Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Sparse2Corpus: update __getitem__ to work on slices, lists and ellipsis #3247

Merged
merged 4 commits into from
Dec 4, 2021
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
1 change: 1 addition & 0 deletions CHANGELOG.md
Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,7 @@ Changes
* [#3194](https://github.com/RaRe-Technologies/gensim/pull/3194): Added random_seed parameter to make LsiModel reproducible, by [@parashardhapola](https://github.com/parashardhapola)
* [#3251](https://github.com/RaRe-Technologies/gensim/pull/3251): Apply new convention of delimiting instance params in str function, by [@menshikh-iv](https://github.com/menshikh-iv)
* [#3227](https://github.com/RaRe-Technologies/gensim/pull/3227): Fix FastText doc-comment example for `build_vocab` and `train` to use correct argument names, by [@HLasse](https://github.com/HLasse)
* [#3247](https://github.com/RaRe-Technologies/gensim/pull/3247): Sparse2Corpus: update __getitem__ to work on slices, lists and ellipsis, by [@PrimozGodec](https://github.com/PrimozGodec)
* [#3250](https://github.com/RaRe-Technologies/gensim/pull/3250): Make negative ns_exponent work correctly, by [@menshikh-iv](https://github.com/menshikh-iv)
* [#3258](https://github.com/RaRe-Technologies/gensim/pull/3258): Adding another check to _check_corpus_sanity for compressed files, adding test, by [@dchaplinsky](https://github.com/dchaplinsky)

Expand Down
27 changes: 17 additions & 10 deletions gensim/matutils.py
Original file line number Diff line number Diff line change
Expand Up @@ -597,23 +597,30 @@ def __iter__(self):
def __len__(self):
return self.sparse.shape[1]

def __getitem__(self, document_index):
"""Retrieve a document vector from the corpus by its index.
def __getitem__(self, key):
"""
Retrieve a document vector or subset from the corpus by key.

Parameters
----------
document_index : int
Index of document
key: int, ellipsis, slice, iterable object
Index of the document retrieve.
Less commonly, the key can also be a slice, ellipsis, or an iterable
to retrieve multiple documents.

Returns
-------
list of (int, number)
piskvorky marked this conversation as resolved.
Show resolved Hide resolved
Document in BoW format.

list of (int, number), Sparse2Corpus
Document in BoW format when `key` is an integer. Otherwise :class:`~gensim.matutils.Sparse2Corpus`.
"""
indprev = self.sparse.indptr[document_index]
indnow = self.sparse.indptr[document_index + 1]
return list(zip(self.sparse.indices[indprev:indnow], self.sparse.data[indprev:indnow]))
sparse = self.sparse
if isinstance(key, int):
iprev = self.sparse.indptr[key]
inow = self.sparse.indptr[key + 1]
return list(zip(sparse.indices[iprev:inow], sparse.data[iprev:inow]))

sparse = self.sparse.__getitem__((slice(None, None, None), key))
return Sparse2Corpus(sparse)


def veclen(vec):
Expand Down
40 changes: 40 additions & 0 deletions gensim/test/test_matutils.py
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,9 @@
import logging
import unittest
import numpy as np
from numpy.testing import assert_array_equal
from scipy import sparse
from scipy.sparse import csc_matrix
from scipy.special import psi # gamma function utils

import gensim.matutils as matutils
Expand Down Expand Up @@ -266,6 +268,44 @@ def test_return_norm_zero_vector_gensim_sparse(self):
self.assertEqual(norm, 1.0)


class TestSparse2Corpus(unittest.TestCase):
def setUp(self):
self.orig_array = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]])
self.s2c = matutils.Sparse2Corpus(csc_matrix(self.orig_array))

def test_getitem_slice(self):
assert_array_equal(self.s2c[:2].sparse.toarray(), self.orig_array[:, :2])
assert_array_equal(self.s2c[1:3].sparse.toarray(), self.orig_array[:, 1:3])

def test_getitem_index(self):
self.assertListEqual(self.s2c[1], [(0, 2), (1, 5), (2, 8)])

def test_getitem_list_of_indices(self):
assert_array_equal(
self.s2c[[1, 2]].sparse.toarray(), self.orig_array[:, [1, 2]]
)
assert_array_equal(self.s2c[[1]].sparse.toarray(), self.orig_array[:, [1]])

def test_getitem_ndarray(self):
assert_array_equal(
self.s2c[np.array([1, 2])].sparse.toarray(), self.orig_array[:, [1, 2]]
)
assert_array_equal(
self.s2c[np.array([1])].sparse.toarray(), self.orig_array[:, [1]]
)

def test_getitem_range(self):
assert_array_equal(
self.s2c[range(1, 3)].sparse.toarray(), self.orig_array[:, [1, 2]]
)
assert_array_equal(
self.s2c[range(1, 2)].sparse.toarray(), self.orig_array[:, [1]]
)

def test_getitem_ellipsis(self):
assert_array_equal(self.s2c[...].sparse.toarray(), self.orig_array)


if __name__ == '__main__':
logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.DEBUG)
unittest.main()