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								<p>Hah, that looks exceptionally cool!  <img src="https://forum.elixirforum.com/images/emoji/apple/slight_smile.png?v=15" title=":slight_smile:" class="emoji" alt=":slight_smile:" loading="lazy" width="20" height="20"></p>
<p><em>/me needs to find time to play with it soon…</em></p> 
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								<p>I definitely want to play with this now <img src="https://forum.elixirforum.com/images/emoji/apple/slight_smile.png?v=15" title=":slight_smile:" class="emoji" alt=":slight_smile:" loading="lazy" width="20" height="20"> I just tried installing it on macOS 10.12.6 and am getting:</p>
<pre data-code-wrap="elixir"><code class="lang-elixir">% mix compile
==&gt; matrex
Compiling: native/src/matrix.c
In file included from native/src/matrix.c:1:
native/src/../include/matrix.h:4:10: fatal error: 'cblas.h' file not found
#include &lt;cblas.h&gt;
         ^~~~~~~~~
</code></pre>
<p>Is there something else I need to do to have it find the headers from the Accelerate framework?</p> 
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								<p>So I had to add:</p>
<pre data-code-wrap="elixir"><code class="lang-elixir">	CFLAGS += -I/System/Library/Frameworks/Accelerate.framework/Versions/Current/Frameworks/vecLib.framework/Versions/Current/Headers/
</code></pre>
<p>To the <code>ifeq (BLAS, blas)</code> section of the Makefile in <code>deps/matrex</code> to get it to compile.</p> 
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								<p>Or could just use cmake and hunter or so to always acquire and use clblas or openblas or whatever as well?</p> 
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								<p>Thanks for the bug report. I’ve added include path to the Makefile.</p>
<p>Please, check if it works on your systems.</p> 
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								<p>master branch compiles now here. Thanks for the quick update.</p> 
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								<p>Compared Matrex performance to NumPy. Looks like we are going more or less on par, with Matrex being two times faster on element-wise operations and a bit slower on dot product.</p>
<p>2015 MacBook Pro, 2.2 GHz Core i7, 16 GB RAM</p>
<p>Operations are performed on 3000×3000 matrices filled with random numbers.</p>
<p>You can run benchmarks from the <code>/bench</code> folder with <code>python numpy_bench.py</code> and <code>MIX_ENV=bench mix bench</code> commands.</p>
<h4><a name="p-83460-numpy-1" class="anchor" href="#p-83460-numpy-1" aria-label="Heading link" rel="nofollow"></a>NumPy</h4>
<pre data-code-wrap="elixir"><code class="lang-elixir">benchmark         iterations	average time
np.divide(A, B)   30            15.43 ms/op
np.add(A, B)      100           14.62 ms/op
sigmoid(A)        50            93.28 ms/op
np.dot(A, B)      10            196.57 ms/op
</code></pre>
<h4><a name="p-83460-matrex-2" class="anchor" href="#p-83460-matrex-2" aria-label="Heading link" rel="nofollow"></a>Matrex</h4>
<pre data-code-wrap="elixir"><code class="lang-elixir">benchmark     iterations   average time
divide(A, B)         200   7.32 ms/op (~ 2× faster)
add(A, B)            200   7.71 ms/op (~ 2× faster)
sigmoid(A)            20   71.47 ms/op (23% faster)
dot(A, B)             10   213.31 ms/op (8% slower)
</code></pre> 
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								<p>I am creating a framework for Deep Learning. Matrex is very useful. Thank you.</p> 
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								<p>Mr. Versilov, your Matrex is very helpful. Thank you so much. Thanks to you, I can easily use CBLAS from Elixir.<br>
By the way, I have  a request. Could you make a library that uses CuBLAS（NVIDIA) from Elixir?  Or please tell me how to use CuBLAS from Elixir.</p>
<p>Kenichi Sasagawa</p> 
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								<p>Than you for the praise!</p>
<p>BLAS is generally just an API standard, so using CuBLAS should be a matter of compiling Matrex with the CuBLAS library linked.</p>
<p>Do I need an NVIDIA accelerator to test CuBLAS or not?</p> 
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