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pub mod header; mod primitive; use self::header::{ FormatHeaderError, Header, ParseHeaderError, ReadHeaderError, WriteHeaderError, }; use ndarray::prelude::*; use ndarray::{Data, DataOwned, IntoDimension}; use py_literal::Value as PyValue; use std::convert::TryInto; use std::error::Error; use std::fmt; use std::fs::File; use std::io::{self, BufWriter, Seek, SeekFrom}; use std::mem; /// Read an `.npy` file located at the specified path. /// /// This is a convience function for using `File::open` followed by /// [`ReadNpyExt::read_npy`](trait.ReadNpyExt.html#tymethod.read_npy). /// /// # Example /// /// ``` /// use ndarray::Array2; /// use ndarray_npy::read_npy; /// # use ndarray_npy::ReadNpyError; /// /// let arr: Array2<i32> = read_npy("resources/array.npy")?; /// # println!("arr = {}", arr); /// # Ok::<_, ReadNpyError>(()) /// ``` pub fn read_npy<P, T>(path: P) -> Result<T, ReadNpyError> where P: AsRef<std::path::Path>, T: ReadNpyExt, { T::read_npy(std::fs::File::open(path)?) } /// Writes an array to an `.npy` file at the specified path. /// /// This function will create the file if it does not exist, or overwrite it if /// it does. /// /// This is a convenience function for `BufWriter::new(File::create(path)?)` /// followed by [`WriteNpyExt::write_npy`]. /// /// # Example /// /// ```no_run /// use ndarray::array; /// use ndarray_npy::write_npy; /// # use ndarray_npy::WriteNpyError; /// /// let arr = array![[1, 2, 3], [4, 5, 6]]; /// write_npy("array.npy", &arr)?; /// # Ok::<_, WriteNpyError>(()) /// ``` pub fn write_npy<P, T>(path: P, array: &T) -> Result<(), WriteNpyError> where P: AsRef<std::path::Path>, T: WriteNpyExt, { array.write_npy(BufWriter::new(File::create(path)?)) } /// Writes an `.npy` file (sparse if possible) with bitwise-zero-filled data. /// /// The `.npy` file represents an array with element type `A` and shape /// specified by `shape`, with all elements of the array represented by an /// all-zero byte-pattern. The file is written starting at the current cursor /// location and truncated such that there are no additional bytes after the /// `.npy` data. /// /// This function is primarily useful for creating an `.npy` file for an array /// larger than available memory. The file can then be memory-mapped and /// modified using [`ViewMutNpyExt`]. /// /// # Panics /// /// May panic if any of the following overflow `isize` or `u64`: /// /// - the number of elements in the array /// - the size of the array in bytes /// - the size of the resulting file in bytes /// /// # Considerations /// /// ## Data is zeroed bytes /// /// The data consists of all zeroed bytes, so this function is useful only for /// element types for which an all-zero byte-pattern is a valid representation. /// /// ## Sparse file /// /// On filesystems which support [sparse files], most of the data should be /// handled by empty blocks, i.e. not allocated on disk. If you plan to /// memory-map the file to modify it and know that most blocks of the file will /// ultimately contain some nonzero data, then it may be beneficial to allocate /// space for the file on disk before modifying it in order to avoid /// fragmentation. For example, on POSIX-like systems, you can do this by /// calling `fallocate` on the file. /// /// [sparse files]: https://en.wikipedia.org/wiki/Sparse_file /// /// ## Alternatives /// /// If all you want to do is create an array larger than the available memory /// and don't care about actually writing the data to disk, it may be worth /// considering alternative options: /// /// - Add more swap space to your system, using swap file(s) if necessary, so /// that you can allocate the array as normal. /// /// - If you know the data will be sparse: /// /// - Use a sparse data structure instead of `ndarray`'s array types. For /// example, the [`sprs`](https://crates.io/crates/sprs) crate provides /// sparse matrices. /// /// - Rely on memory overcommitment. In other words, configure the operating /// system to allocate more memory than actually exists. However, this /// risks the system running out of memory if the data is not as sparse as /// you expect. /// /// # Example /// /// In this example, a file containing 64 GiB of zeroed `f64` elements is /// created. Then, an `ArrayViewMut` is created by memory-mapping the file. /// Modifications to the data in the `ArrayViewMut` will be applied to the /// backing file. This works even on systems with less than 64 GiB of physical /// memory. On filesystems which support [sparse files], the disk space that's /// actually used depends on how much data is modified. /// /// ```no_run /// use memmap2::MmapMut; /// use ndarray::ArrayViewMut3; /// use ndarray_npy::{write_zeroed_npy, ViewMutNpyExt}; /// use std::fs::{File, OpenOptions}; /// /// let path = "array.npy"; /// /// // Create a (sparse if supported) file containing 64 GiB of zeroed data. /// let file = File::create(path)?; /// write_zeroed_npy::<f64, _>(&file, (1024, 2048, 4096))?; /// /// // Memory-map the file and create the mutable view. /// let file = OpenOptions::new().read(true).write(true).open(path)?; /// let mut mmap = unsafe { MmapMut::map_mut(&file)? }; /// let mut view_mut = ArrayViewMut3::<f64>::view_mut_npy(&mut mmap)?; /// /// // Modify an element in the view. /// view_mut[[500, 1000, 2000]] = 3.14; /// # /// # Ok::<_, Box<dyn std::error::Error>>(()) /// ``` pub fn write_zeroed_npy<A, D>(mut file: &File, shape: D) -> Result<(), WriteNpyError> where A: WritableElement, D: IntoDimension, { let dim = shape.into_dimension(); let data_bytes_len: u64 = dim .size_checked() .expect("overflow computing number of elements") .checked_mul(mem::size_of::<A>()) .expect("overflow computing length of data") .try_into() .expect("overflow converting length of data to u64"); Header { type_descriptor: A::type_descriptor(), fortran_order: false, shape: dim.as_array_view().to_vec(), } .write(file)?; let current_offset = file.seek(SeekFrom::Current(0))?; // First, truncate the file to the current offset. file.set_len(current_offset)?; // Then, zero-extend the length to represent the data (sparse if possible). file.set_len( current_offset .checked_add(data_bytes_len) .expect("overflow computing file length"), )?; Ok(()) } /// An error writing array data. #[derive(Debug)] pub enum WriteDataError { /// An error caused by I/O. Io(io::Error), /// An error formatting the data. FormatData(Box<dyn Error + Send + Sync + 'static>), } impl Error for WriteDataError { fn source(&self) -> Option<&(dyn Error + 'static)> { match self { WriteDataError::Io(err) => Some(err), WriteDataError::FormatData(err) => Some(&**err), } } } impl fmt::Display for WriteDataError { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { match self { WriteDataError::Io(err) => write!(f, "I/O error: {}", err), WriteDataError::FormatData(err) => write!(f, "error formatting data: {}", err), } } } impl From<io::Error> for WriteDataError { fn from(err: io::Error) -> WriteDataError { WriteDataError::Io(err) } } /// An array element type that can be written to an `.npy` or `.npz` file. pub unsafe trait WritableElement: Sized { /// Returns a descriptor of the type that can be used in the header. fn type_descriptor() -> PyValue; /// Writes a single instance of `Self` to the writer. fn write<W: io::Write>(&self, writer: W) -> Result<(), WriteDataError>; /// Writes a slice of `Self` to the writer. fn write_slice<W: io::Write>(slice: &[Self], writer: W) -> Result<(), WriteDataError>; } /// An error writing a `.npy` file. #[derive(Debug)] pub enum WriteNpyError { /// An error caused by I/O. Io(io::Error), /// An error formatting the header. FormatHeader(FormatHeaderError), /// An error formatting the data. FormatData(Box<dyn Error + Send + Sync + 'static>), } impl Error for WriteNpyError { fn source(&self) -> Option<&(dyn Error + 'static)> { match self { WriteNpyError::Io(err) => Some(err), WriteNpyError::FormatHeader(err) => Some(err), WriteNpyError::FormatData(err) => Some(&**err), } } } impl fmt::Display for WriteNpyError { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { match self { WriteNpyError::Io(err) => write!(f, "I/O error: {}", err), WriteNpyError::FormatHeader(err) => write!(f, "error formatting header: {}", err), WriteNpyError::FormatData(err) => write!(f, "error formatting data: {}", err), } } } impl From<io::Error> for WriteNpyError { fn from(err: io::Error) -> WriteNpyError { WriteNpyError::Io(err) } } impl From<WriteHeaderError> for WriteNpyError { fn from(err: WriteHeaderError) -> WriteNpyError { match err { WriteHeaderError::Io(err) => WriteNpyError::Io(err), WriteHeaderError::Format(err) => WriteNpyError::FormatHeader(err), } } } impl From<FormatHeaderError> for WriteNpyError { fn from(err: FormatHeaderError) -> WriteNpyError { WriteNpyError::FormatHeader(err) } } impl From<WriteDataError> for WriteNpyError { fn from(err: WriteDataError) -> WriteNpyError { match err { WriteDataError::Io(err) => WriteNpyError::Io(err), WriteDataError::FormatData(err) => WriteNpyError::FormatData(err), } } } /// Extension trait for writing [`ArrayBase`] to `.npy` files. /// /// If writes are expensive (e.g. for a file or network socket) and the layout /// of the array is not known to be in standard or Fortran layout, it is /// strongly recommended to wrap the writer in a [`BufWriter`]. For the sake of /// convenience, this method calls [`.flush()`](io::Write::flush) on the writer /// before returning. /// /// # Example /// /// ```no_run /// use ndarray::{array, Array2}; /// use ndarray_npy::WriteNpyExt; /// use std::fs::File; /// use std::io::BufWriter; /// # use ndarray_npy::WriteNpyError; /// /// let arr: Array2<i32> = array![[1, 2, 3], [4, 5, 6]]; /// let writer = BufWriter::new(File::create("array.npy")?); /// arr.write_npy(writer)?; /// # Ok::<_, WriteNpyError>(()) /// ``` pub trait WriteNpyExt { /// Writes the array to `writer` in [`.npy` /// format](https://docs.scipy.org/doc/numpy/reference/generated/numpy.lib.format.html). /// /// This function is the Rust equivalent of /// [`numpy.save`](https://docs.scipy.org/doc/numpy/reference/generated/numpy.save.html). fn write_npy<W: io::Write>(&self, writer: W) -> Result<(), WriteNpyError>; } impl<A, S, D> WriteNpyExt for ArrayBase<S, D> where A: WritableElement, S: Data<Elem = A>, D: Dimension, { fn write_npy<W: io::Write>(&self, mut writer: W) -> Result<(), WriteNpyError> { let write_contiguous = |mut writer: W, fortran_order: bool| { Header { type_descriptor: A::type_descriptor(), fortran_order, shape: self.shape().to_owned(), } .write(&mut writer)?; A::write_slice(self.as_slice_memory_order().unwrap(), &mut writer)?; writer.flush()?; Ok(()) }; if self.is_standard_layout() { write_contiguous(writer, false) } else if self.view().reversed_axes().is_standard_layout() { write_contiguous(writer, true) } else { Header { type_descriptor: A::type_descriptor(), fortran_order: false, shape: self.shape().to_owned(), } .write(&mut writer)?; for elem in self.iter() { elem.write(&mut writer)?; } writer.flush()?; Ok(()) } } } /// An error reading array data. #[derive(Debug)] pub enum ReadDataError { /// An error caused by I/O. Io(io::Error), /// The type descriptor does not match the element type. WrongDescriptor(PyValue), /// The file does not contain all the data described in the header. MissingData, /// Extra bytes are present between the end of the data and the end of the /// file. ExtraBytes(usize), /// An error parsing the data. ParseData(Box<dyn Error + Send + Sync + 'static>), } impl Error for ReadDataError { fn source(&self) -> Option<&(dyn Error + 'static)> { match self { ReadDataError::Io(err) => Some(err), ReadDataError::WrongDescriptor(_) => None, ReadDataError::MissingData => None, ReadDataError::ExtraBytes(_) => None, ReadDataError::ParseData(err) => Some(&**err), } } } impl fmt::Display for ReadDataError { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { match self { ReadDataError::Io(err) => write!(f, "I/O error: {}", err), ReadDataError::WrongDescriptor(desc) => { write!(f, "incorrect descriptor ({}) for this type", desc) } ReadDataError::MissingData => write!(f, "reached EOF before reading all data"), ReadDataError::ExtraBytes(num_extra_bytes) => { write!(f, "file had {} extra bytes before EOF", num_extra_bytes) } ReadDataError::ParseData(err) => write!(f, "error parsing data: {}", err), } } } impl From<io::Error> for ReadDataError { /// Performs the conversion. /// /// If the error kind is `UnexpectedEof`, the `MissingData` variant is /// returned. Otherwise, the `Io` variant is returned. fn from(err: io::Error) -> ReadDataError { if err.kind() == io::ErrorKind::UnexpectedEof { ReadDataError::MissingData } else { ReadDataError::Io(err) } } } /// An array element type that can be read from an `.npy` or `.npz` file. pub trait ReadableElement: Sized { /// Reads to the end of the `reader`, creating a `Vec` of length `len`. /// /// This method should return `Err(_)` in at least the following cases: /// /// * if the `type_desc` does not match `Self` /// * if the `reader` has fewer elements than `len` /// * if the `reader` has extra bytes after reading `len` elements fn read_to_end_exact_vec<R: io::Read>( reader: R, type_desc: &PyValue, len: usize, ) -> Result<Vec<Self>, ReadDataError>; } /// An error reading a `.npy` file. #[derive(Debug)] pub enum ReadNpyError { /// An error caused by I/O. Io(io::Error), /// An error parsing the file header. ParseHeader(ParseHeaderError), /// An error parsing the data. ParseData(Box<dyn Error + Send + Sync + 'static>), /// Overflow while computing the length of the array (in units of bytes or /// the number of elements) from the shape described in the file header. LengthOverflow, /// An error caused by incorrect `Dimension` type. WrongNdim(Option<usize>, usize), /// The type descriptor does not match the element type. WrongDescriptor(PyValue), /// The file does not contain all the data described in the header. MissingData, /// Extra bytes are present between the end of the data and the end of the /// file. ExtraBytes(usize), } impl Error for ReadNpyError { fn source(&self) -> Option<&(dyn Error + 'static)> { match self { ReadNpyError::Io(err) => Some(err), ReadNpyError::ParseHeader(err) => Some(err), ReadNpyError::ParseData(err) => Some(&**err), ReadNpyError::LengthOverflow => None, ReadNpyError::WrongNdim(_, _) => None, ReadNpyError::WrongDescriptor(_) => None, ReadNpyError::MissingData => None, ReadNpyError::ExtraBytes(_) => None, } } } impl fmt::Display for ReadNpyError { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { match self { ReadNpyError::Io(err) => write!(f, "I/O error: {}", err), ReadNpyError::ParseHeader(err) => write!(f, "error parsing header: {}", err), ReadNpyError::ParseData(err) => write!(f, "error parsing data: {}", err), ReadNpyError::LengthOverflow => write!(f, "overflow computing length from shape"), ReadNpyError::WrongNdim(expected, actual) => write!( f, "ndim {} of array did not match Dimension type with NDIM = {:?}", actual, expected ), ReadNpyError::WrongDescriptor(desc) => { write!(f, "incorrect descriptor ({}) for this type", desc) } ReadNpyError::MissingData => write!(f, "reached EOF before reading all data"), ReadNpyError::ExtraBytes(num_extra_bytes) => { write!(f, "file had {} extra bytes before EOF", num_extra_bytes) } } } } impl From<io::Error> for ReadNpyError { fn from(err: io::Error) -> ReadNpyError { ReadNpyError::Io(err) } } impl From<ReadHeaderError> for ReadNpyError { fn from(err: ReadHeaderError) -> ReadNpyError { match err { ReadHeaderError::Io(err) => ReadNpyError::Io(err), ReadHeaderError::Parse(err) => ReadNpyError::ParseHeader(err), } } } impl From<ParseHeaderError> for ReadNpyError { fn from(err: ParseHeaderError) -> ReadNpyError { ReadNpyError::ParseHeader(err) } } impl From<ReadDataError> for ReadNpyError { fn from(err: ReadDataError) -> ReadNpyError { match err { ReadDataError::Io(err) => ReadNpyError::Io(err), ReadDataError::WrongDescriptor(desc) => ReadNpyError::WrongDescriptor(desc), ReadDataError::MissingData => ReadNpyError::MissingData, ReadDataError::ExtraBytes(nbytes) => ReadNpyError::ExtraBytes(nbytes), ReadDataError::ParseData(err) => ReadNpyError::ParseData(err), } } } /// Extension trait for reading `Array` from `.npy` files. /// /// # Example /// /// ``` /// use ndarray::Array2; /// use ndarray_npy::ReadNpyExt; /// use std::fs::File; /// # use ndarray_npy::ReadNpyError; /// /// let reader = File::open("resources/array.npy")?; /// let arr = Array2::<i32>::read_npy(reader)?; /// # println!("arr = {}", arr); /// # Ok::<_, ReadNpyError>(()) /// ``` pub trait ReadNpyExt: Sized { /// Reads the array from `reader` in [`.npy` /// format](https://docs.scipy.org/doc/numpy/reference/generated/numpy.lib.format.html). /// /// This function is the Rust equivalent of /// [`numpy.load`](https://docs.scipy.org/doc/numpy/reference/generated/numpy.load.html) /// for `.npy` files. fn read_npy<R: io::Read>(reader: R) -> Result<Self, ReadNpyError>; } impl<A, S, D> ReadNpyExt for ArrayBase<S, D> where A: ReadableElement, S: DataOwned<Elem = A>, D: Dimension, { fn read_npy<R: io::Read>(mut reader: R) -> Result<Self, ReadNpyError> { let header = Header::from_reader(&mut reader)?; let shape = header.shape.into_dimension(); let ndim = shape.ndim(); let len = shape_length_checked::<A>(&shape).ok_or(ReadNpyError::LengthOverflow)?; let data = A::read_to_end_exact_vec(&mut reader, &header.type_descriptor, len)?; ArrayBase::from_shape_vec(shape.set_f(header.fortran_order), data) .unwrap() .into_dimensionality() .map_err(|_| ReadNpyError::WrongNdim(D::NDIM, ndim)) } } /// An error viewing a `.npy` file. #[derive(Debug)] #[non_exhaustive] pub enum ViewNpyError { /// An error caused by I/O. Io(io::Error), /// An error parsing the file header. ParseHeader(ParseHeaderError), /// Some of the data is invalid for the element type. InvalidData(Box<dyn Error + Send + Sync + 'static>), /// Overflow while computing the length of the array (in units of bytes or /// the number of elements) from the shape described in the file header. LengthOverflow, /// An error caused by incorrect `Dimension` type. WrongNdim(Option<usize>, usize), /// The type descriptor does not match the element type. WrongDescriptor(PyValue), /// The type descriptor does not match the native endianness. NonNativeEndian, /// The start of the data is not properly aligned for the element type. MisalignedData, /// The file does not contain all the data described in the header. MissingBytes(usize), /// Extra bytes are present between the end of the data and the end of the /// file. ExtraBytes(usize), } impl Error for ViewNpyError { fn source(&self) -> Option<&(dyn Error + 'static)> { match self { ViewNpyError::Io(err) => Some(err), ViewNpyError::ParseHeader(err) => Some(err), ViewNpyError::InvalidData(err) => Some(&**err), ViewNpyError::LengthOverflow => None, ViewNpyError::WrongNdim(_, _) => None, ViewNpyError::WrongDescriptor(_) => None, ViewNpyError::NonNativeEndian => None, ViewNpyError::MisalignedData => None, ViewNpyError::MissingBytes(_) => None, ViewNpyError::ExtraBytes(_) => None, } } } impl fmt::Display for ViewNpyError { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { match self { ViewNpyError::Io(err) => write!(f, "I/O error: {}", err), ViewNpyError::ParseHeader(err) => write!(f, "error parsing header: {}", err), ViewNpyError::InvalidData(err) => write!(f, "invalid data for element type: {}", err), ViewNpyError::LengthOverflow => write!(f, "overflow computing length from shape"), ViewNpyError::WrongNdim(expected, actual) => write!( f, "ndim {} of array did not match Dimension type with NDIM = {:?}", actual, expected ), ViewNpyError::WrongDescriptor(desc) => { write!(f, "incorrect descriptor ({}) for this type", desc) } ViewNpyError::NonNativeEndian => { write!(f, "descriptor does not match native endianness") } ViewNpyError::MisalignedData => write!( f, "start of data is not properly aligned for the element type" ), ViewNpyError::MissingBytes(num_missing_bytes) => write!( f, "missing {} bytes of data specified in header", num_missing_bytes ), ViewNpyError::ExtraBytes(num_extra_bytes) => { write!(f, "file had {} extra bytes before EOF", num_extra_bytes) } } } } impl From<ReadHeaderError> for ViewNpyError { fn from(err: ReadHeaderError) -> ViewNpyError { match err { ReadHeaderError::Io(err) => ViewNpyError::Io(err), ReadHeaderError::Parse(err) => ViewNpyError::ParseHeader(err), } } } impl From<ParseHeaderError> for ViewNpyError { fn from(err: ParseHeaderError) -> ViewNpyError { ViewNpyError::ParseHeader(err) } } impl From<ViewDataError> for ViewNpyError { fn from(err: ViewDataError) -> ViewNpyError { match err { ViewDataError::WrongDescriptor(desc) => ViewNpyError::WrongDescriptor(desc), ViewDataError::NonNativeEndian => ViewNpyError::NonNativeEndian, ViewDataError::Misaligned => ViewNpyError::MisalignedData, ViewDataError::MissingBytes(nbytes) => ViewNpyError::MissingBytes(nbytes), ViewDataError::ExtraBytes(nbytes) => ViewNpyError::ExtraBytes(nbytes), ViewDataError::InvalidData(err) => ViewNpyError::InvalidData(err), } } } /// Extension trait for creating an [`ArrayView`] from a buffer containing an /// `.npy` file. /// /// The primary use-case for this is viewing a memory-mapped `.npy` file. /// /// # Notes /// /// - For types for which not all bit patterns are valid, such as `bool`, the /// implementation iterates over all of the elements when creating the view /// to ensure they have a valid bit pattern. /// /// - The data in the buffer must be properly aligned for the element type. /// Typically, this should not be a concern for memory-mapped files (unless /// an option like `MAP_FIXED` is used), since memory mappings are usually /// aligned to a page boundary, and the `.npy` format has padding such that /// the header size is a multiple of 64 bytes. /// /// # Example /// /// This is an example of opening a readonly memory-mapped file as an /// [`ArrayView`]. /// /// This example uses the [`memmap2`](https://crates.io/crates/memmap2) crate /// because that appears to be the best-maintained memory-mapping crate at the /// moment, but `view_npy` takes a `&[u8]` instead of a file so that you can /// use the memory-mapping crate you're most comfortable with. /// /// ``` /// # if !cfg!(miri) { // Miri doesn't support mmap. /// use memmap2::Mmap; /// use ndarray::ArrayView2; /// use ndarray_npy::ViewNpyExt; /// use std::fs::File; /// /// let file = File::open("resources/array.npy")?; /// let mmap = unsafe { Mmap::map(&file)? }; /// let view = ArrayView2::<i32>::view_npy(&mmap)?; /// # println!("view = {}", view); /// # } /// # Ok::<_, Box<dyn std::error::Error>>(()) /// ``` pub trait ViewNpyExt<'a>: Sized { /// Creates an `ArrayView` from a buffer containing an `.npy` file. fn view_npy(buf: &'a [u8]) -> Result<Self, ViewNpyError>; } /// Extension trait for creating an [`ArrayViewMut`] from a mutable buffer /// containing an `.npy` file. /// /// The primary use-case for this is modifying a memory-mapped `.npy` file. /// Modifying the elements in the view will modify the file. Modifying the /// shape/strides of the view will *not* modify the shape/strides of the array /// in the file. /// /// Notes: /// /// - For types for which not all bit patterns are valid, such as `bool`, the /// implementation iterates over all of the elements when creating the view /// to ensure they have a valid bit pattern. /// /// - The data in the buffer must be properly aligned for the element type. /// Typically, this should not be a concern for memory-mapped files (unless /// an option like `MAP_FIXED` is used), since memory mappings are usually /// aligned to a page boundary, and the `.npy` format has padding such that /// the header size is a multiple of 64 bytes. /// /// # Example /// /// This is an example of opening a writable memory-mapped file as an /// [`ArrayViewMut`]. Changes to the data in the view will modify the /// underlying file. /// /// This example uses the [`memmap2`](https://crates.io/crates/memmap2) crate /// because that appears to be the best-maintained memory-mapping crate at the /// moment, but `view_mut_npy` takes a `&mut [u8]` instead of a file so that /// you can use the memory-mapping crate you're most comfortable with. /// /// ``` /// # if !cfg!(miri) { // Miri doesn't support mmap. /// use memmap2::MmapMut; /// use ndarray::ArrayViewMut2; /// use ndarray_npy::ViewMutNpyExt; /// use std::fs; /// /// let file = fs::OpenOptions::new() /// .read(true) /// .write(true) /// .open("resources/array.npy")?; /// let mut mmap = unsafe { MmapMut::map_mut(&file)? }; /// let view_mut = ArrayViewMut2::<i32>::view_mut_npy(&mut mmap)?; /// # println!("view_mut = {}", view_mut); /// # } /// # Ok::<_, Box<dyn std::error::Error>>(()) /// ``` pub trait ViewMutNpyExt<'a>: Sized { /// Creates an `ArrayViewMut` from a mutable buffer containing an `.npy` /// file. fn view_mut_npy(buf: &'a mut [u8]) -> Result<Self, ViewNpyError>; } impl<'a, A, D> ViewNpyExt<'a> for ArrayView<'a, A, D> where A: ViewElement, D: Dimension, { fn view_npy(buf: &'a [u8]) -> Result<Self, ViewNpyError> { let mut reader = buf; let header = Header::from_reader(&mut reader)?; let shape = header.shape.into_dimension(); let ndim = shape.ndim(); let len = shape_length_checked::<A>(&shape).ok_or(ViewNpyError::LengthOverflow)?; let data = A::bytes_as_slice(&reader, &header.type_descriptor, len)?; ArrayView::from_shape(shape.set_f(header.fortran_order), data) .unwrap() .into_dimensionality() .map_err(|_| ViewNpyError::WrongNdim(D::NDIM, ndim)) } } impl<'a, A, D> ViewMutNpyExt<'a> for ArrayViewMut<'a, A, D> where A: ViewMutElement, D: Dimension, { fn view_mut_npy(buf: &'a mut [u8]) -> Result<Self, ViewNpyError> { let mut reader = &*buf; let header = Header::from_reader(&mut reader)?; let shape = header.shape.into_dimension(); let ndim = shape.ndim(); let len = shape_length_checked::<A>(&shape).ok_or(ViewNpyError::LengthOverflow)?; let mid = buf.len() - reader.len(); let data = A::bytes_as_mut_slice(&mut buf[mid..], &header.type_descriptor, len)?; ArrayViewMut::from_shape(shape.set_f(header.fortran_order), data) .unwrap() .into_dimensionality() .map_err(|_| ViewNpyError::WrongNdim(D::NDIM, ndim)) } } /// An error viewing array data. #[derive(Debug)] #[non_exhaustive] pub enum ViewDataError { /// The type descriptor does not match the element type. WrongDescriptor(PyValue), /// The type descriptor does not match the native endianness. NonNativeEndian, /// The start of the data is not properly aligned for the element type. Misaligned, /// The file does not contain all the data described in the header. MissingBytes(usize), /// Extra bytes are present between the end of the data and the end of the /// file. ExtraBytes(usize), /// Some of the data is invalid for the element type. InvalidData(Box<dyn Error + Send + Sync + 'static>), } impl Error for ViewDataError { fn source(&self) -> Option<&(dyn Error + 'static)> { match self { ViewDataError::WrongDescriptor(_) => None, ViewDataError::NonNativeEndian => None, ViewDataError::Misaligned => None, ViewDataError::MissingBytes(_) => None, ViewDataError::ExtraBytes(_) => None, ViewDataError::InvalidData(err) => Some(&**err), } } } impl fmt::Display for ViewDataError { fn fmt(&self, f: &mut fmt::Formatter) -> fmt::Result { match self { ViewDataError::WrongDescriptor(desc) => { write!(f, "incorrect descriptor ({}) for this type", desc) } ViewDataError::NonNativeEndian => { write!(f, "descriptor does not match native endianness") } ViewDataError::Misaligned => write!( f, "start of data is not properly aligned for the element type" ), ViewDataError::MissingBytes(num_missing_bytes) => write!( f, "missing {} bytes of data specified in header", num_missing_bytes ), ViewDataError::ExtraBytes(num_extra_bytes) => { write!(f, "file had {} extra bytes before EOF", num_extra_bytes) } ViewDataError::InvalidData(err) => write!(f, "invalid data for element type: {}", err), } } } /// An array element type that can be viewed (without copying) in an `.npy` /// file. pub trait ViewElement: Sized { /// Casts `bytes` into a slice of elements of length `len`. /// /// Returns `Err(_)` in at least the following cases: /// /// * if the `type_desc` does not match `Self` with native endianness /// * if the `bytes` slice is misaligned for elements of type `Self` /// * if the `bytes` slice is too short for `len` elements /// * if the `bytes` slice has extra bytes after `len` elements /// /// May panic if `len * size_of::<Self>()` overflows. fn bytes_as_slice<'a>( bytes: &'a [u8], type_desc: &PyValue, len: usize, ) -> Result<&'a [Self], ViewDataError>; } /// An array element type that can be mutably viewed (without copying) in an /// `.npy` file. pub trait ViewMutElement: Sized { /// Casts `bytes` into a mutable slice of elements of length `len`. /// /// Returns `Err(_)` in at least the following cases: /// /// * if the `type_desc` does not match `Self` with native endianness /// * if the `bytes` slice is misaligned for elements of type `Self` /// * if the `bytes` slice is too short for `len` elements /// * if the `bytes` slice has extra bytes after `len` elements /// /// May panic if `len * size_of::<Self>()` overflows. fn bytes_as_mut_slice<'a>( bytes: &'a mut [u8], type_desc: &PyValue, len: usize, ) -> Result<&'a mut [Self], ViewDataError>; } /// Computes the length associated with the shape (i.e. the product of the axis /// lengths), where the element type is `T`. /// /// Returns `None` if the number of elements or the length in bytes would /// overflow `isize`. fn shape_length_checked<T>(shape: &IxDyn) -> Option<usize> { let len = shape.size_checked()?; if len > std::isize::MAX as usize { return None; } let bytes = len.checked_mul(mem::size_of::<T>())?; if bytes > std::isize::MAX as usize { return None; } Some(len) }