafeTensors, DType, Device, Shape, Tensor};
use std::collections::HashMap;
use std::sync::Arc;
pub struct VarBuilder<'a> {
safetensors: Option<(HashMap<String, usize>, Vec<SafeTensors<'a>>)>,
struct SafeTensorWithRouting<'a> {
routing: HashMap<String, usize>,
safetensors: Vec<SafeTensors<'a>>,
}
struct TensorData<'a> {
// TODO: Make this part generic, probably via some Box<dyn> to avoid too much generics.
safetensors: Option<SafeTensorWithRouting<'a>>,
pub dtype: DType,
pub device: Device,
}
impl<'a> VarBuilder<'a> {
pub fn from_safetensors(
safetensors: Vec<SafeTensors<'a>>,
dtype: DType,
device: &Device,
) -> Self {
impl<'a> TensorData<'a> {
fn from_safetensors(safetensors: Vec<SafeTensors<'a>>, dtype: DType, device: &Device) -> Self {
let mut routing = HashMap::new();
for (index, sf) in safetensors.iter().enumerate() {
for k in sf.names() {
routing.insert(k.to_string(), index);
}
}
let safetensors = SafeTensorWithRouting {
routing,
safetensors,
};
Self {
safetensors: Some((routing, safetensors)),
safetensors: Some(safetensors),
device: device.clone(),
dtype,
}
}
pub fn zeros(dtype: DType, device: Device) -> Self {
fn zeros(dtype: DType, device: &Device) -> Self {
Self {
safetensors: None,
device,
device: device.clone(),
dtype,
}
}
}
#[derive(Clone)]
pub struct VarBuilder<'a> {
data: Arc<TensorData<'a>>,
path: Vec<String>,
}
impl<'a> VarBuilder<'a> {
/// Create a `VarBuilder` accessing data frome the safetensors storage. The initial path is
/// set to the root path and sub-paths can be created via the `push_prefix` method.
pub fn from_safetensors(st: Vec<SafeTensors<'a>>, dtype: DType, device: &Device) -> Self {
let data = TensorData::from_safetensors(st, dtype, device);
Self {
data: Arc::new(data),
path: vec![],
}
}
pub fn zeros(dtype: DType, device: &Device) -> Self {
let data = TensorData::zeros(dtype, device);
Self {
data: Arc::new(data),
path: vec![],
}
}
pub fn push_prefix(&self, s: &str) -> Self {
let mut path = self.path.clone();
path.push(s.to_string());
Self {
data: self.data.clone(),
path,
}
}
/// Short alias for `push_prefix`.
pub fn pp(&self, s: &str) -> Self {
self.push_prefix(s)
}
pub fn device(&self) -> &Device {
&self.data.device
}
pub fn dtype(&self) -> DType {
self.data.dtype
}
}
impl<'a> VarBuilder<'a> {
pub fn get<S: Into<Shape>>(&self, s: S, tensor_name: &str) -> candle::Result<Tensor> {
let data = self.data.as_ref();
let s: Shape = s.into();
match &self.safetensors {
None => Tensor::zeros(s, self.dtype, &self.device),
Some((routing, safetensors)) => {
match &self.data.safetensors {
None => Tensor::zeros(s, data.dtype, &data.device),
Some(SafeTensorWithRouting {
routing,
safetensors,
}) => {
let path = if self.path.is_empty() {
tensor_name.to_string()
} else {
[&self.path.join("."), tensor_name].join(".")
};
// Unwrap or 0 just to let the proper error flow.
let index = routing.get(tensor_name).unwrap_or(&0);
let index = routing.get(&path).unwrap_or(&0);
let tensor = safetensors[*index]
.tensor(tensor_name, &self.device)?
.to_dtype(self.dtype)?;
.tensor(&path, &data.device)?
.to_dtype(data.dtype)?;
if *tensor.shape() != s {
let msg = format!("shape mismatch for {tensor_name}");
Err(candle::Error::UnexpectedShape {
msg,
msg: format!("shape mismatch for {path}"),
expected: s,
got: tensor.shape().clone(),
})?