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:
Laurent Mazare
2023-09-23 15:43:11 +01:00
committed by GitHub
parent 402d207f0f
commit ccf352f3d1
5 changed files with 104 additions and 15 deletions

View File

@ -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,