From 9091b6702d7c6e8e4d50bd777c6d466052839c2c Mon Sep 17 00:00:00 2001 From: Jussi Tiira Date: Fri, 24 Feb 2023 15:57:40 +0200 Subject: [PATCH] add margins to cmin and cmax --- python/example.ipynb | 28 +++++++++++++++------------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/python/example.ipynb b/python/example.ipynb index e359993..f87e95a 100644 --- a/python/example.ipynb +++ b/python/example.ipynb @@ -9,6 +9,7 @@ "name": "stdout", "output_type": "stream", "text": [ + "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", "Populating the interactive namespace from numpy and matplotlib\n" ] } @@ -34,8 +35,9 @@ "metadata": {}, "outputs": [], "source": [ - "cmin = [0.0, 0.0]\n", - "cmax = [1.0, 1.0]\n", + "margin = 0.01\n", + "cmin = [0.0-margin, 0.0-margin]\n", + "cmax = [1.0+margin, 1.0+margin]\n", "coo = uniform(0, 1, (7,2))\n", "val = uniform(0, 1, coo.shape[0])" ] @@ -97,9 +99,9 @@ "outputs": [ { "data": { - "image/png": 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zjA6Hoc39LcXYZrTcLoY9tDniHbuw7eQiI7k+CKY14R8rgroQpFTdcpzcQmCe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\nnOAGcQeqdIxWYy9P2/bZom2P1tUuQOqYnqVvXpMmDWq3WTnSoLX0J34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gdJrPPv8SeAmA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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -129,7 +131,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "107 µs ± 5.56 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "98.9 µs ± 715 ns per loop (mean ± std. dev. of 7 runs, 10,000 loops each)\n" ] } ], @@ -147,7 +149,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "12.2 ms ± 307 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "7.81 ms ± 88.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -167,8 +169,8 @@ "text": [ "level 1: initial approximation\n", "level 2: dense [19, 19] (2888 bytes)\n", - "level 3: sparse [35, 35] (2472 bytes, compression: 0.25)\n", - "level 4: sparse [67, 67] (2664 bytes, compression: 0.07)\n", + "level 3: sparse [35, 35] (2544 bytes, compression: 0.26)\n", + "level 4: sparse [67, 67] (2688 bytes, compression: 0.07)\n", "\n" ] } @@ -194,7 +196,7 @@ "outputs": [], "source": [ "def test_initial(x0, y0, init, desc):\n", - " interp = mba1([0], [1], [8], x0, y0, init)\n", + " interp = mba1([0-margin], [1+margin], [8], x0, y0, init)\n", " x = linspace(0, 1, 100).reshape(100,1)\n", " y = interp(x)\n", " plot(x, y, 'k-')\n", @@ -211,9 +213,9 @@ "outputs": [ { "data": { - "image/png": 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//525c+eSJ88dvwbq3rTmPKDOnTtTtWpVBg8eTFxcnKPTuadXXnmF7t27W24h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\npcmViIhUG99Mrpxz/OEPf2DWrFmV7pcVExPDmjV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\n", 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