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use crate::tensor_desc::TensorDesc;
use crate::{drop_using_function, try_unsafe, util::Result, InferenceError};
use openvino_sys::{
self, ie_blob_buffer__bindgen_ty_1, ie_blob_buffer_t, ie_blob_byte_size, ie_blob_free,
ie_blob_get_buffer, ie_blob_get_dims, ie_blob_get_layout, ie_blob_get_precision,
ie_blob_make_memory, ie_blob_size, ie_blob_t, tensor_desc_t,
};
use std::convert::TryFrom;
use std::mem::MaybeUninit;
/// See [`Blob`](https://docs.openvinotoolkit.org/latest/classInferenceEngine_1_1Blob.html).
pub struct Blob {
pub(crate) instance: *mut ie_blob_t,
}
drop_using_function!(Blob, ie_blob_free);
impl Blob {
/// Create a new [`Blob`] by copying data in to the OpenVINO-allocated memory.
///
/// # Panics
///
/// This function will panic if the number of bytes passed in `data` does not match the expected
/// size of the tensor `description`.
pub fn new(description: &TensorDesc, data: &[u8]) -> Result<Self> {
let mut blob = Self::allocate(description)?;
let blob_len = blob.byte_len()?;
assert_eq!(
blob_len,
data.len(),
"The data to initialize ({} bytes) must be the same as the blob size ({} bytes).",
data.len(),
blob_len
);
// Copy the incoming data into the buffer.
let buffer = blob.buffer_mut()?;
buffer.copy_from_slice(data);
Ok(blob)
}
/// Allocate space in OpenVINO for an empty [`Blob`].
pub fn allocate(description: &TensorDesc) -> Result<Self> {
let mut instance = std::ptr::null_mut();
try_unsafe!(ie_blob_make_memory(
std::ptr::addr_of!(description.instance),
std::ptr::addr_of_mut!(instance)
))?;
Ok(Self { instance })
}
/// Return the tensor description of this [`Blob`].
///
/// # Panics
///
/// May panic in the improbable case where some future version of the OpenVINO library returns a
/// dimensions array with a size different than the one auto-generated in the bindings; see
/// `struct dimensions` in `openvino-sys/src/generated/types.rs`.
pub fn tensor_desc(&self) -> Result<TensorDesc> {
let blob = self.instance.cast_const();
let mut layout = MaybeUninit::uninit();
try_unsafe!(ie_blob_get_layout(blob, layout.as_mut_ptr()))?;
let mut dimensions = MaybeUninit::uninit();
try_unsafe!(ie_blob_get_dims(blob, dimensions.as_mut_ptr()))?;
// Safety: See `Panics` section in function documentation; itt is not clear to me whether
// this will return the statically-expected size or the dynamic size -- this is not
// effective in the former case.
assert_eq!(unsafe { dimensions.assume_init() }.dims.len(), 8);
let mut precision = MaybeUninit::uninit();
try_unsafe!(ie_blob_get_precision(blob, precision.as_mut_ptr()))?;
Ok(TensorDesc {
// Safety: all reads succeeded so values must be initialized
instance: unsafe {
tensor_desc_t {
layout: layout.assume_init(),
dims: dimensions.assume_init(),
precision: precision.assume_init(),
}
},
})
}
/// Get the number of elements contained in the [`Blob`].
///
/// # Panics
///
/// Panics if the returned OpenVINO size will not fit in `usize`.
pub fn len(&self) -> Result<usize> {
let mut size = 0;
try_unsafe!(ie_blob_size(self.instance, std::ptr::addr_of_mut!(size)))?;
Ok(usize::try_from(size).unwrap())
}
/// Get the size of the current [`Blob`] in bytes.
///
/// # Panics
///
/// Panics if the returned OpenVINO size will not fit in `usize`.
pub fn byte_len(&self) -> Result<usize> {
let mut size = 0;
try_unsafe!(ie_blob_byte_size(
self.instance,
std::ptr::addr_of_mut!(size)
))?;
Ok(usize::try_from(size).unwrap())
}
/// Retrieve the [`Blob`]'s data as an immutable slice of bytes.
pub fn buffer(&self) -> Result<&[u8]> {
let mut buffer = Blob::empty_buffer();
try_unsafe!(ie_blob_get_buffer(
self.instance,
std::ptr::addr_of_mut!(buffer)
))?;
let size = self.byte_len()?;
let slice = unsafe {
std::slice::from_raw_parts(buffer.__bindgen_anon_1.buffer as *const u8, size)
};
Ok(slice)
}
/// Retrieve the [`Blob`]'s data as a mutable slice of bytes.
pub fn buffer_mut(&mut self) -> Result<&mut [u8]> {
let mut buffer = Blob::empty_buffer();
try_unsafe!(ie_blob_get_buffer(
self.instance,
std::ptr::addr_of_mut!(buffer)
))?;
let size = self.byte_len()?;
let slice = unsafe {
std::slice::from_raw_parts_mut(buffer.__bindgen_anon_1.buffer.cast::<u8>(), size)
};
Ok(slice)
}
/// Retrieve the [`Blob`]'s data as an immutable slice of type `T`.
///
/// # Safety
///
/// This function is `unsafe`, since the values of `T` may not have been properly initialized;
/// however, this functionality is provided as an equivalent of what C/C++ users of OpenVINO
/// currently do to access [`Blob`]s with, e.g., floating point values:
/// `results.buffer_as_type::<f32>()`.
pub unsafe fn buffer_as_type<T>(&self) -> Result<&[T]> {
let mut buffer = Blob::empty_buffer();
InferenceError::from(ie_blob_get_buffer(
self.instance,
std::ptr::addr_of_mut!(buffer),
))?;
// This is very unsafe, but very convenient: by allowing users to specify T, they can
// retrieve the buffer in whatever shape they prefer. But we must ensure that they cannot
// read too many bytes, so we manually calculate the resulting slice `size`.
let size = self.byte_len()? / std::mem::size_of::<T>();
let slice = std::slice::from_raw_parts(buffer.__bindgen_anon_1.buffer.cast::<T>(), size);
Ok(slice)
}
/// Retrieve the [`Blob`]'s data as a mutable slice of type `T`.
///
/// # Safety
///
/// This function is `unsafe`, since the values of `T` may not have been properly initialized;
/// however, this functionality is provided as an equivalent of what C/C++ users of OpenVINO
/// currently do to access [`Blob`]s with, e.g., floating point values:
/// `results.buffer_mut_as_type::<f32>()`.
pub unsafe fn buffer_mut_as_type<T>(&mut self) -> Result<&mut [T]> {
let mut buffer = Blob::empty_buffer();
InferenceError::from(ie_blob_get_buffer(
self.instance,
std::ptr::addr_of_mut!(buffer),
))?;
// This is very unsafe, but very convenient: by allowing users to specify T, they can
// retrieve the buffer in whatever shape they prefer. But we must ensure that they cannot
// read too many bytes, so we manually calculate the resulting slice `size`.
let size = self.byte_len()? / std::mem::size_of::<T>();
let slice =
std::slice::from_raw_parts_mut(buffer.__bindgen_anon_1.buffer.cast::<T>(), size);
Ok(slice)
}
/// Construct a Blob from its associated pointer.
pub(crate) unsafe fn from_raw_pointer(instance: *mut ie_blob_t) -> Self {
Self { instance }
}
fn empty_buffer() -> ie_blob_buffer_t {
ie_blob_buffer_t {
__bindgen_anon_1: ie_blob_buffer__bindgen_ty_1 {
buffer: std::ptr::null_mut(),
},
}
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::{Layout, Precision};
#[test]
#[should_panic]
fn invalid_blob_size() {
let desc = TensorDesc::new(Layout::NHWC, &[1, 2, 2, 2], Precision::U8);
// Blob should be 1x2x2x2 = 8 bytes but we pass in 7 bytes:
let _ = Blob::new(&desc, &[0; 7]).unwrap();
}
#[test]
fn buffer_conversion() {
// In order to ensure runtime-linked libraries are linked with, we must:
openvino_sys::library::load().expect("unable to find an OpenVINO shared library");
const LEN: usize = 200 * 100;
let desc = TensorDesc::new(Layout::HW, &[200, 100], Precision::U16);
// Provide a u8 slice to create a u16 blob (twice as many items).
let mut blob = Blob::new(&desc, &[0; LEN * 2]).unwrap();
assert_eq!(blob.len().unwrap(), LEN);
assert_eq!(
blob.byte_len().unwrap(),
LEN * 2,
"we should have twice as many bytes (u16 = u8 * 2)"
);
assert_eq!(
blob.buffer().unwrap().len(),
LEN * 2,
"we should have twice as many items (u16 = u8 * 2)"
);
assert_eq!(
unsafe { blob.buffer_mut_as_type::<f32>() }.unwrap().len(),
LEN / 2,
"we should have half as many items (u16 = f32 / 2)"
);
}
#[test]
fn tensor_desc() {
openvino_sys::library::load().expect("unable to find an OpenVINO shared library");
let desc = TensorDesc::new(Layout::NHWC, &[1, 2, 2, 2], Precision::U8);
let blob = Blob::new(&desc, &[0; 8]).unwrap();
let desc2 = blob.tensor_desc().unwrap();
// Both TensorDesc's should be equal
assert_eq!(desc.layout(), desc2.layout());
assert_eq!(desc.dims(), desc2.dims());
assert_eq!(desc.precision(), desc2.precision());
}
}