candle-pyo3 0.10.2

Minimalist ML framework.
Documentation 
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use ::candle::Tensor;
use pyo3::prelude::*;

#[derive(Clone, Debug)]
/// Represents an absolute shape e.g. (1, 2, 3)
pub struct PyShape(Vec<usize>);

impl pyo3::FromPyObject<'_, '_> for PyShape {
    type Error = PyErr;

    fn extract(obj: Borrowed<'_, '_, PyAny>) -> PyResult<Self> {
        if obj.is_none() {
            return Err(PyErr::new::<pyo3::exceptions::PyValueError, _>(
                "Shape cannot be None",
            ));
        }

        let tuple = obj.cast::<pyo3::types::PyTuple>()?;
        if tuple.len() == 1 {
            let first_element = tuple.get_item(0)?;
            let dims: Vec<usize> = first_element.extract()?;
            Ok(PyShape(dims))
        } else {
            let dims: Vec<usize> = tuple.extract()?;
            Ok(PyShape(dims))
        }
    }
}

impl From<PyShape> for ::candle::Shape {
    fn from(val: PyShape) -> Self {
        val.0.into()
    }
}

#[derive(Clone, Debug)]
/// Represents a shape with a hole in it e.g. (1, -1, 3)
pub struct PyShapeWithHole(Vec<isize>);

impl pyo3::FromPyObject<'_, '_> for PyShapeWithHole {
    type Error = PyErr;

    fn extract(obj: Borrowed<'_, '_, PyAny>) -> PyResult<Self> {
        if obj.is_none() {
            return Err(PyErr::new::<pyo3::exceptions::PyValueError, _>(
                "Shape cannot be None",
            ));
        }

        let tuple = obj.cast::<pyo3::types::PyTuple>()?;
        let dims: Vec<isize> = if tuple.len() == 1 {
            let first_element = tuple.get_item(0)?;
            first_element.extract()?
        } else {
            tuple.extract()?
        };

        // Ensure we have only positive numbers and at most one "hole" (-1)
        let negative_ones = dims.iter().filter(|&&x| x == -1).count();
        let any_invalid_dimensions = dims.iter().any(|&x| x < -1 || x == 0);
        if negative_ones > 1 || any_invalid_dimensions {
            return Err(PyErr::new::<pyo3::exceptions::PyValueError, _>(format!(
                "Invalid dimension in shape: {dims:?}"
            )));
        }

        Ok(PyShapeWithHole(dims))
    }
}

impl PyShapeWithHole {
    /// Returns `true` if the shape is absolute e.g. (1, 2, 3)
    pub fn is_absolute(&self) -> bool {
        self.0.iter().all(|x| *x > 0)
    }

    /// Convert a relative shape to an absolute shape e.g. (1, -1) -> (1, 12)
    pub fn to_absolute(&self, t: &Tensor) -> PyResult<PyShape> {
        if self.is_absolute() {
            return Ok(PyShape(
                self.0.iter().map(|x| *x as usize).collect::<Vec<usize>>(),
            ));
        }

        let mut elements = t.elem_count();
        let mut new_dims: Vec<usize> = vec![];
        for dim in self.0.iter() {
            if *dim > 0 {
                new_dims.push(*dim as usize);
                elements /= *dim as usize;
            } else if *dim == -1 {
                new_dims.push(elements);
            } else {
                return Err(PyErr::new::<pyo3::exceptions::PyValueError, _>(format!(
                    "Invalid dimension in shape: {dim}"
                )));
            }
        }
        Ok(PyShape(new_dims))
    }
}