From 81d0e35fbbbb820fae52c418b256820aba0a4f48 Mon Sep 17 00:00:00 2001 From: "Travis A. O'Brien" Date: Mon, 11 Dec 2023 15:34:23 -0500 Subject: [PATCH] fix xarray 1D bug, add test, add example --- examples/Plotting.ipynb | 4 +- examples/fastKDE and xarray.ipynb | 258 ++++++++++++++++++------------ examples/readme_test.ipynb | 84 +++++++++- src/fastkde/fastKDE.py | 5 +- tests/test_execution.py | 9 ++ 5 files changed, 246 insertions(+), 114 deletions(-) diff --git a/examples/Plotting.ipynb b/examples/Plotting.ipynb index 2c6e60b..595e832 100644 --- a/examples/Plotting.ipynb +++ b/examples/Plotting.ipynb @@ -54,12 +54,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] diff --git a/examples/fastKDE and xarray.ipynb b/examples/fastKDE and xarray.ipynb index d33b1b9..c756f4f 100644 --- a/examples/fastKDE and xarray.ipynb +++ b/examples/fastKDE and xarray.ipynb @@ -47,7 +47,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -73,6 +73,48 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\" Calculate and plot 1D PDFs. \"\"\"\n", + "\n", + "# calculate the PDFs of x and y\n", + "pdf_x = fastkde.pdf(x, var_names=[\"x\"])\n", + "pdf_y = fastkde.pdf(y, var_names=[\"y\"])\n", + "\n", + "# plot PDF(x)\n", + "pdf_x.plot()\n", + "plt.show()\n", + "\n", + "# plot PDF(y)\n", + "pdf_y.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, "outputs": [ { "data": { @@ -440,137 +482,148 @@ " stroke: currentColor;\n", " fill: currentColor;\n", "}\n", - "
<xarray.DataArray (y: 128, x: 128)>\n",
-       "array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "
<xarray.DataArray (y: 129, x: 128)>\n",
+       "array([[5.15341562e-05, 4.32892020e-05, 2.64177373e-05, ...,\n",
        "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
-       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "       [6.80907471e-05, 5.90500013e-05, 4.03572607e-05, ...,\n",
        "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
-       "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
+       "       [8.26115712e-05, 7.28890199e-05, 5.26694002e-05, ...,\n",
        "        0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n",
        "       ...,\n",
        "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
-       "        0.00000000e+00, 5.46960122e-06, 1.03550926e-05],\n",
+       "        5.57010473e-05, 6.04696273e-05, 5.59007764e-05],\n",
        "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
-       "        7.90796661e-06, 1.47632624e-05, 1.99725938e-05],\n",
+       "        5.20063735e-05, 5.41410808e-05, 4.73655710e-05],\n",
        "       [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n",
-       "        1.19889348e-05, 1.97721084e-05, 2.55981165e-05]])\n",
+       "        4.62452175e-05, 4.58700457e-05, 3.71925919e-05]])\n",
        "Coordinates:\n",
-       "  * x        (x) float64 -6.896 -6.791 -6.687 -6.582 ... 6.05 6.154 6.259 6.363\n",
-       "  * y        (y) float64 -5.846 -5.764 -5.681 -5.598 ... 4.426 4.509 4.592 4.675\n",
+       "  * x        (x) float64 -6.824 -6.718 -6.611 -6.504 ... 6.408 6.514 6.621 6.728\n",
+       "  * y        (y) float64 -4.803 -4.728 -4.653 -4.578 ... 4.576 4.651 4.726 4.801\n",
        "Attributes:\n",
-       "    long_name:  PDF(x,y)
  • long_name :
    PDF(x,y)
  • " ], "text/plain": [ - "\n", - "array([[0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + "\n", + "array([[5.15341562e-05, 4.32892020e-05, 2.64177373e-05, ...,\n", " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " [6.80907471e-05, 5.90500013e-05, 4.03572607e-05, ...,\n", " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", - " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", + " [8.26115712e-05, 7.28890199e-05, 5.26694002e-05, ...,\n", " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00],\n", " ...,\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 0.00000000e+00, 5.46960122e-06, 1.03550926e-05],\n", + " 5.57010473e-05, 6.04696273e-05, 5.59007764e-05],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 7.90796661e-06, 1.47632624e-05, 1.99725938e-05],\n", + " 5.20063735e-05, 5.41410808e-05, 4.73655710e-05],\n", " [0.00000000e+00, 0.00000000e+00, 0.00000000e+00, ...,\n", - " 1.19889348e-05, 1.97721084e-05, 2.55981165e-05]])\n", + " 4.62452175e-05, 4.58700457e-05, 3.71925919e-05]])\n", "Coordinates:\n", - " * x (x) float64 -6.896 -6.791 -6.687 -6.582 ... 6.05 6.154 6.259 6.363\n", - " * y (y) float64 -5.846 -5.764 -5.681 -5.598 ... 4.426 4.509 4.592 4.675\n", + " * x (x) float64 -6.824 -6.718 -6.611 -6.504 ... 6.408 6.514 6.621 6.728\n", + " * y (y) float64 -4.803 -4.728 -4.653 -4.578 ... 4.576 4.651 4.726 4.801\n", "Attributes:\n", " long_name: PDF(x,y)" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "\"\"\" Compute the PDF. \"\"\"\n", + "\"\"\" Compute the 2D PDF. \"\"\"\n", "\n", "pdf = fastkde.pdf(x, y, var_names=[\"x\", \"y\"])\n", "pdf" @@ -578,12 +631,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] @@ -594,21 +647,18 @@ ], "source": [ "\"\"\" Plot the PDF using xarray. \"\"\"\n", - "# plot a scatter of the input data\n", - "import matplotlib.pyplot as plt\n", - "\n", - "pdf.plot()\n", - "plt.plot(pdf.x, np.sin(pdf.x), color=\"white\", alpha=0.5);" + "# plot the 2D pdf\n", + "pdf.plot();" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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    " ] diff --git a/examples/readme_test.ipynb b/examples/readme_test.ipynb index 6588aad..5309a3c 100644 --- a/examples/readme_test.ipynb +++ b/examples/readme_test.ipynb @@ -56,14 +56,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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    " ] }, "metadata": {}, @@ -71,22 +71,92 @@ } ], "source": [ - "\"\"\" Demonstrate the first README example. \"\"\"\n", + "\"\"\" Demonstrate the use of fastkde on a 1D dataset \"\"\" \n", "import numpy as np\n", "import fastkde\n", "import matplotlib.pyplot as plt\n", "\n", - "# Generate two random variables dataset (representing 100,000 pairs of datapoints)\n", + "# generate a 1D dataset\n", "N = int(1e5)\n", "x = 50 * np.random.normal(size=N) + 0.1\n", - "y = 0.01 * np.random.normal(size=N) - 300\n", "\n", - "# Do the self-consistent density estimate\n", + "# compute the KDE using fastkde\n", + "xPDF = fastkde.pdf(x)\n", + "\n", + "# compare with a historgram\n", + "plt.hist(x, bins=30, density=True, alpha=0.5, label='histogram')\n", + "\n", + "# plot the fastKDE\n", + "xPDF.plot(label = 'fastKDE')\n", + "plt.xlabel('x')\n", + "plt.ylabel('PDF(x)')\n", + "plt.legend()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\" Demonstrate the first README example. \"\"\"\n", + "import numpy as np\n", + "import fastkde\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Generate a 2D dataset with x and y highly correlated\n", + "cov = [[1, 0.8], [0.8, 1]]\n", + "x, y = np.random.multivariate_normal([0, 0], cov, N).T\n", + "\n", + "# generate a bivariate PDF of x and y using fastKDE\n", + "# note that the var_names argument enables automatic labelling of the axes\n", "PDF = fastkde.pdf(x, y, var_names=[\"x\", \"y\"])\n", "\n", "PDF.plot();" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that `fastKDE` also has an automatic plotting routine for handling data with high dimensionality." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\" Demonstrate the use of fastkde.plot() \"\"\"\n", + "\n", + "# plot the PDF using the fastkde.plot() method\n", + "fastkde.pair_plot([x, y], var_names=[\"x\", \"y\"])" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/src/fastkde/fastKDE.py b/src/fastkde/fastKDE.py index 61223e3..4a04624 100644 --- a/src/fastkde/fastKDE.py +++ b/src/fastkde/fastKDE.py @@ -1217,7 +1217,10 @@ def pdf(*args, **kwargs): # set the variable name varname = var_names[i] # set the coordinate - coords[varname] = pdf_tuple[1][i] + if num_variables == 1: + coords[varname] = pdf_tuple[1] + else: + coords[varname] = pdf_tuple[1][i] # set the dimension dims.append(varname) diff --git a/tests/test_execution.py b/tests/test_execution.py index cab88d3..4d3bc75 100644 --- a/tests/test_execution.py +++ b/tests/test_execution.py @@ -34,6 +34,15 @@ def test_simple_3D(): # the numPoints argument results in a coarser PDF--but one that is calculated # faster (and with less memory) +def test_simple_1D_with_xarray(): + np.random.seed(42) + N = int(2e5) + var1 = 50 * np.random.normal(size=N) + 0.1 + + # Do the self-consistent density estimate + myPDF = fastkde.pdf(var1, use_xarray=True) + + def test_simple_2D_with_xarray(): np.random.seed(42) N = int(2e5)