use crate::pattern::SparsityPattern; use crate::{SparseEntry, SparseEntryMut}; use std::sync::Arc; use std::ops::Range; use std::mem::replace; /// An abstract compressed matrix. /// /// For the time being, this is only used internally to share implementation between /// CSR and CSC matrices. /// /// A CSR matrix is obtained by associating rows with the major dimension, while a CSC matrix /// is obtained by associating columns with the major dimension. #[derive(Debug, Clone, PartialEq, Eq)] pub struct CsMatrix { sparsity_pattern: Arc, values: Vec } impl CsMatrix { /// Create a zero matrix with no explicitly stored entries. #[inline] pub fn new(major_dim: usize, minor_dim: usize) -> Self { Self { sparsity_pattern: Arc::new(SparsityPattern::new(major_dim, minor_dim)), values: vec![], } } #[inline] pub fn pattern(&self) -> &Arc { &self.sparsity_pattern } #[inline] pub fn values(&self) -> &[T] { &self.values } #[inline] pub fn values_mut(&mut self) -> &mut [T] { &mut self.values } /// Returns the raw data represented as a tuple `(major_offsets, minor_indices, values)`. #[inline] pub fn cs_data(&self) -> (&[usize], &[usize], &[T]) { let pattern = self.pattern().as_ref(); (pattern.major_offsets(), pattern.minor_indices(), &self.values) } /// Returns the raw data represented as a tuple `(major_offsets, minor_indices, values)`. #[inline] pub fn cs_data_mut(&mut self) -> (&[usize], &[usize], &mut [T]) { let pattern = self.sparsity_pattern.as_ref(); (pattern.major_offsets(), pattern.minor_indices(), &mut self.values) } #[inline] pub fn pattern_and_values_mut(&mut self) -> (&Arc, &mut [T]) { (&self.sparsity_pattern, &mut self.values) } #[inline] pub fn from_pattern_and_values(pattern: Arc, values: Vec) -> Self { assert_eq!(pattern.nnz(), values.len(), "Internal error: consumers should verify shape compatibility."); Self { sparsity_pattern: pattern, values, } } /// Internal method for simplifying access to a lane's data #[inline] pub fn get_index_range(&self, row_index: usize) -> Option> { let row_begin = *self.sparsity_pattern.major_offsets().get(row_index)?; let row_end = *self.sparsity_pattern.major_offsets().get(row_index + 1)?; Some(row_begin .. row_end) } pub fn take_pattern_and_values(self) -> (Arc, Vec) { (self.sparsity_pattern, self.values) } #[inline] pub fn disassemble(self) -> (Vec, Vec, Vec) { // Take an Arc to the pattern, which might be the sole reference to the data after // taking the values. This is important, because it might let us avoid cloning the data // further below. let pattern = self.sparsity_pattern; let values = self.values; // Try to take the pattern out of the `Arc` if possible, // otherwise clone the pattern. let owned_pattern = Arc::try_unwrap(pattern) .unwrap_or_else(|arc| SparsityPattern::clone(&*arc)); let (offsets, indices) = owned_pattern.disassemble(); (offsets, indices, values) } /// Returns an entry for the given major/minor indices, or `None` if the indices are out /// of bounds. pub fn get_entry(&self, major_index: usize, minor_index: usize) -> Option> { let row_range = self.get_index_range(major_index)?; let (_, minor_indices, values) = self.cs_data(); let minor_indices = &minor_indices[row_range.clone()]; let values = &values[row_range]; get_entry_from_slices(self.pattern().minor_dim(), minor_indices, values, minor_index) } /// Returns a mutable entry for the given major/minor indices, or `None` if the indices are out /// of bounds. pub fn get_entry_mut(&mut self, major_index: usize, minor_index: usize) -> Option> { let row_range = self.get_index_range(major_index)?; let minor_dim = self.pattern().minor_dim(); let (_, minor_indices, values) = self.cs_data_mut(); let minor_indices = &minor_indices[row_range.clone()]; let values = &mut values[row_range]; get_mut_entry_from_slices(minor_dim, minor_indices, values, minor_index) } pub fn get_lane(&self, index: usize) -> Option> { let range = self.get_index_range(index)?; let (_, minor_indices, values) = self.cs_data(); Some(CsLane { minor_indices: &minor_indices[range.clone()], values: &values[range], minor_dim: self.pattern().minor_dim() }) } #[inline] pub fn get_lane_mut(&mut self, index: usize) -> Option> { let range = self.get_index_range(index)?; let minor_dim = self.pattern().minor_dim(); let (_, minor_indices, values) = self.cs_data_mut(); Some(CsLaneMut { minor_dim, minor_indices: &minor_indices[range.clone()], values: &mut values[range] }) } } pub fn get_entry_from_slices<'a, T>( minor_dim: usize, minor_indices: &'a [usize], values: &'a [T], global_minor_index: usize) -> Option> { let local_index = minor_indices.binary_search(&global_minor_index); if let Ok(local_index) = local_index { Some(SparseEntry::NonZero(&values[local_index])) } else if global_minor_index < minor_dim { Some(SparseEntry::Zero) } else { None } } pub fn get_mut_entry_from_slices<'a, T>( minor_dim: usize, minor_indices: &'a [usize], values: &'a mut [T], global_minor_indices: usize) -> Option> { let local_index = minor_indices.binary_search(&global_minor_indices); if let Ok(local_index) = local_index { Some(SparseEntryMut::NonZero(&mut values[local_index])) } else if global_minor_indices < minor_dim { Some(SparseEntryMut::Zero) } else { None } } #[derive(Debug, Clone, PartialEq, Eq)] pub struct CsLane<'a, T> { pub minor_dim: usize, pub minor_indices: &'a [usize], pub values: &'a [T] } #[derive(Debug, PartialEq, Eq)] pub struct CsLaneMut<'a, T> { pub minor_dim: usize, pub minor_indices: &'a [usize], pub values: &'a mut [T] } pub struct CsLaneIter<'a, T> { // The index of the lane that will be returned on the next iteration current_lane_idx: usize, pattern: &'a SparsityPattern, remaining_values: &'a [T], } impl<'a, T> CsLaneIter<'a, T> { pub fn new(pattern: &'a SparsityPattern, values: &'a [T]) -> Self { Self { current_lane_idx: 0, pattern, remaining_values: values } } } impl<'a, T> Iterator for CsLaneIter<'a, T> where T: 'a { type Item = CsLane<'a, T>; fn next(&mut self) -> Option { let lane = self.pattern.get_lane(self.current_lane_idx); let minor_dim = self.pattern.minor_dim(); if let Some(minor_indices) = lane { let count = minor_indices.len(); let values_in_lane = &self.remaining_values[..count]; self.remaining_values = &self.remaining_values[count ..]; self.current_lane_idx += 1; Some(CsLane { minor_dim, minor_indices, values: values_in_lane }) } else { None } } } pub struct CsLaneIterMut<'a, T> { // The index of the lane that will be returned on the next iteration current_lane_idx: usize, pattern: &'a SparsityPattern, remaining_values: &'a mut [T], } impl<'a, T> CsLaneIterMut<'a, T> { pub fn new(pattern: &'a SparsityPattern, values: &'a mut [T]) -> Self { Self { current_lane_idx: 0, pattern, remaining_values: values } } } impl<'a, T> Iterator for CsLaneIterMut<'a, T> where T: 'a { type Item = CsLaneMut<'a, T>; fn next(&mut self) -> Option { let lane = self.pattern.get_lane(self.current_lane_idx); let minor_dim = self.pattern.minor_dim(); if let Some(minor_indices) = lane { let count = minor_indices.len(); let remaining = replace(&mut self.remaining_values, &mut []); let (values_in_lane, remaining) = remaining.split_at_mut(count); self.remaining_values = remaining; self.current_lane_idx += 1; Some(CsLaneMut { minor_dim, minor_indices, values: values_in_lane }) } else { None } } }