From 6aadaa1f710ab0c66de05bebad51455110bca9e3 Mon Sep 17 00:00:00 2001 From: pwochner Date: Tue, 29 Nov 2022 12:38:21 +0000 Subject: [PATCH] Add civis colormap to NB 2. Tag code cells that are expected to fail. --- .../09_02_optimising_with_numpy.ipynb | 23 +++++++++++-------- 1 file changed, 14 insertions(+), 9 deletions(-) diff --git a/module09_programming_for_speed/09_02_optimising_with_numpy.ipynb b/module09_programming_for_speed/09_02_optimising_with_numpy.ipynb index 41779d2a..90cda801 100644 --- a/module09_programming_for_speed/09_02_optimising_with_numpy.ipynb +++ b/module09_programming_for_speed/09_02_optimising_with_numpy.ipynb @@ -116,7 +116,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "52.9 ms ± 958 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "51.2 ms ± 772 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -143,7 +143,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "67 µs ± 1.64 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "71 µs ± 5.5 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -162,7 +162,11 @@ { "cell_type": "code", "execution_count": 8, - "metadata": {}, + "metadata": { + "tags": [ + "raises-exception" + ] + }, "outputs": [ { "ename": "TypeError", @@ -171,7 +175,7 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/var/folders/0k/_wrbgjwj005c_8z1vghhd7x40000gr/T/ipykernel_59829/1315727468.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/var/folders/0k/_wrbgjwj005c_8z1vghhd7x40000gr/T/ipykernel_75488/1315727468.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmath\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mmath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msqrt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mTypeError\u001b[0m: only size-1 arrays can be converted to Python scalars" ] } @@ -303,8 +307,8 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/var/folders/0k/_wrbgjwj005c_8z1vghhd7x40000gr/T/ipykernel_59829/380109421.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmandel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/var/folders/0k/_wrbgjwj005c_8z1vghhd7x40000gr/T/ipykernel_59829/2364160311.py\u001b[0m in \u001b[0;36mmandel\u001b[0;34m(constant, max_iterations)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mcounter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0mcounter\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mmax_iterations\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/var/folders/0k/_wrbgjwj005c_8z1vghhd7x40000gr/T/ipykernel_75488/380109421.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmandel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/var/folders/0k/_wrbgjwj005c_8z1vghhd7x40000gr/T/ipykernel_75488/2364160311.py\u001b[0m in \u001b[0;36mmandel\u001b[0;34m(constant, max_iterations)\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mcounter\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0mcounter\u001b[0m \u001b[0;34m<\u001b[0m \u001b[0mmax_iterations\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 14\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mabs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 15\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()" ] } @@ -455,7 +459,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "35.8 ms ± 2.33 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" + "29.6 ms ± 1.37 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], @@ -483,7 +487,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 18, @@ -492,7 +496,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -504,6 +508,7 @@ "source": [ "import matplotlib.pyplot as plt\n", "\n", + "plt.set_cmap(\"cividis\")\n", "plt.xlabel(\"Real\")\n", "plt.ylabel(\"Imaginary\")\n", "plt.imshow(\n",