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use std::ffi::{CStr, CString};
use std::iter::FusedIterator;
use crate::c_api::{mts_block_t, mts_array_t, mts_labels_t};
use crate::c_api::MTS_INVALID_PARAMETER_ERROR;
use crate::errors::check_status;
use crate::{ArrayRef, Labels, Error};
use super::{TensorBlock, LazyMetadata};
/// Reference to a [`TensorBlock`]
#[derive(Debug, Clone, Copy)]
pub struct TensorBlockRef<'a> {
ptr: *const mts_block_t,
marker: std::marker::PhantomData<&'a mts_block_t>,
}
// SAFETY: Send is fine since TensorBlockRef does not implement Drop
unsafe impl<'a> Send for TensorBlockRef<'a> {}
// SAFETY: Sync is fine since there is no internal mutability in TensorBlockRef
unsafe impl<'a> Sync for TensorBlockRef<'a> {}
/// All the basic data in a `TensorBlockRef` as a struct with separate fields.
///
/// This can be useful when you need to borrow different fields on this struct
/// separately. They are separate in the underlying metatensor-core, but since we
/// go through the C API to access them, we need to re-expose them as separate
/// fields for the rust compiler to be able to understand that.
///
/// The metadata is initialized lazily on first access, to not pay the cost of
/// allocation/reference count increase if some metadata is not used.
#[derive(Debug)]
pub struct TensorBlockData<'a> {
pub values: ArrayRef<'a>,
pub samples: LazyMetadata<Labels>,
pub components: LazyMetadata<Vec<Labels>>,
pub properties: LazyMetadata<Labels>,
}
impl<'a> TensorBlockRef<'a> {
/// Create a new `TensorBlockRef` from the given raw `mts_block_t`
///
/// This is a **VERY** unsafe function, creating a lifetime out of thin air.
/// Make sure the lifetime is actually constrained by the lifetime of the
/// owner of this `mts_block_t`.
pub(crate) unsafe fn from_raw(ptr: *const mts_block_t) -> TensorBlockRef<'a> {
assert!(!ptr.is_null(), "pointer to mts_block_t should not be NULL");
TensorBlockRef {
ptr: ptr,
marker: std::marker::PhantomData,
}
}
/// Get the underlying raw pointer
pub(super) fn as_ptr(&self) -> *const mts_block_t {
self.ptr
}
}
/// Get a gradient from this block
fn block_gradient(block: *const mts_block_t, parameter: &CStr) -> Option<*const mts_block_t> {
let mut gradient_block = std::ptr::null_mut();
let status = unsafe { crate::c_api::mts_block_gradient(
// the cast to mut pointer is fine since we are only returning a
// non-mut mts_block_t below
block.cast_mut(),
parameter.as_ptr(),
&mut gradient_block
)
};
match crate::errors::check_status(status) {
Ok(()) => Some(gradient_block.cast_const()),
Err(error) => {
if error.code == Some(MTS_INVALID_PARAMETER_ERROR) {
// there is no array for this gradient
None
} else {
panic!("failed to get the gradient from a block: {:?}", error)
}
}
}
}
pub(super) fn get_samples(ptr: *const mts_block_t) -> Labels {
unsafe {
TensorBlockRef::from_raw(ptr).samples()
}
}
pub(super) fn get_components(ptr: *const mts_block_t) -> Vec<Labels> {
unsafe {
TensorBlockRef::from_raw(ptr).components()
}
}
pub(super) fn get_properties(ptr: *const mts_block_t) -> Labels {
unsafe {
TensorBlockRef::from_raw(ptr).properties()
}
}
impl<'a> TensorBlockRef<'a> {
/// Get all the data and metadata inside this `TensorBlockRef` as a
/// struct with separate fields, to allow borrowing them separately.
#[inline]
pub fn data(&'a self) -> TensorBlockData<'a> {
TensorBlockData {
values: self.values(),
samples: LazyMetadata::new(get_samples, self.as_ptr()),
components: LazyMetadata::new(get_components, self.as_ptr()),
properties: LazyMetadata::new(get_properties, self.as_ptr()),
}
}
/// Get the array for the values in this block
#[inline]
pub fn values(&self) -> ArrayRef<'a> {
let mut array = mts_array_t::null();
unsafe {
crate::errors::check_status(crate::c_api::mts_block_data(
self.as_ptr().cast_mut(),
&mut array
)).expect("failed to get the array for a block");
};
// SAFETY: we can return an `ArrayRef` with lifetime `'a` (instead of
// `'self`) (which allows to get multiple references to the BasicBlock
// simultaneously), because there is no way to also get a mutable
// reference to the block at the same time (since we are already holding
// a const reference to the block itself).
unsafe { ArrayRef::from_raw(array) }
}
#[inline]
fn labels(&self, dimension: usize) -> Labels {
let mut labels = mts_labels_t::null();
unsafe {
check_status(crate::c_api::mts_block_labels(
self.as_ptr(),
dimension,
&mut labels,
)).expect("failed to get labels");
}
return unsafe { Labels::from_raw(labels) };
}
/// Get the samples for this block
#[inline]
pub fn samples(&self) -> Labels {
return self.labels(0);
}
/// Get the components for this block
#[inline]
pub fn components(&self) -> Vec<Labels> {
let values = self.values();
let shape = values.as_raw().shape().expect("failed to get the data shape");
let mut result = Vec::new();
for i in 1..(shape.len() - 1) {
result.push(self.labels(i));
}
return result;
}
/// Get the properties for this block
#[inline]
pub fn properties(&self) -> Labels {
let values = self.values();
let shape = values.as_raw().shape().expect("failed to get the data shape");
return self.labels(shape.len() - 1);
}
/// Get the full list of gradients in this block
// SAFETY: we can return strings with the `'a` lifetime (instead of
// `'self`), because there is no way to also get a mutable reference
// to the gradient parameters at the same time.
#[inline]
pub fn gradient_list(&self) -> Vec<&'a str> {
let mut parameters_ptr = std::ptr::null();
let mut parameters_count = 0;
unsafe {
check_status(crate::c_api::mts_block_gradients_list(
self.as_ptr(),
&mut parameters_ptr,
&mut parameters_count
)).expect("failed to get gradient list");
}
if parameters_count == 0 {
return Vec::new();
} else {
assert!(!parameters_ptr.is_null());
unsafe {
let parameters = std::slice::from_raw_parts(parameters_ptr, parameters_count);
return parameters.iter()
.map(|&ptr| CStr::from_ptr(ptr).to_str().unwrap())
.collect();
}
}
}
/// Get the data and metadata for the gradient with respect to the given
/// parameter in this block, if it exists.
// SAFETY: we can return a TensorBlockRef with lifetime `'a` (instead of
// `'self`) for the same reasons as in the `values` function.
#[inline]
pub fn gradient(&self, parameter: &str) -> Option<TensorBlockRef<'a>> {
let parameter = CString::new(parameter).expect("invalid C string");
block_gradient(self.as_ptr(), ¶meter)
.map(|gradient_block| {
// SAFETY: the lifetime of the block is the same as
// the lifetime of self, both are constrained to the
// root TensorMap/TensorBlock
unsafe { TensorBlockRef::from_raw(gradient_block) }
})
}
/// Clone this block, cloning all the data and metadata contained inside.
///
/// This can fail if the external data held inside an `mts_array_t` can not
/// be cloned.
#[inline]
pub fn try_clone(&self) -> Result<TensorBlock, Error> {
let ptr = unsafe {
crate::c_api::mts_block_copy(self.as_ptr())
};
crate::errors::check_ptr(ptr)?;
return Ok(unsafe { TensorBlock::from_raw(ptr) });
}
/// Get an iterator over parameter/[`TensorBlockRef`] pairs for all gradients in
/// this block
#[inline]
pub fn gradients(&self) -> GradientsIter<'_> {
GradientsIter {
parameters: self.gradient_list().into_iter(),
block: self.as_ptr(),
}
}
}
/// Iterator over parameter/[`TensorBlockRef`] pairs for all gradients in a
/// [`TensorBlockRef`]
pub struct GradientsIter<'a> {
parameters: std::vec::IntoIter<&'a str>,
block: *const mts_block_t,
}
impl<'a> Iterator for GradientsIter<'a> {
type Item = (&'a str, TensorBlockRef<'a>);
#[inline]
fn next(&mut self) -> Option<Self::Item> {
self.parameters.next().map(|parameter| {
let parameter_c = CString::new(parameter).expect("invalid C string");
let block = block_gradient(self.block, ¶meter_c).expect("missing gradient");
// SAFETY: the lifetime of the block is the same as the lifetime of
// the GradientsIter, both are constrained to the root
// TensorMap/TensorBlock
let block = unsafe { TensorBlockRef::from_raw(block) };
return (parameter, block);
})
}
fn size_hint(&self) -> (usize, Option<usize>) {
(self.len(), Some(self.len()))
}
}
impl<'a> ExactSizeIterator for GradientsIter<'a> {
#[inline]
fn len(&self) -> usize {
self.parameters.len()
}
}
impl<'a> FusedIterator for GradientsIter<'a> {}
#[cfg(test)]
mod tests {
// TODO: check gradient/gradient iter code
}