mirror of
https://github.com/huggingface/candle.git
synced 2025-06-19 11:56:45 +00:00
Use yoke to provide a self-referential container for mmaped safetenso… (#939)
* Use yoke to provide a self-referential container for mmaped safetensor files. * Add the new self-owned type for safetensor files without removing the previous version. * Add routing. * Add an initializer for the case of multiple files.
This commit is contained in:
@ -251,6 +251,100 @@ pub fn save<K: AsRef<str> + Ord + std::fmt::Display, P: AsRef<Path>>(
|
||||
Ok(st::serialize_to_file(tensors, &None, filename.as_ref())?)
|
||||
}
|
||||
|
||||
#[derive(yoke::Yokeable)]
|
||||
struct SafeTensors_<'a>(SafeTensors<'a>);
|
||||
|
||||
pub struct MmapedSafetensors {
|
||||
safetensors: Vec<yoke::Yoke<SafeTensors_<'static>, memmap2::Mmap>>,
|
||||
routing: Option<HashMap<String, usize>>,
|
||||
}
|
||||
|
||||
impl MmapedSafetensors {
|
||||
/// Creates a wrapper around a memory mapped file and deserialize the safetensors header.
|
||||
///
|
||||
/// # Safety
|
||||
///
|
||||
/// The unsafe is inherited from [`memmap2::MmapOptions`].
|
||||
pub unsafe fn new<P: AsRef<Path>>(p: P) -> Result<Self> {
|
||||
let p = p.as_ref();
|
||||
let file = std::fs::File::open(p).map_err(|e| Error::from(e).with_path(p))?;
|
||||
let file = memmap2::MmapOptions::new()
|
||||
.map(&file)
|
||||
.map_err(|e| Error::from(e).with_path(p))?;
|
||||
let safetensors = yoke::Yoke::<SafeTensors_<'static>, memmap2::Mmap>::try_attach_to_cart(
|
||||
file,
|
||||
|data: &[u8]| {
|
||||
let st = safetensors::SafeTensors::deserialize(data)
|
||||
.map_err(|e| Error::from(e).with_path(p))?;
|
||||
Ok::<_, Error>(SafeTensors_(st))
|
||||
},
|
||||
)?;
|
||||
Ok(Self {
|
||||
safetensors: vec![safetensors],
|
||||
routing: None,
|
||||
})
|
||||
}
|
||||
|
||||
/// Creates a wrapper around multiple memory mapped file and deserialize the safetensors headers.
|
||||
///
|
||||
/// If a tensor name appears in multiple files, the last entry is returned.
|
||||
///
|
||||
/// # Safety
|
||||
///
|
||||
/// The unsafe is inherited from [`memmap2::MmapOptions`].
|
||||
pub unsafe fn multi<P: AsRef<Path>>(paths: &[P]) -> Result<Self> {
|
||||
let mut routing = HashMap::new();
|
||||
let mut safetensors = vec![];
|
||||
for (index, p) in paths.iter().enumerate() {
|
||||
let p = p.as_ref();
|
||||
let file = std::fs::File::open(p).map_err(|e| Error::from(e).with_path(p))?;
|
||||
let file = memmap2::MmapOptions::new()
|
||||
.map(&file)
|
||||
.map_err(|e| Error::from(e).with_path(p))?;
|
||||
let data = yoke::Yoke::<SafeTensors_<'static>, memmap2::Mmap>::try_attach_to_cart(
|
||||
file,
|
||||
|data: &[u8]| {
|
||||
let st = safetensors::SafeTensors::deserialize(data)
|
||||
.map_err(|e| Error::from(e).with_path(p))?;
|
||||
Ok::<_, Error>(SafeTensors_(st))
|
||||
},
|
||||
)?;
|
||||
for k in data.get().0.names() {
|
||||
routing.insert(k.to_string(), index);
|
||||
}
|
||||
safetensors.push(data)
|
||||
}
|
||||
Ok(Self {
|
||||
safetensors,
|
||||
routing: Some(routing),
|
||||
})
|
||||
}
|
||||
|
||||
pub fn load(&self, name: &str, dev: &Device) -> Result<Tensor> {
|
||||
let index = match &self.routing {
|
||||
None => 0,
|
||||
Some(routing) => {
|
||||
let index = routing.get(name).ok_or_else(|| {
|
||||
Error::CannotFindTensor {
|
||||
path: name.to_string(),
|
||||
}
|
||||
.bt()
|
||||
})?;
|
||||
*index
|
||||
}
|
||||
};
|
||||
self.safetensors[index].get().0.tensor(name)?.load(dev)
|
||||
}
|
||||
|
||||
pub fn tensors(&self) -> Vec<(String, st::TensorView<'_>)> {
|
||||
let mut tensors = vec![];
|
||||
for safetensors in self.safetensors.iter() {
|
||||
tensors.push(safetensors.get().0.tensors())
|
||||
}
|
||||
tensors.into_iter().flatten().collect()
|
||||
}
|
||||
}
|
||||
|
||||
pub struct MmapedFile {
|
||||
path: std::path::PathBuf,
|
||||
inner: memmap2::Mmap,
|
||||
|
Reference in New Issue
Block a user