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<li class="toctree-l1"><a class="reference internal" href="release/1.22.4-notes.html">1.22.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.3-notes.html">1.22.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.2-notes.html">1.22.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.1-notes.html">1.22.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.0-notes.html">1.22.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.6-notes.html">1.21.6</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.5-notes.html">1.21.5</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.4-notes.html">1.21.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.3-notes.html">1.21.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.2-notes.html">1.21.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.1-notes.html">1.21.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.0-notes.html">1.21.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.20.3-notes.html">1.20.3</a></li>
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<li class="toctree-l1"><a class="reference internal" href="release/1.19.1-notes.html">1.19.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.19.0-notes.html">1.19.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.18.5-notes.html">1.18.5</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.18.4-notes.html">1.18.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.18.3-notes.html">1.18.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.18.2-notes.html">1.18.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.18.1-notes.html">1.18.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.18.0-notes.html">1.18.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.17.5-notes.html">1.17.5</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.17.4-notes.html">1.17.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.17.3-notes.html">1.17.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.17.2-notes.html">1.17.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.17.1-notes.html">1.17.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.17.0-notes.html">1.17.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.16.6-notes.html">1.16.6</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.16.5-notes.html">1.16.5</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.16.4-notes.html">1.16.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.16.3-notes.html">1.16.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.16.2-notes.html">1.16.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.16.1-notes.html">1.16.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.16.0-notes.html">1.16.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.15.4-notes.html">1.15.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.15.3-notes.html">1.15.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.15.2-notes.html">1.15.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.15.1-notes.html">1.15.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.15.0-notes.html">1.15.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.14.6-notes.html">1.14.6</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.14.5-notes.html">1.14.5</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.14.4-notes.html">1.14.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.14.3-notes.html">1.14.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.14.2-notes.html">1.14.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.14.1-notes.html">1.14.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.14.0-notes.html">1.14.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.13.3-notes.html">1.13.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.13.2-notes.html">1.13.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.13.1-notes.html">1.13.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.13.0-notes.html">1.13.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.12.1-notes.html">1.12.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.12.0-notes.html">1.12.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.11.3-notes.html">1.11.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.11.2-notes.html">1.11.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.11.1-notes.html">1.11.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.11.0-notes.html">1.11.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.10.4-notes.html">1.10.4</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.10.3-notes.html">1.10.3</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.10.2-notes.html">1.10.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.10.1-notes.html">1.10.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.10.0-notes.html">1.10.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.9.2-notes.html">1.9.2</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.9.1-notes.html">1.9.1</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.9.0-notes.html">1.9.0</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.8.2-notes.html">1.8.2</a></li>
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<section id="release-notes">
<h1>Release notes<a class="headerlink" href="#release-notes" title="Link to this heading">#</a></h1>
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<ul>
<li class="toctree-l1"><a class="reference internal" href="release/2.0.0-notes.html">2.0.0</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#numpy-2-0-python-api-removals">NumPy 2.0 Python API removals</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#array-prepare-is-removed"><code class="docutils literal notranslate"><span class="pre">__array_prepare__</span></code> is removed</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#deprecations">Deprecations</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#loadtxt-and-genfromtxt-default-to-encoding-none"><code class="docutils literal notranslate"><span class="pre">loadtxt</span></code> and <code class="docutils literal notranslate"><span class="pre">genfromtxt</span></code> default to <code class="docutils literal notranslate"><span class="pre">encoding=None</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#c-api-changes">C API changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#lager-npy-maxdims-and-npy-maxargs-npy-ravel-axis-introduced">Lager <code class="docutils literal notranslate"><span class="pre">NPY_MAXDIMS</span></code> and <code class="docutils literal notranslate"><span class="pre">NPY_MAXARGS</span></code>, <code class="docutils literal notranslate"><span class="pre">NPY_RAVEL_AXIS</span></code> introduced</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#npy-maxargs-not-constant-and-pyarraymultiiterobject-size-change"><code class="docutils literal notranslate"><span class="pre">NPY_MAXARGS</span></code> not constant and <code class="docutils literal notranslate"><span class="pre">PyArrayMultiIterObject</span></code> size change</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#numpy-2-0-c-api-removals">NumPy 2.0 C API removals</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#pyarray-getcastfunc-was-removed"><code class="docutils literal notranslate"><span class="pre">PyArray_GetCastFunc</span></code> was removed</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#np-bitwise-count-to-compute-the-number-of-1-bits-in-an-integer-array"><em class="xref py py-obj">np.bitwise_count</em> to compute the number of 1-bits in an integer array</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#improved-cpu-optimization-tracking">Improved CPU optimization tracking</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#meson-backend-for-f2py"><code class="docutils literal notranslate"><span class="pre">meson</span></code> backend for <code class="docutils literal notranslate"><span class="pre">f2py</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#bind-c-support-for-f2py"><code class="docutils literal notranslate"><span class="pre">bind(c)</span></code> support for <code class="docutils literal notranslate"><span class="pre">f2py</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#strict-option-for-testing-assert-allclose"><code class="docutils literal notranslate"><span class="pre">strict</span></code> option for <em class="xref py py-obj">testing.assert_allclose</em></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#strict-option-for-testing-assert-equal"><code class="docutils literal notranslate"><span class="pre">strict</span></code> option for <em class="xref py py-obj">testing.assert_equal</em></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#strict-option-for-testing-assert-array-less"><code class="docutils literal notranslate"><span class="pre">strict</span></code> option for <em class="xref py py-obj">testing.assert_array_less</em></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#add-np-core-umath-find-and-np-core-umath-rfind-ufuncs">Add <code class="docutils literal notranslate"><span class="pre">np.core.umath.find</span></code> and <code class="docutils literal notranslate"><span class="pre">np.core.umath.rfind</span></code> UFuncs</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#diagonal-and-trace-for-numpy-linalg"><code class="docutils literal notranslate"><span class="pre">diagonal</span></code> and <code class="docutils literal notranslate"><span class="pre">trace</span></code> for <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.linalg</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#numpy-long-and-numpy-ulong"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.long</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.ulong</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#svdvals-for-numpy-linalg"><code class="docutils literal notranslate"><span class="pre">svdvals</span></code> for <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.linalg</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#numpy-isdtype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.isdtype</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#numpy-astype"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.astype</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#array-api-compatible-functions-aliases">Array API compatible functions’ aliases</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#array-api-set-functions">Array API set functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#outer-for-numpy-linalg"><code class="docutils literal notranslate"><span class="pre">outer</span></code> for <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.linalg</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#cross-for-numpy-linalg"><code class="docutils literal notranslate"><span class="pre">cross</span></code> for <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.linalg</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#array-api-compatible-functions-for-numpy-linalg">Array API compatible functions for <code class="docutils literal notranslate"><span class="pre">numpy.linalg</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#numpy-linalg-cholesky-and-numpy-linalg-pinv-new-parameters"><code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.linalg.cholesky</span></code> and <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.linalg.pinv</span></code> new parameters</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#aarch64-quicksort-speed-improved-by-using-highway-s-vqsort">AArch64 quicksort speed improved by using Highway’s VQSort</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#iso-c-binding-support-for-f2py"><code class="docutils literal notranslate"><span class="pre">iso_c_binding</span></code> support for <code class="docutils literal notranslate"><span class="pre">f2py</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#call-str-automatically-on-third-argument-to-functions-like-assert-equal">Call <code class="docutils literal notranslate"><span class="pre">str</span></code> automatically on third argument to functions like <em class="xref py py-obj">assert_equal</em></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#support-for-array-atol-and-rtol-in-np-isclose-and-np-allclose">Support for array <code class="docutils literal notranslate"><span class="pre">atol</span></code> and <code class="docutils literal notranslate"><span class="pre">rtol</span></code> in <code class="docutils literal notranslate"><span class="pre">np.isclose</span></code> and <code class="docutils literal notranslate"><span class="pre">np.allclose</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#consistent-failure-messages-in-numpy-testing">Consistent failure messages in <code class="xref py py-obj docutils literal notranslate"><span class="pre">numpy.testing</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/2.0.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#default-integer-now-64bit-on-64bit-windows">Default integer now 64bit on 64bit windows</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#renamed-numpy-core-to-numpy-core">Renamed <code class="docutils literal notranslate"><span class="pre">numpy.core</span></code> to <code class="docutils literal notranslate"><span class="pre">numpy._core</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#redefinition-of-np-intp-np-uintp-almost-never-a-change">Redefinition of <code class="docutils literal notranslate"><span class="pre">np.intp</span></code>/<code class="docutils literal notranslate"><span class="pre">np.uintp</span></code> (almost never a change)</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#numpy-fft-helper-made-private"><code class="docutils literal notranslate"><span class="pre">numpy.fft.helper</span></code> made private</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#numpy-linalg-linalg-made-private"><code class="docutils literal notranslate"><span class="pre">numpy.linalg.linalg</span></code> made private</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#out-of-bound-axis-not-the-same-as-axis-none">Out-of-bound axis not the same as <code class="docutils literal notranslate"><span class="pre">axis=None</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/2.0.0-notes.html#cleanup-of-initialization-of-numpy-dtype-with-strings-with-commas">Cleanup of initialization of <code class="docutils literal notranslate"><span class="pre">numpy.dtype</span></code> with strings with commas</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.26.2-notes.html">1.26.2</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.26.1-notes.html">1.26.1</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.1-notes.html#build-system-changes">Build system changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.1-notes.html#improved-blas-lapack-detection-and-control">Improved BLAS/LAPACK detection and control</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.1-notes.html#new-features">New features</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.1-notes.html#numpy-core-submodule-stubs"><code class="docutils literal notranslate"><span class="pre">numpy._core</span></code> submodule stubs</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.26.0-notes.html">1.26.0</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#array-api-v2022-12-support-in-numpy-array-api">Array API v2022.12 support in <code class="docutils literal notranslate"><span class="pre">numpy.array_api</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#support-for-the-updated-accelerate-blas-lapack-library">Support for the updated Accelerate BLAS/LAPACK library</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#meson-backend-for-f2py"><code class="docutils literal notranslate"><span class="pre">meson</span></code> backend for <code class="docutils literal notranslate"><span class="pre">f2py</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#bind-c-support-for-f2py"><code class="docutils literal notranslate"><span class="pre">bind(c)</span></code> support for <code class="docutils literal notranslate"><span class="pre">f2py</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#iso-c-binding-support-for-f2py"><code class="docutils literal notranslate"><span class="pre">iso_c_binding</span></code> support for <code class="docutils literal notranslate"><span class="pre">f2py</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.0-notes.html#build-system-changes">Build system changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#numpy-specific-build-customization">NumPy-specific build customization</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#build-dependencies">Build dependencies</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.26.0-notes.html#troubleshooting">Troubleshooting</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.0-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.26.0-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.25.2-notes.html">1.25.2</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.25.1-notes.html">1.25.1</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.25.0-notes.html">1.25.0</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.0-notes.html#deprecations">Deprecations</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.0-notes.html#expired-deprecations">Expired deprecations</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#np-pad-with-mode-wrap-pads-with-strict-multiples-of-original-data"><code class="docutils literal notranslate"><span class="pre">np.pad</span></code> with <code class="docutils literal notranslate"><span class="pre">mode=wrap</span></code> pads with strict multiples of original data</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#cython-long-t-and-ulong-t-removed">Cython <code class="docutils literal notranslate"><span class="pre">long_t</span></code> and <code class="docutils literal notranslate"><span class="pre">ulong_t</span></code> removed</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#changed-error-message-and-type-for-bad-axes-argument-to-ufunc">Changed error message and type for bad <code class="docutils literal notranslate"><span class="pre">axes</span></code> argument to <code class="docutils literal notranslate"><span class="pre">ufunc</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#array-likes-that-define-array-ufunc-can-now-override-ufuncs-if-used-as-where">Array-likes that define <code class="docutils literal notranslate"><span class="pre">__array_ufunc__</span></code> can now override ufuncs if used as <code class="docutils literal notranslate"><span class="pre">where</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#compiling-against-the-numpy-c-api-is-now-backwards-compatible-by-default">Compiling against the NumPy C API is now backwards compatible by default</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#np-einsum-now-accepts-arrays-with-object-dtype"><code class="docutils literal notranslate"><span class="pre">np.einsum</span></code> now accepts arrays with <code class="docutils literal notranslate"><span class="pre">object</span></code> dtype</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#add-support-for-inplace-matrix-multiplication">Add support for inplace matrix multiplication</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#added-npy-enable-cpu-features-environment-variable">Added <code class="docutils literal notranslate"><span class="pre">NPY_ENABLE_CPU_FEATURES</span></code> environment variable</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#numpy-now-has-an-np-exceptions-namespace">NumPy now has an <code class="docutils literal notranslate"><span class="pre">np.exceptions</span></code> namespace</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#np-linalg-functions-return-namedtuples"><code class="docutils literal notranslate"><span class="pre">np.linalg</span></code> functions return NamedTuples</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#string-functions-in-np-char-are-compatible-with-nep-42-custom-dtypes">String functions in <code class="docutils literal notranslate"><span class="pre">np.char</span></code> are compatible with NEP 42 custom dtypes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#string-dtype-instances-can-be-created-from-the-string-abstract-dtype-classes">String dtype instances can be created from the string abstract dtype classes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#fujitsu-c-c-compiler-is-now-supported">Fujitsu C/C++ compiler is now supported</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#ssl2-is-now-supported">SSL2 is now supported</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#ndarrayoperatorsmixin-specifies-that-it-has-no-slots"><code class="docutils literal notranslate"><span class="pre">NDArrayOperatorsMixin</span></code> specifies that it has no <code class="docutils literal notranslate"><span class="pre">__slots__</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#fix-power-of-complex-zero">Fix power of complex zero</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#new-dtypepromotionerror">New <code class="docutils literal notranslate"><span class="pre">DTypePromotionError</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#np-show-config-uses-information-from-meson"><em class="xref py py-obj">np.show_config</em> uses information from Meson</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#fix-np-ma-diff-not-preserving-the-mask-when-called-with-arguments-prepend-append">Fix <code class="docutils literal notranslate"><span class="pre">np.ma.diff</span></code> not preserving the mask when called with arguments prepend/append.</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#corrected-error-handling-for-numpy-c-api-in-cython">Corrected error handling for NumPy C-API in Cython</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#ability-to-directly-spawn-random-number-generators">Ability to directly spawn random number generators</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#numpy-logspace-now-supports-a-non-scalar-base-argument"><code class="docutils literal notranslate"><span class="pre">numpy.logspace</span></code> now supports a non-scalar <code class="docutils literal notranslate"><span class="pre">base</span></code> argument</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#np-ma-dot-now-supports-for-non-2d-arrays"><code class="docutils literal notranslate"><span class="pre">np.ma.dot()</span></code> now supports for non-2d arrays</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#explicitly-show-keys-of-npz-file-in-repr">Explicitly show keys of .npz file in repr</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#numpy-now-exposes-dtype-classes-in-np-dtypes">NumPy now exposes DType classes in <code class="docutils literal notranslate"><span class="pre">np.dtypes</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#drop-dtype-metadata-before-saving-in-npy-or-npz-files">Drop dtype metadata before saving in .npy or .npz files</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#numpy-lib-recfunctions-structured-to-unstructured-returns-views-in-more-cases"><code class="docutils literal notranslate"><span class="pre">numpy.lib.recfunctions.structured_to_unstructured</span></code> returns views in more cases</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#signed-and-unsigned-integers-always-compare-correctly">Signed and unsigned integers always compare correctly</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.0-notes.html#performance-improvements-and-changes">Performance improvements and changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#faster-np-argsort-on-avx-512-enabled-processors">Faster <code class="docutils literal notranslate"><span class="pre">np.argsort</span></code> on AVX-512 enabled processors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#faster-np-sort-on-avx-512-enabled-processors">Faster <code class="docutils literal notranslate"><span class="pre">np.sort</span></code> on AVX-512 enabled processors</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#array-function-machinery-is-now-much-faster"><code class="docutils literal notranslate"><span class="pre">__array_function__</span></code> machinery is now much faster</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#ufunc-at-can-be-much-faster"><code class="docutils literal notranslate"><span class="pre">ufunc.at</span></code> can be much faster</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#faster-membership-test-on-npzfile">Faster membership test on <code class="docutils literal notranslate"><span class="pre">NpzFile</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.25.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#np-r-and-np-c-with-certain-scalar-values"><code class="docutils literal notranslate"><span class="pre">np.r_[]</span></code> and <code class="docutils literal notranslate"><span class="pre">np.c_[]</span></code> with certain scalar values</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#most-numpy-functions-are-wrapped-into-a-c-callable">Most NumPy functions are wrapped into a C-callable</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.25.0-notes.html#c-standard-library-usage">C++ standard library usage</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.24.4-notes.html">1.24.4</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.24.3-notes.html">1.24.3</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.3-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.24.2-notes.html">1.24.2</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.24.1-notes.html">1.24.1</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.24.0-notes.html">1.24.0</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#deprecate-fastcopyandtranspose-and-pyarray-copyandtranspose">Deprecate fastCopyAndTranspose and PyArray_CopyAndTranspose</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#conversion-of-out-of-bound-python-integers">Conversion of out-of-bound Python integers</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#deprecate-msort">Deprecate <code class="docutils literal notranslate"><span class="pre">msort</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#np-str0-and-similar-are-now-deprecated"><code class="docutils literal notranslate"><span class="pre">np.str0</span></code> and similar are now deprecated</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.0-notes.html#expired-deprecations">Expired deprecations</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#array-fill-scalar-may-behave-slightly-different"><code class="docutils literal notranslate"><span class="pre">array.fill(scalar)</span></code> may behave slightly different</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#subarray-to-object-cast-now-copies">Subarray to object cast now copies</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#returned-arrays-respect-uniqueness-of-dtype-kwarg-objects">Returned arrays respect uniqueness of dtype kwarg objects</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#dlpack-export-raises-buffererror">DLPack export raises <code class="docutils literal notranslate"><span class="pre">BufferError</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#numpy-builds-are-no-longer-tested-on-gcc-6">NumPy builds are no longer tested on GCC-6</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#new-attribute-symbol-added-to-polynomial-classes">New attribute <code class="docutils literal notranslate"><span class="pre">symbol</span></code> added to polynomial classes</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#f2py-support-for-fortran-character-strings">F2PY support for Fortran <code class="docutils literal notranslate"><span class="pre">character</span></code> strings</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#new-function-np-show-runtime">New function <code class="docutils literal notranslate"><span class="pre">np.show_runtime</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#strict-option-for-testing-assert-array-equal"><code class="docutils literal notranslate"><span class="pre">strict</span></code> option for <code class="docutils literal notranslate"><span class="pre">testing.assert_array_equal</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#new-parameter-equal-nan-added-to-np-unique">New parameter <code class="docutils literal notranslate"><span class="pre">equal_nan</span></code> added to <code class="docutils literal notranslate"><span class="pre">np.unique</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#casting-and-dtype-keyword-arguments-for-numpy-stack"><code class="docutils literal notranslate"><span class="pre">casting</span></code> and <code class="docutils literal notranslate"><span class="pre">dtype</span></code> keyword arguments for <code class="docutils literal notranslate"><span class="pre">numpy.stack</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#casting-and-dtype-keyword-arguments-for-numpy-vstack"><code class="docutils literal notranslate"><span class="pre">casting</span></code> and <code class="docutils literal notranslate"><span class="pre">dtype</span></code> keyword arguments for <code class="docutils literal notranslate"><span class="pre">numpy.vstack</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#casting-and-dtype-keyword-arguments-for-numpy-hstack"><code class="docutils literal notranslate"><span class="pre">casting</span></code> and <code class="docutils literal notranslate"><span class="pre">dtype</span></code> keyword arguments for <code class="docutils literal notranslate"><span class="pre">numpy.hstack</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#the-bit-generator-underlying-the-singleton-randomstate-can-be-changed">The bit generator underlying the singleton RandomState can be changed</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#np-void-now-has-a-dtype-argument"><code class="docutils literal notranslate"><span class="pre">np.void</span></code> now has a <code class="docutils literal notranslate"><span class="pre">dtype</span></code> argument</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#f2py-improvements">F2PY Improvements</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#ibm-zsystems-vector-extension-facility-simd">IBM zSystems Vector Extension Facility (SIMD)</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#numpy-now-gives-floating-point-errors-in-casts">NumPy now gives floating point errors in casts</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#f2py-supports-the-value-attribute">F2PY supports the value attribute</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#added-pickle-support-for-third-party-bitgenerators">Added pickle support for third-party BitGenerators</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#arange-now-explicitly-fails-with-dtype-str">arange() now explicitly fails with dtype=str</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#numpy-typing-protocols-are-now-runtime-checkable"><code class="docutils literal notranslate"><span class="pre">numpy.typing</span></code> protocols are now runtime checkable</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.0-notes.html#performance-improvements-and-changes">Performance improvements and changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#faster-version-of-np-isin-and-np-in1d-for-integer-arrays">Faster version of <code class="docutils literal notranslate"><span class="pre">np.isin</span></code> and <code class="docutils literal notranslate"><span class="pre">np.in1d</span></code> for integer arrays</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#faster-comparison-operators">Faster comparison operators</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.24.0-notes.html#changes">Changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#better-reporting-of-integer-division-overflow">Better reporting of integer division overflow</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#masked-invalid-now-modifies-the-mask-in-place"><code class="docutils literal notranslate"><span class="pre">masked_invalid</span></code> now modifies the mask in-place</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.24.0-notes.html#nditer-npyiter-allows-all-allocating-all-operands"><code class="docutils literal notranslate"><span class="pre">nditer</span></code>/<code class="docutils literal notranslate"><span class="pre">NpyIter</span></code> allows all allocating all operands</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.23.5-notes.html">1.23.5</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.5-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.5-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.23.4-notes.html">1.23.4</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.23.3-notes.html">1.23.3</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.3-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.23.2-notes.html">1.23.2</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.23.1-notes.html">1.23.1</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.23.0-notes.html">1.23.0</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.0-notes.html#new-functions">New functions</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.0-notes.html#deprecations">Deprecations</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.0-notes.html#expired-deprecations">Expired deprecations</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#crackfortran-has-support-for-operator-and-assignment-overloading">crackfortran has support for operator and assignment overloading</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#f2py-supports-reading-access-type-attributes-from-derived-type-statements">f2py supports reading access type attributes from derived type statements</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#new-parameter-ndmin-added-to-genfromtxt">New parameter <code class="docutils literal notranslate"><span class="pre">ndmin</span></code> added to <code class="docutils literal notranslate"><span class="pre">genfromtxt</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#np-loadtxt-now-supports-quote-character-and-single-converter-function"><code class="docutils literal notranslate"><span class="pre">np.loadtxt</span></code> now supports quote character and single converter function</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#changing-to-dtype-of-a-different-size-now-requires-contiguity-of-only-the-last-axis">Changing to dtype of a different size now requires contiguity of only the last axis</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#deterministic-output-files-for-f2py">Deterministic output files for F2PY</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#keepdims-parameter-for-average"><code class="docutils literal notranslate"><span class="pre">keepdims</span></code> parameter for <code class="docutils literal notranslate"><span class="pre">average</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#new-parameter-equal-nan-added-to-np-unique">New parameter <code class="docutils literal notranslate"><span class="pre">equal_nan</span></code> added to <code class="docutils literal notranslate"><span class="pre">np.unique</span></code></a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#d-np-linalg-norm-preserves-float-input-types-even-for-scalar-results">1D <code class="docutils literal notranslate"><span class="pre">np.linalg.norm</span></code> preserves float input types, even for scalar results</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#changes-to-structured-void-dtype-promotion-and-comparisons">Changes to structured (void) dtype promotion and comparisons</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#npy-relaxed-strides-checking-has-been-removed"><code class="docutils literal notranslate"><span class="pre">NPY_RELAXED_STRIDES_CHECKING</span></code> has been removed</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#np-loadtxt-has-recieved-several-changes"><code class="docutils literal notranslate"><span class="pre">np.loadtxt</span></code> has recieved several changes</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#ndarray-array-finalize-is-now-callable"><code class="docutils literal notranslate"><span class="pre">ndarray.__array_finalize__</span></code> is now callable</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#add-support-for-vsx4-power10">Add support for VSX4/Power10</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#np-fromiter-now-accepts-objects-and-subarrays"><code class="docutils literal notranslate"><span class="pre">np.fromiter</span></code> now accepts objects and subarrays</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#math-c-library-feature-detection-now-uses-correct-signatures">Math C library feature detection now uses correct signatures</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#np-kron-now-maintains-subclass-information"><code class="docutils literal notranslate"><span class="pre">np.kron</span></code> now maintains subclass information</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.23.0-notes.html#performance-improvements-and-changes">Performance improvements and changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#faster-np-loadtxt">Faster <code class="docutils literal notranslate"><span class="pre">np.loadtxt</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#faster-reduction-operators">Faster reduction operators</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#faster-np-where">Faster <code class="docutils literal notranslate"><span class="pre">np.where</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#faster-operations-on-numpy-scalars">Faster operations on NumPy scalars</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.23.0-notes.html#faster-np-kron">Faster <code class="docutils literal notranslate"><span class="pre">np.kron</span></code></a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.4-notes.html">1.22.4</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.3-notes.html">1.22.3</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.3-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.2-notes.html">1.22.2</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.2-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.1-notes.html">1.22.1</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.1-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.22.0-notes.html">1.22.0</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.0-notes.html#expired-deprecations">Expired deprecations</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#deprecated-numeric-style-dtype-strings-have-been-removed">Deprecated numeric style dtype strings have been removed</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#expired-deprecations-for-loads-ndfromtxt-and-mafromtxt-in-npyio">Expired deprecations for <code class="docutils literal notranslate"><span class="pre">loads</span></code>, <code class="docutils literal notranslate"><span class="pre">ndfromtxt</span></code>, and <code class="docutils literal notranslate"><span class="pre">mafromtxt</span></code> in npyio</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.0-notes.html#deprecations">Deprecations</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#use-delimiter-rather-than-delimitor-as-kwarg-in-mrecords">Use delimiter rather than delimitor as kwarg in mrecords</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#passing-boolean-kth-values-to-arg-partition-has-been-deprecated">Passing boolean <code class="docutils literal notranslate"><span class="pre">kth</span></code> values to (arg-)partition has been deprecated</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#the-np-machar-class-has-been-deprecated">The <code class="docutils literal notranslate"><span class="pre">np.MachAr</span></code> class has been deprecated</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.0-notes.html#compatibility-notes">Compatibility notes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#distutils-forces-strict-floating-point-model-on-clang">Distutils forces strict floating point model on clang</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#removed-floor-division-support-for-complex-types">Removed floor division support for complex types</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#numpy-vectorize-functions-now-produce-the-same-output-class-as-the-base-function"><code class="docutils literal notranslate"><span class="pre">numpy.vectorize</span></code> functions now produce the same output class as the base function</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#python-3-7-is-no-longer-supported">Python 3.7 is no longer supported</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#str-repr-of-complex-dtypes-now-include-space-after-punctuation">str/repr of complex dtypes now include space after punctuation</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#corrected-advance-in-pcg64dsxm-and-pcg64">Corrected <code class="docutils literal notranslate"><span class="pre">advance</span></code> in <code class="docutils literal notranslate"><span class="pre">PCG64DSXM</span></code> and <code class="docutils literal notranslate"><span class="pre">PCG64</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#change-in-generation-of-random-32-bit-floating-point-variates">Change in generation of random 32 bit floating point variates</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.0-notes.html#c-api-changes">C API changes</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#masked-inner-loops-cannot-be-customized-anymore">Masked inner-loops cannot be customized anymore</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#experimental-exposure-of-future-dtype-and-ufunc-api">Experimental exposure of future DType and UFunc API</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.0-notes.html#new-features">New Features</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#nep-49-configurable-allocators">NEP 49 configurable allocators</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#implementation-of-the-nep-47-adopting-the-array-api-standard">Implementation of the NEP 47 (adopting the array API standard)</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#generate-c-c-api-reference-documentation-from-comments-blocks-is-now-possible">Generate C/C++ API reference documentation from comments blocks is now possible</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#assign-the-platform-specific-c-intp-precision-via-a-mypy-plugin">Assign the platform-specific <code class="docutils literal notranslate"><span class="pre">c_intp</span></code> precision via a mypy plugin</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#add-nep-47-compatible-dlpack-support">Add NEP 47-compatible dlpack support</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#keepdims-optional-argument-added-to-numpy-argmin-numpy-argmax"><code class="docutils literal notranslate"><span class="pre">keepdims</span></code> optional argument added to <code class="docutils literal notranslate"><span class="pre">numpy.argmin</span></code>, <code class="docutils literal notranslate"><span class="pre">numpy.argmax</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#bit-count-to-compute-the-number-of-1-bits-in-an-integer"><code class="docutils literal notranslate"><span class="pre">bit_count</span></code> to compute the number of 1-bits in an integer</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#the-ndim-and-axis-attributes-have-been-added-to-numpy-axiserror">The <code class="docutils literal notranslate"><span class="pre">ndim</span></code> and <code class="docutils literal notranslate"><span class="pre">axis</span></code> attributes have been added to <code class="docutils literal notranslate"><span class="pre">numpy.AxisError</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#preliminary-support-for-windows-arm64-target">Preliminary support for <code class="docutils literal notranslate"><span class="pre">windows/arm64</span></code> target</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#added-support-for-loongarch">Added support for LoongArch</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#a-clang-format-file-has-been-added">A <code class="docutils literal notranslate"><span class="pre">.clang-format</span></code> file has been added</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#is-integer-is-now-available-to-numpy-floating-and-numpy-integer"><code class="docutils literal notranslate"><span class="pre">is_integer</span></code> is now available to <code class="docutils literal notranslate"><span class="pre">numpy.floating</span></code> and <code class="docutils literal notranslate"><span class="pre">numpy.integer</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#symbolic-parser-for-fortran-dimension-specifications">Symbolic parser for Fortran dimension specifications</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#ndarray-dtype-and-number-are-now-runtime-subscriptable"><code class="docutils literal notranslate"><span class="pre">ndarray</span></code>, <code class="docutils literal notranslate"><span class="pre">dtype</span></code> and <code class="docutils literal notranslate"><span class="pre">number</span></code> are now runtime-subscriptable</a></li>
</ul>
</li>
<li class="toctree-l2"><a class="reference internal" href="release/1.22.0-notes.html#improvements">Improvements</a><ul>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#ctypeslib-load-library-can-now-take-any-path-like-object"><code class="docutils literal notranslate"><span class="pre">ctypeslib.load_library</span></code> can now take any path-like object</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#add-smallest-normal-and-smallest-subnormal-attributes-to-finfo">Add <code class="docutils literal notranslate"><span class="pre">smallest_normal</span></code> and <code class="docutils literal notranslate"><span class="pre">smallest_subnormal</span></code> attributes to <code class="docutils literal notranslate"><span class="pre">finfo</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#numpy-linalg-qr-accepts-stacked-matrices-as-inputs"><code class="docutils literal notranslate"><span class="pre">numpy.linalg.qr</span></code> accepts stacked matrices as inputs</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#numpy-fromregex-now-accepts-os-pathlike-implementations"><code class="docutils literal notranslate"><span class="pre">numpy.fromregex</span></code> now accepts <code class="docutils literal notranslate"><span class="pre">os.PathLike</span></code> implementations</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#add-new-methods-for-quantile-and-percentile">Add new methods for <code class="docutils literal notranslate"><span class="pre">quantile</span></code> and <code class="docutils literal notranslate"><span class="pre">percentile</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#missing-parameters-have-been-added-to-the-nan-x-functions">Missing parameters have been added to the <code class="docutils literal notranslate"><span class="pre">nan<x></span></code> functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#annotating-the-main-numpy-namespace">Annotating the main Numpy namespace</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#vectorize-umath-module-using-avx-512">Vectorize umath module using AVX-512</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.22.0-notes.html#openblas-v0-3-18">OpenBLAS v0.3.18</a></li>
</ul>
</li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.6-notes.html">1.21.6</a></li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.5-notes.html">1.21.5</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.21.5-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.21.5-notes.html#pull-requests-merged">Pull requests merged</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="release/1.21.4-notes.html">1.21.4</a><ul>
<li class="toctree-l2"><a class="reference internal" href="release/1.21.4-notes.html#contributors">Contributors</a></li>
<li class="toctree-l2"><a class="reference internal" href="release/1.21.4-notes.html#pull-requests-merged">Pull requests merged</a></li>
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<li class="toctree-l1"><a class="reference internal" href="release/1.21.3-notes.html">1.21.3</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="release/1.21.3-notes.html#pull-requests-merged">Pull requests merged</a></li>
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<li class="toctree-l1"><a class="reference internal" href="release/1.21.2-notes.html">1.21.2</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="release/1.21.2-notes.html#pull-requests-merged">Pull requests merged</a></li>
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<li class="toctree-l1"><a class="reference internal" href="release/1.21.1-notes.html">1.21.1</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="release/1.21.1-notes.html#pull-requests-merged">Pull requests merged</a></li>
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<li class="toctree-l1"><a class="reference internal" href="release/1.21.0-notes.html">1.21.0</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="release/1.21.0-notes.html#add-pcg64dxsm-bitgenerator">Add <code class="xref py py-obj docutils literal notranslate"><span class="pre">PCG64DXSM</span></code> <code class="xref py py-obj docutils literal notranslate"><span class="pre">BitGenerator</span></code></a></li>
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<li class="toctree-l3"><a class="reference internal" href="release/1.21.0-notes.html#the-dtype-attribute-must-return-a-dtype">The <code class="docutils literal notranslate"><span class="pre">.dtype</span></code> attribute must return a <code class="docutils literal notranslate"><span class="pre">dtype</span></code></a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.21.0-notes.html#inexact-matches-for-numpy-convolve-and-numpy-correlate-are-deprecated">Inexact matches for <code class="docutils literal notranslate"><span class="pre">numpy.convolve</span></code> and <code class="docutils literal notranslate"><span class="pre">numpy.correlate</span></code> are deprecated</a></li>
<li class="toctree-l3"><a class="reference internal" href="release/1.21.0-notes.html#np-typedict-has-been-formally-deprecated"><code class="docutils literal notranslate"><span class="pre">np.typeDict</span></code> has been formally deprecated</a></li>
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<li class="toctree-l3"><a class="reference internal" href="release/1.21.0-notes.html#four-ndarray-ctypes-methods-have-been-deprecated">Four <code class="docutils literal notranslate"><span class="pre">ndarray.ctypes</span></code> methods have been deprecated</a></li>
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