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chore: encapsulate sparse API #352
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Original file line number | Diff line number | Diff line change |
---|---|---|
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@@ -13,6 +13,7 @@ use ff::PrimeField; | |
use itertools::Itertools as _; | ||
use rand_core::{CryptoRng, RngCore}; | ||
use rayon::prelude::*; | ||
use ref_cast::RefCast; | ||
use serde::{Deserialize, Serialize}; | ||
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/// CSR format sparse matrix, We follow the names used by scipy. | ||
|
@@ -31,6 +32,11 @@ pub struct SparseMatrix<F: PrimeField> { | |
pub cols: usize, | ||
} | ||
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/// Wrapper type for encode rows of [`SparseMatrix`] | ||
#[derive(Debug, Clone, RefCast)] | ||
#[repr(transparent)] | ||
pub struct RowData([usize; 2]); | ||
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/// [`SparseMatrix`]s are often large, and this helps with cloning bottlenecks | ||
impl<F: PrimeField> Clone for SparseMatrix<F> { | ||
fn clone(&self) -> Self { | ||
|
@@ -111,6 +117,30 @@ impl<F: PrimeField> SparseMatrix<F> { | |
Self::new(&matrix, rows, cols) | ||
} | ||
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/// Returns an iterator into the rows | ||
pub fn iter_rows(&self) -> impl Iterator<Item = &RowData> { | ||
self | ||
.indptr | ||
.windows(2) | ||
.map(|ptrs| RowData::ref_cast(ptrs.try_into().unwrap())) | ||
} | ||
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/// Returns a parallel iterator into the rows | ||
pub fn par_iter_rows(&self) -> impl IndexedParallelIterator<Item = &RowData> { | ||
self | ||
.indptr | ||
.par_windows(2) | ||
.map(|ptrs| RowData::ref_cast(ptrs.try_into().unwrap())) | ||
} | ||
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/// Retrieves the data for row slice [i..j] from `row`. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. It would be good to document that ths returned usize is a column index. |
||
/// [`RowData`] **must** be created from unmodified `self` previously to guarentee safety. | ||
pub fn get_row(&self, row: &RowData) -> impl Iterator<Item = (&F, &usize)> { | ||
self.data[row.0[0]..row.0[1]] | ||
.iter() | ||
.zip_eq(&self.indices[row.0[0]..row.0[1]]) | ||
} | ||
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/// Retrieves the data for row slice [i..j] from `ptrs`. | ||
/// We assume that `ptrs` is indexed from `indptrs` and do not check if the | ||
/// returned slice is actually a valid row. | ||
|
@@ -226,6 +256,14 @@ impl<F: PrimeField> SparseMatrix<F> { | |
nnz: *self.indptr.last().unwrap(), | ||
} | ||
} | ||
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pub fn num_rows(&self) -> usize { | ||
self.indptr.len() - 1 | ||
} | ||
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pub fn num_cols(&self) -> usize { | ||
self.cols | ||
} | ||
} | ||
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/// Iterator for sparse matrix | ||
|
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This isn't really
RowData
, is it, ratherRowIndexes
, right?