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Release 4.0.0#597

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stephenhky merged 194 commits intomasterfrom
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Apr 19, 2026
Merged

Release 4.0.0#597
stephenhky merged 194 commits intomasterfrom
develop

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@stephenhky stephenhky commented Apr 18, 2026

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stephenhky and others added 30 commits March 22, 2026 23:31
@stephenhky
initiate development of 3.1.2
3c453f0
@stephenhky
Merge pull request #558 from stephenhky/pyup-update-torch-2.10.0-to-2…
05bfdc1 
….11.0

Pyup update torch 2.10.0 to 2.11.0
@stephenhky
Merge pull request #560 from stephenhky/pyup-update-transformers-5.3.…
b3e491a 
…0-to-5.4.0

Pyup update transformers 5.3.0 to 5.4.0
@stephenhky
Merge pull request #562 from stephenhky/pyup-update-numpy-2.4.3-to-2.4.4
1ea8417 
Pyup update numpy 2.4.3 to 2.4.4
@stephenhky
Merge pull request #564 from stephenhky/pyup-update-pandas-3.0.1-to-3…
e30ee70 
….0.2

Update pandas from 3.0.1 to 3.0.2
@stephenhky
removed support for Python 3.9
bd93a97
@stephenhky
reimplemented smartload.py
5bf355a
@stephenhky
removed deprecated functions
cd18d0f
@stephenhky
branching off for type hinting and advanced modern updates
e05c3ad
@stephenhky
make CompactIOMachine an abstract class
e6ac110
@stephenhky
updating codes and unit tests for DTM
7eb388a
@stephenhky
updating codes and unit tests for DTM
aba6db0
@stephenhky
removed deleted imports
43d27bf
@stephenhky
regular expression updated
26a3060
@stephenhky
updated test_dtm.py to use pytest
4dc9cd5
@stephenhky
debug for pytest
4baea7e
@stephenhky
updated gensim_corpora.py
d5032d7
@stephenhky
Merge pull request #567 from stephenhky/pyup-update-numba-0.64.0-to-0…
8a57184 
….65.0

Update numba from 0.64.0 to 0.65.0
@stephenhky
updated requirements for npdict
9c28aaa
@stephenhky
Merge pull request #566 from stephenhky/pyup-update-numba-0.64.0-to-0…
379fa5d 
….65.0

Update numba from 0.64.0 to 0.65.0
@stephenhky
added IO for NPDTM
5564df0
@stephenhky
removed unused import
3024d02
@stephenhky
removed typing-extensions dependence and support for Python 3.10
9f416b6
@stephenhky
debugging
eb8ac42
@stephenhky
updated tokenizing functions
1d059f9
@stephenhky
refactoring
3e097e1
@stephenhky
updated requirements for npdict
c33e6f2
@stephenhky
updated gensim_corpora.py
bfa4d07
@stephenhky
kerasmodel_io.py updated
5cbb520
@stephenhky
beautification
25c510b
stephenhky and others added 27 commits April 14, 2026 10:46
@stephenhky
added imports
12ecc85
@stephenhky
added imports
27e3927
@stephenhky
Merge pull request #592 from stephenhky/typehint
da40655 
Metrics, spelling type hinting updated
@stephenhky
new alpha
fa23267
@stephenhky
updated neural network unit tests
b122c80
@stephenhky
cleaner exception
062c633
@stephenhky
defined AbsoluteScorer
c58d8b8
@stephenhky
stacking and AbsoluteScorer
f7351b0
@stephenhky
typing updated
d040612
@stephenhky
debugged
736da80
@stephenhky
debugging with logger
42c8463
@stephenhky
use list for classlabels in stacking
711c67b
@stephenhky
removed some assertion test due to the stochasticity of the gensim mo…
84ab0fb 
…dels
@stephenhky
Merge pull request #593 from stephenhky/typehint
897fbf6 
Type Hinting for Stacking Generalization
@stephenhky
update version
90b8e96
@stephenhky
cleaning up tests
b98d91e
@stephenhky
use logistic regression
b6fc812
@stephenhky
Merge pull request #594 from stephenhky/typehint
7c3fe82 
Typehint
@stephenhky
increase version alpha
796c5cb
@stephenhky
docstring updated
97f9fac
@stephenhky
do not use != for NoneType
b0555af
@stephenhky
deprecate mergedict
32634d1
@stephenhky
revert changes, and refactor the mergedict function
68e2faf
@stephenhky
updated instance instantiation functions
94a15ca
@stephenhky
Merge pull request #595 from stephenhky/typehint
825b765 
Docstring updated
@stephenhky
initiate new version alpha; updated documentation style
996f7ca
@stephenhky
Merge pull request #596 from stephenhky/typehint
cab5429 
initiate new version alpha; updated documentation style
@stephenhky
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stephenhky commented Apr 19, 2026

  • Removed support for Python 3.9 and 3.10;
  • New style of documentation;
  • New docstrings;
  • Type hinting;
  • Dependence on gensim reduced to topic modeling related functions and Word2Vec embedding;
  • Modernizing the use of keras;
  • The use of loguru, orjson, sparse and npdict libraries;
  • Code cleanup and debugged;
  • Removed the old implementation of document-term matrix, and replaced it with NumpyDocumentTermMatrix;
  • Implementation of cosine similarity optimized by numba instead using the cosine distance from scipy;
  • All unit tests and regression tests rewritten, and run by pytest;

@stephenhky stephenhky merged commit 550e2cb into master Apr 19, 2026
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@stephenhky @pyup-bot