From 07d928f287e0339a6da9efc8194ba0f5a44d8a8c Mon Sep 17 00:00:00 2001 From: inti Date: Sat, 18 Nov 2023 00:25:45 -0300 Subject: [PATCH] Improve plot_integr function --- docs/source/Tutorial.ipynb | 114 ++++++++++++++++++------------------ python/kdsource/kdsource.py | 26 ++++---- 2 files changed, 71 insertions(+), 69 deletions(-) diff --git a/docs/source/Tutorial.ipynb b/docs/source/Tutorial.ipynb index d769c60..8a42352 100644 --- a/docs/source/Tutorial.ipynb +++ b/docs/source/Tutorial.ipynb @@ -4,7 +4,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/KDSource/KDSource/blob/master/docs/source/Tutorial.ipynb)" + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/inti-abbate/KDSource/blob/tutorial/docs/source/Tutorial.ipynb)" ] }, { @@ -79,7 +79,7 @@ " \n", " %cd -q /content\n", " print(\"Obtaining KDSource source code from Github...\")\n", - " !git --no-pager clone --recurse-submodules https://github.com/KDSource/KDSource &> /dev/null\n", + " !git --no-pager clone -b tutorial --single-branch --recurse-submodules https://github.com/inti-abbate/KDSource &> /dev/null\n", " %cd -q KDSource\n", " !git --no-pager checkout master &> /dev/null\n", " !mkdir build\n", @@ -308,10 +308,10 @@ "output_type": "stream", "text": [ "Using existing file samples.mcpl.gz\n", - "sum_weights = 30015.53873091936\n", - "p2 = 30331.640968922497\n", + "sum_weights = 30013.423511981964\n", + "p2 = 30328.060741580357\n", "N = 30000\n", - "N_eff = 29702.73076324512\n" + "N_eff = 29702.050473493346\n" ] } ], @@ -442,7 +442,7 @@ "Using 30000 particles for fit.\n", "Calculating bw ... \n", "Done\n", - "Optimal bw (silv) = [[0.24714045 4.70655642 3.30738767 0.15665608 0.15665608 0.15665608]]\n" + "Optimal bw (silv) = [[0.24774483 4.71514618 3.33039979 0.1566979 0.1566979 0.1566979 ]]\n" ] } ], @@ -464,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -499,15 +499,15 @@ "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n", - "[Parallel(n_jobs=-1)]: Done 3 out of 10 | elapsed: 10.2s remaining: 23.7s\n", - "[Parallel(n_jobs=-1)]: Done 5 out of 10 | elapsed: 10.4s remaining: 10.4s\n", - "[Parallel(n_jobs=-1)]: Done 7 out of 10 | elapsed: 10.8s remaining: 4.6s\n", - "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 16.2s finished\n" + "[Parallel(n_jobs=-1)]: Done 3 out of 10 | elapsed: 10.3s remaining: 24.1s\n", + "[Parallel(n_jobs=-1)]: Done 5 out of 10 | elapsed: 10.5s remaining: 10.5s\n", + "[Parallel(n_jobs=-1)]: Done 7 out of 10 | elapsed: 11.0s remaining: 4.7s\n", + "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 15.7s finished\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -522,7 +522,7 @@ "output_type": "stream", "text": [ "Done\n", - "Optimal bw (mlcv) = [[0.26886667 5.1203118 3.59814154 0.17042778 0.17042778 0.17042778]]\n", + "Optimal bw (mlcv) = [[0.25608551 4.87388813 3.44252233 0.16197336 0.16197336 0.16197336]]\n", "Using 30000 particles for fit.\n" ] } @@ -555,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -590,13 +590,13 @@ "batch = 2 / 3\n", "batch = 3 / 3\n", "Done\n", - "Optimal bw (knn) = [[ 0.48989773 9.32963965 6.55611714 0.31053379 0.31053379 0.31053379]\n", - " [ 0.79280771 15.098274 10.60984738 0.50254076 0.50254076 0.50254076]\n", - " [ 0.61580601 11.72744377 8.24110018 0.39034386 0.39034386 0.39034386]\n", + "Optimal bw (knn) = [[ 0.45853041 8.7268739 6.16396138 0.29001918 0.29001918 0.29001918]\n", + " [ 0.64221605 12.22282827 8.6332222 0.40619982 0.40619982 0.40619982]\n", + " [ 0.70163315 13.35367047 9.43195812 0.44378097 0.44378097 0.44378097]\n", " ...\n", - " [ 0.64691747 12.31993223 8.65745321 0.41006463 0.41006463 0.41006463]\n", - " [ 0.69584301 13.25167293 9.31220532 0.44107729 0.44107729 0.44107729]\n", - " [ 0.61675748 11.7455637 8.25383341 0.39094697 0.39094697 0.39094697]]\n", + " [ 0.57452024 10.93442346 7.72319673 0.36338242 0.36338242 0.36338242]\n", + " [ 0.52877439 10.06377617 7.10824155 0.3344483 0.3344483 0.3344483 ]\n", + " [ 0.50832831 9.67464087 6.83338769 0.32151621 0.32151621 0.32151621]]\n", "Using 10000 particles for fit.\n", "Calculating bw ... \n" ] @@ -606,15 +606,15 @@ "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n", - "[Parallel(n_jobs=-1)]: Done 3 out of 10 | elapsed: 36.1s remaining: 1.4min\n", - "[Parallel(n_jobs=-1)]: Done 5 out of 10 | elapsed: 43.9s remaining: 43.9s\n", - "[Parallel(n_jobs=-1)]: Done 7 out of 10 | elapsed: 46.8s remaining: 20.1s\n", - "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 1.1min finished\n" + "[Parallel(n_jobs=-1)]: Done 3 out of 10 | elapsed: 29.0s remaining: 1.1min\n", + "[Parallel(n_jobs=-1)]: Done 5 out of 10 | elapsed: 35.2s remaining: 35.2s\n", + "[Parallel(n_jobs=-1)]: Done 7 out of 10 | elapsed: 37.7s remaining: 16.1s\n", + "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 54.9s finished\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -629,13 +629,13 @@ "output_type": "stream", "text": [ "Done\n", - "Optimal bw (mlcv) = [[0.1589339 3.02674603 2.12695262 0.10074418 0.10074418 0.10074418]\n", - " [0.25720474 4.89822143 3.44207436 0.16303558 0.16303558 0.16303558]\n", - " [0.19978139 3.80464789 2.67359921 0.12663637 0.12663637 0.12663637]\n", + "Optimal bw (mlcv) = [[0.14875763 2.83119519 1.99972843 0.09408878 0.09408878 0.09408878]\n", + " [0.2083494 3.96536182 2.80081246 0.13178041 0.13178041 0.13178041]\n", + " [0.22762566 4.3322326 3.05994045 0.14397258 0.14397258 0.14397258]\n", " ...\n", - " [0.16922019 3.22263877 2.26461021 0.1072644 0.1072644 0.1072644 ]\n", - " [0.17733031 3.37708832 2.37314488 0.1124052 0.1124052 0.1124052 ]\n", - " [0.32211301 6.13433798 4.31071722 0.20417929 0.20417929 0.20417929]]\n", + " [0.17158788 3.2657067 2.30663239 0.10852885 0.10852885 0.10852885]\n", + " [0.19406264 3.69345229 2.60875745 0.12274407 0.12274407 0.12274407]\n", + " [0.36569129 6.95993493 4.9159379 0.2312987 0.2312987 0.2312987 ]]\n", "Using 30000 particles for fit.\n" ] } @@ -686,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -740,7 +740,7 @@ "\t\t\r\n", "\t\t\r\n", "\t\r\n", - "\t 0.74186771 14.12816982 9.92813653 0.47025118 0.47025118 0.47025118\r\n", + "\t 0.74368025 14.1539222 9.99719153 0.47037564 0.47037564 0.47037564\r\n", "\t/media/inti/Disco local/Users/Osiris Inti Abbate/Documents/Universidad/KDSource/KDSource/docs/source/samples_bws\r\n", "\r\n" ] @@ -776,7 +776,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -856,7 +856,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": { "executionInfo": { "elapsed": 19, @@ -885,7 +885,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": { "executionInfo": { "elapsed": 2, @@ -939,7 +939,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": { "executionInfo": { "elapsed": 408, @@ -967,12 +967,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -985,6 +985,7 @@ ], "source": [ "# Plot energy distribution\n", + "s.plot_integr('u', [])\n", "\n", "hist = mcpl_hist(samples, 0, EE)\n", "hist = np.concatenate((hist, hist[-1:]))\n", @@ -996,9 +997,7 @@ "\n", "plt.plot(EE, pdf_1+pdf_2, '--', label=\"Analytic\")\n", "\n", - "plt.grid()\n", "plt.xscale('log')\n", - "plt.yscale('log')\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" @@ -1015,7 +1014,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1051,7 +1050,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1104,7 +1103,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1127,7 +1126,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1142,6 +1141,7 @@ "# Plot correlation with x\n", "# We can restrict the x range used in the energy plot,\n", "# and observe the correlation between both variables.\n", + "s.plot_integr('u', [])\n", "\n", "# Vectors to separate x<0 and x>0\n", "# Vec: [u, x,y, dx,dy,dz]\n", @@ -1170,8 +1170,6 @@ "plt.plot(EE, f*pdf_1+(1-f)*pdf_2, '--', linewidth=1.5, label=\"x<0, Analytic\")\n", "\n", "plt.xscale('log')\n", - "plt.yscale('log')\n", - "plt.grid()\n", "plt.legend()\n", "plt.tight_layout()\n", "plt.show()" @@ -1190,7 +1188,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1213,7 +1211,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1247,7 +1245,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1270,7 +1268,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1283,6 +1281,7 @@ ], "source": [ "# Plot x distribution\n", + "s.plot_integr('x', [])\n", "\n", "xx = np.linspace(-30,30,100)\n", "pdf_1 = 0.5 * np.exp(-((xx-mu_x_1)/sigma_x)**2/2)/(sigma_x*np.sqrt(2*np.pi))\n", @@ -1312,7 +1311,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1335,7 +1334,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1367,7 +1366,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1390,7 +1389,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1403,6 +1402,7 @@ ], "source": [ "# Plot dz distribution\n", + "s.plot_integr('dz', [])\n", "\n", "ddz = np.linspace(0,1,100)\n", "pdf = 2 * ddz\n", @@ -1449,7 +1449,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1472,7 +1472,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/python/kdsource/kdsource.py b/python/kdsource/kdsource.py index 79722bc..23a00a1 100644 --- a/python/kdsource/kdsource.py +++ b/python/kdsource/kdsource.py @@ -419,6 +419,20 @@ def plot_integr(self, var, grid, vec0=None, vec1=None, **kwargs): kwargs["label"] = "KDE" if "adjust_bw" not in kwargs: kwargs["adjust_bw"] = False + plt.xscale(kwargs["xscale"]) + plt.yscale(kwargs["yscale"]) + plt.xlabel( + r"${}\ [{}]$".format(self.geom.varnames[var], self.geom.units[var]) + ) + plt.ylabel( + r"$J\ \left[ \frac{{{}}}{{{}\ s}} \right]$".format( + self.plist.pt, self.geom.units[var] + ) + ) + plt.grid() + plt.tight_layout() + if len(grid) == 0: + return trues = np.ones(len(self.kde.data), dtype=bool) if vec0 is not None: mask1 = np.logical_and.reduce( @@ -453,19 +467,7 @@ def plot_integr(self, var, grid, vec0=None, vec1=None, **kwargs): plt.errorbar( grid, scores, errs, label=kwargs["label"], capsize=1, linewidth=1 ) - plt.xscale(kwargs["xscale"]) - plt.yscale(kwargs["yscale"]) - plt.xlabel( - r"${}\ [{}]$".format(self.geom.varnames[var], self.geom.units[var]) - ) - plt.ylabel( - r"$J\ \left[ \frac{{{}}}{{{}\ s}} \right]$".format( - self.plist.pt, self.geom.units[var] - ) - ) - plt.grid() plt.legend() - plt.tight_layout() return [plt.gcf(), [scores, errs]]