From 9927fec516818045ec67517f5c61ac766f98b1a1 Mon Sep 17 00:00:00 2001 From: Henry Schreiner Date: Mon, 19 Sep 2022 14:20:50 -0400 Subject: [PATCH] fix: minor things before release (#795) * ci: auto-cancel on repeated pushes Signed-off-by: Henry Schreiner * fix: better location of warning Signed-off-by: Henry Schreiner * style: pre-commit fixes * docs: prepare changelog Signed-off-by: Henry Schreiner * style: pre-commit fixes * docs: update examples Signed-off-by: Henry Schreiner * docs: fix examples Signed-off-by: Henry Schreiner * chore: include Python 3.11 classifiers Signed-off-by: Henry Schreiner Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .github/workflows/tests.yml | 4 + .pre-commit-config.yaml | 2 +- dev-requirements.txt | 1 + docs/changelog.md | 15 +- notebooks/BoostHistogramHandsOn.ipynb | 263 +++++++++++++++++--------- notebooks/aghast.ipynb | 52 ++--- notebooks/xarray.ipynb | 8 +- setup.cfg | 1 + src/boost_histogram/_internal/hist.py | 3 +- 9 files changed, 210 insertions(+), 139 deletions(-) diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index 44936411..531c8eeb 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -11,6 +11,10 @@ on: env: FORCE_COLOR: 3 +concurrency: + group: ${{ github.workflow }}-${{ github.ref }} + cancel-in-progress: true + jobs: clang-tidy: name: Clang-Tidy diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index eb7a0d7b..4dbabf27 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -43,7 +43,7 @@ repos: rev: v2.0.0 hooks: - id: setup-cfg-fmt - args: [--include-version-classifiers, --max-py-version=3.10] + args: [--include-version-classifiers, --max-py-version=3.11] - repo: https://github.com/hadialqattan/pycln rev: v2.1.1 diff --git a/dev-requirements.txt b/dev-requirements.txt index 3c32b13a..f3d21337 100644 --- a/dev-requirements.txt +++ b/dev-requirements.txt @@ -7,3 +7,4 @@ pytest-benchmark setuptools >=42 setuptools_scm[toml] >=3.4,!=4.0.0 typing_extensions; python_version<'3.8' +uproot diff --git a/docs/changelog.md b/docs/changelog.md index 8efa2455..c94674b1 100644 --- a/docs/changelog.md +++ b/docs/changelog.md @@ -2,26 +2,21 @@ ## Version 1.3 -### WIP - -#### Bug Fixes - -* Avoid the constructor when creating new histograms from existing ones. [#759][] - -[#759]: https://github.com/scikit-hep/boost-histogram/pull/759 - ### Version 1.3.2 #### Changes * Added `storage_type` operator and `storage_type()` function [#781][], with pending deprecation for `_storage_type`. [#786][] [#790][] * Better errors generated for missing or incorrect sample to mean storage. [#782][] +* Better error message when views are set with an incompatible array. [#794][] #### Bug fixes * Patch broken sum with fully empty (0 bin) axis. [#718][] * Fix zero range `bh.numpy.histogram` to match `numpy.histogram` behavior. [#721][] * Avoid triggering `__init__` when copying (better support for subclasses with custom init's). [#759][] +* IntCategory now supports numbers larger than 2^24 (now 2^53). [#792][] +* Pick a subset now supported inside a larger expression. [#793][] #### Backend and docs @@ -31,6 +26,7 @@ * Using pybind11 2.10 [#767][] * Explicit `reset()` documentation. [#783][] * Minor cleanup and further removal of a little Python 2 back-compat code. +* Warnings have better stacklevel settings. [#718]: https://github.com/scikit-hep/boost-histogram/pull/718 [#721]: https://github.com/scikit-hep/boost-histogram/pull/721 @@ -44,6 +40,9 @@ [#786]: https://github.com/scikit-hep/boost-histogram/pull/786 [#789]: https://github.com/scikit-hep/boost-histogram/pull/789 [#790]: https://github.com/scikit-hep/boost-histogram/pull/790 +[#792]: https://github.com/scikit-hep/boost-histogram/pull/792 +[#793]: https://github.com/scikit-hep/boost-histogram/pull/793 +[#794]: https://github.com/scikit-hep/boost-histogram/pull/794 ### Version 1.3.1 diff --git a/notebooks/BoostHistogramHandsOn.ipynb b/notebooks/BoostHistogramHandsOn.ipynb index fd83aa96..38f57ea2 100644 --- a/notebooks/BoostHistogramHandsOn.ipynb +++ b/notebooks/BoostHistogramHandsOn.ipynb @@ -71,7 +71,7 @@ { "data": { "text/plain": [ - "Histogram(Regular(40, -2, 10), storage=Double()) # Sum: 981297.0 (1000000.0 with flow)" + "Histogram(Regular(40, -2, 10), storage=Double()) # Sum: 981542.0 (1000000.0 with flow)" ] }, "execution_count": 4, @@ -98,7 +98,7 @@ { "data": { "text/plain": [ - "981297.0" + "981542.0" ] }, "execution_count": 5, @@ -153,26 +153,30 @@ "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { + "image/png": { + "height": 250, + "width": 388 + }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ - "plt.bar(hist1.axes[0].centers, hist1.view(), width=hist1.axes[0].widths);" + "plt.bar(hist1.axes[0].centers, hist1.values(), width=hist1.axes[0].widths);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Note: You can leave off the `.view()` if you want to - histograms conform to the buffer protocol. Also, you can select the axes before or after calling `.centers`; this is very useful for ND histograms." + "Note: you can select the axes before or after calling `.centers`; this is very useful for ND histograms." ] }, { @@ -188,14 +192,14 @@ "metadata": {}, "outputs": [], "source": [ - "plothist = lambda h: plt.bar(*h.axes.centers, h, width=h.axes.widths[0]);" + "plothist = lambda h: plt.bar(*h.axes.centers, h.values(), width=h.axes.widths[0]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Aside: here's step. It's quite ugly for us, just like it is for numpy. Or anyone." + "Aside: here's step. The edges are quite ugly for us, just like it is for numpy. Or anyone." ] }, { @@ -205,19 +209,56 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { + "image/png": { + "height": 251, + "width": 388 + }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ - "plt.step(hist1.axes[0].edges[:-1], hist1, where=\"post\");" + "plt.step(hist1.axes[0].edges[:-1], hist1.values(), where=\"post\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Recent versions of matplotlib support `.stairs`, which was designed to work well with histograms:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 250, + "width": 388 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.stairs(hist1.values(), hist1.axes[0].edges);" ] }, { @@ -238,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -247,7 +288,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -256,16 +297,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])" + "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=int64)" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -276,18 +317,18 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 0.00000000e+00, 8.88178420e-16, 0.00000000e+00, -8.88178420e-16,\n", - " -8.88178420e-16, 0.00000000e+00, -1.77635684e-15, 1.77635684e-15,\n", - " -1.77635684e-15, -3.55271368e-15, 1.77635684e-15])" + "array([ 0.00000000e+00, 8.88178420e-16, 8.88178420e-16, 0.00000000e+00,\n", + " 0.00000000e+00, 0.00000000e+00, 1.77635684e-15, 3.55271368e-15,\n", + " 0.00000000e+00, 0.00000000e+00, -1.77635684e-15])" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -305,17 +346,21 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { + "image/png": { + "height": 248, + "width": 388 + }, "needs_background": "light" }, "output_type": "display_data" @@ -335,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -345,7 +390,7 @@ " True])" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -371,7 +416,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -380,7 +425,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -391,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -408,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -417,10 +462,10 @@ "Histogram(\n", " Regular(150, -1.5, 1.5),\n", " Regular(100, -1, 1),\n", - " storage=Double()) # Sum: 1905708.0 (2000000.0 with flow)" + " storage=Double()) # Sum: 1905785.0 (2000000.0 with flow)" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -440,12 +485,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def plothist2d(h):\n", - " return plt.pcolormesh(*h.axes.edges.T, h.view().T)" + " return plt.pcolormesh(*h.axes.edges.T, h.values().T)" ] }, { @@ -457,17 +502,21 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { + "image/png": { + "height": 252, + "width": 394 + }, "needs_background": "light" }, "output_type": "display_data" @@ -486,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -496,10 +545,10 @@ " Regular(150, -5, 5),\n", " Regular(100, -5, 5),\n", " Regular(100, -5, 5),\n", - " storage=Double()) # Sum: 999997.0 (1000000.0 with flow)" + " storage=Double()) # Sum: 1000000.0" ] }, - "execution_count": 22, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -525,17 +574,21 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, "metadata": { + "image/png": { + "height": 248, + "width": 370 + }, "needs_background": "light" }, "output_type": "display_data" @@ -556,17 +609,21 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { + "image/png": { + "height": 252, + "width": 394 + }, "needs_background": "light" }, "output_type": "display_data" @@ -585,17 +642,21 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { + "image/png": { + "height": 248, + "width": 380 + }, "needs_background": "light" }, "output_type": "display_data" @@ -614,16 +675,16 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "192.0" + "181.0" ] }, - "execution_count": 26, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -641,16 +702,16 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "192.0" + "181.0" ] }, - "execution_count": 27, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -680,17 +741,21 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { + "image/png": { + "height": 252, + "width": 372 + }, "needs_background": "light" }, "output_type": "display_data" @@ -739,16 +808,16 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1049.0" + "1005.0" ] }, - "execution_count": 30, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -768,7 +837,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -777,7 +846,7 @@ "Mean(count=3, value=0.4, variance=0.01)" ] }, - "execution_count": 31, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -796,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -825,7 +894,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -834,7 +903,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -843,7 +912,7 @@ "Histogram(Regular(10, 0, 10), storage=Mean()) # Sum: Mean(count=3, value=0.4, variance=0.01)" ] }, - "execution_count": 34, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -854,7 +923,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -863,7 +932,7 @@ "Mean(count=3, value=0.4, variance=0.01)" ] }, - "execution_count": 35, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -874,7 +943,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -887,7 +956,7 @@ " dtype=[('count', '" ] }, "metadata": { + "image/png": { + "height": 248, + "width": 378 + }, "needs_background": "light" }, "output_type": "display_data" @@ -1006,7 +1079,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1016,7 +1089,7 @@ " 0.25, 0.25, 1. , 1. , 1. , 3. , 3. ])" ] }, - "execution_count": 40, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1039,27 +1112,31 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ - "factor = np.sum(hist7.view())\n", - "view = hist7.view() / (factor * area)" + "factor = np.sum(hist7.values())\n", + "view = hist7.values() / (factor * area)" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 43, "metadata": {}, "outputs": [ { "data": { - "image/png": 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a1/H4/DxwzUUrXcIxZcEj+mbOfSuwB3gEuLWq9iXZkeTiZtgNwOlJZoHfAY68BXMrcA6wPcn9zc+PjfxRSJLm1eaInqqaBqYH2rb3Lb8IXDpkuz8A/mCJNUqSlsBPxkpSxxn0ktRxBr0kdZxBL0kdZ9BLUscZ9JLUcQa9JHWcQS9JHWfQS1LHGfSS1HEGvSR1nEEvSR1n0EtSxxn0ktRxBr0kdZxBL0kdZ9BLUse1CvokG5LsTzKbZNuQ/pOT3NL035NkbV/fh5v2/UneM7rSJUltLBj0SVYB1wMbgUngsiSTA8OuAp6rqnOA64Brm20n6X2Z+HnABuCPm9uTJC2TNt8Zux6YrarHAZLsAjYBD/eN2QRc3SzfBnwiSZr2XVX1beCrzZeHrwfuHk353+94/MZ6SaN1vObAgWsuGsvttgn6s4An+9YPAm+bb0xVHU7yPHB60/6lgW3PGryDJFuALc3qC0n2t6p+uDOAry9h+3GxrsWxrsWxrsU5JuvKtUuq6yfn62gT9GNXVTuBnaO4rSQzVTU1itsaJetaHOtaHOtanBOtrjYnYw8BZ/etr2naho5Jsho4BXim5baSpDFqE/R7gXOTrEtyEr2Tq7sHxuwGrmiWLwHuqqpq2jc378pZB5wL/J/RlC5JamPBqZtmzn0rsAdYBdxYVfuS7ABmqmo3cANwc3Oy9Vl6LwY0426ld+L2MPBvq+q7Y3osR4xkCmgMrGtxrGtxrGtxTqi60jvwliR1lZ+MlaSOM+glqeOOy6BPcmmSfUleTjI10LfgJReaE8v3NONuaU4yj7rGW5Lc3/wcSHL/POMOJHmoGTcz6jqG3N/VSQ711fbeecYd9bIXY6jrY0m+kuTBJLcnOXWeccuyv5Zy2Y8x1nR2kr9J8nDz/P93Q8a8K8nzfb/f7eOuq7nfo/5e0vOfm/31YJI3L0NNP923H+5P8s0kvz0wZln2V5Ibkzyd5Mt9ba9LcmeSR5t/T5tn2yuaMY8muWLYmAVV1XH3A/wM8NPA/wam+tongQeAk4F1wGPAqiHb3wpsbpY/CfybMdf7R8D2efoOAGcs4767GvjQAmNWNfvujcBJzT6dHHNdFwKrm+VrgWtXan+1efzAB4FPNsubgVuW4Xd3JvDmZvlHgL8fUte7gL9crudT298L8F7g80CAtwP3LHN9q4B/An5yJfYXcD7wZuDLfW1/CGxrlrcNe84DrwMeb/49rVk+bbH3f1we0VfVI1U17NOz37vkQlV9FThyyYXvaS7N8G56l2oAuAn41XHV2tzfrwP/bVz3MQbfu+xFVb0EHLnsxdhU1Req6nCz+iV6n7lYKW0e/yZ6zx3oPZcuaH7XY1NVT1XVfc3y/wUeYcgnzY9Rm4DPVM+XgFOTnLmM938B8FhV/cMy3uf3VNUX6b0jsV//c2i+HHoPcGdVPVtVzwF30rtu2KIcl0F/FMMu1zD4H+F04Bt9oTL0sgwj9E7ga1X16Dz9BXwhyb3NpSCWw9bmz+cb5/lzsc1+HKf30zv6G2Y59lebx/+Ky34ARy77sSyaqaKfB+4Z0v0LSR5I8vkk5y1TSQv9Xlb6ObWZ+Q+2VmJ/Aby+qp5qlv8JeP2QMSPZb8fEJRCGSfJXwI8P6fpIVf3P5a5nmJY1XsbRj+bfUVWHkvwYcGeSrzSv/mOpC/gvwEfp/cf8KL1ppfcv5f5GUdeR/ZXkI/Q+c/Fn89zMyPfX8SbJa4H/Afx2VX1zoPs+etMTLzTnX/6C3gcVx+2Y/b005+AuBj48pHul9tcrVFUlGdt73Y/ZoK+qX3wVm7W55MIz9P5sXN0cib3qyzIsVGN6l4P4l8BbjnIbh5p/n05yO71pgyX9B2m775L8CfCXQ7rGcumKFvvrSuCXgQuqmaAcchsj319DLOayHwfzyst+jFWSH6QX8n9WVX8+2N8f/FU1neSPk5xRVWO9gFeL38tKXg5lI3BfVX1tsGOl9lfja0nOrKqnmmmsp4eMOUTvPMIRa+idm1yUrk3dLHjJhSZA/obepRqgd+mGcf2F8IvAV6rq4LDOJK9J8iNHlumdkPzysLGjMjAv+mvz3F+by16Muq4NwO8CF1fVt+YZs1z7aymX/Rib5hzADcAjVfXxecb8+JFzBUnW0/s/PtYXoJa/l93A+5p337wdeL5v2mLc5v2reiX2V5/+59B8ObQHuDDJac0064VN2+KM+2zzOH7oBdRB4NvA14A9fX0fofeOif3Axr72aeANzfIb6b0AzAL/HTh5THV+GvjAQNsbgOm+Oh5ofvbRm8IY9767GXgIeLB5op05WFez/l567+p4bJnqmqU3F3l/8/PJwbqWc38Ne/zADnovRAA/1Dx3Zpvn0huXYR+9g96U24N9++m9wAeOPM+Arc2+eYDeSe1/vgx1Df29DNQVel9g9Fjz/Jsad13N/b6GXnCf0te27PuL3gvNU8B3muy6it45nb8GHgX+CnhdM3YK+K99276/eZ7NAr/5au7fSyBIUsd1bepGkjTAoJekjjPoJanjDHpJ6jiDXpI6zqCXpI4z6CWp4/4/xKs5jBSm5K0AAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { + "image/png": { + "height": 248, + "width": 378 + }, "needs_background": "light" }, "output_type": "display_data" @@ -1080,7 +1157,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1092,7 +1169,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1101,10 +1178,10 @@ "Histogram(\n", " Regular(30, 1, 10, transform=log),\n", " Regular(30, 1, 10, transform=sqrt),\n", - " storage=Double()) # Sum: 903458.0 (1000000.0 with flow)" + " storage=Double()) # Sum: 903807.0 (1000000.0 with flow)" ] }, - "execution_count": 44, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1116,17 +1193,21 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { + "image/png": { + "height": 252, + "width": 375 + }, "needs_background": "light" }, "output_type": "display_data" @@ -1145,7 +1226,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -1154,7 +1235,7 @@ "Histogram(Regular(30, 0, 6.28319, circular=True), storage=Double()) # Sum: 300.0" ] }, - "execution_count": 46, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -1173,17 +1254,21 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { + "image/png": { + "height": 269, + "width": 277 + }, "needs_background": "light" }, "output_type": "display_data" @@ -1211,7 +1296,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.9.10" } }, "nbformat": 4, diff --git a/notebooks/aghast.ipynb b/notebooks/aghast.ipynb index 7e572c0e..0fc22433 100644 --- a/notebooks/aghast.ipynb +++ b/notebooks/aghast.ipynb @@ -6,7 +6,7 @@ "source": [ "# ROOT file format example\n", "\n", - "To run this example, you will need `uproot3`, which is another SciKit-HEP library." + "To run this example, you will need `uproot`, which is another SciKit-HEP library." ] }, { @@ -17,7 +17,7 @@ "source": [ "import numpy as np\n", "import boost_histogram as bh\n", - "import uproot3\n", + "import uproot\n", "import os\n", "import matplotlib.pyplot as plt" ] @@ -46,7 +46,7 @@ { "data": { "text/plain": [ - "Histogram(Regular(15, -3, 3), storage=Double()) # Sum: 997333.0 (1000000.0 with flow)" + "Histogram(Regular(15, -3, 3), storage=Double()) # Sum: 997352.0 (1000000.0 with flow)" ] }, "execution_count": 2, @@ -65,10 +65,9 @@ "metadata": {}, "outputs": [], "source": [ - "root_file = uproot3.recreate(\"demo_uproot_file.root\")\n", - "\n", - "# Uproot automatically converts NumPy style tuples\n", - "root_file[\"hist\"] = h.to_numpy()" + "with uproot.recreate(\"demo_uproot_file.root\") as root_file:\n", + " # Uproot automatically converts histograms\n", + " root_file[\"hist\"] = h" ] }, { @@ -87,40 +86,22 @@ "name": "stdout", "output_type": "stream", "text": [ - " 0 1.667e+05\n", - " +------------------------------------------------------+\n", - "[-inf, -3) 0 | |\n", - "[-3, -2.6) 3271 |* |\n", - "[-2.6, -2.2) 9431 |*** |\n", - "[-2.2, -1.8) 21794 |******* |\n", - "[-1.8, -1.4) 45153 |*************** |\n", - "[-1.4, -1) 77616 |************************* |\n", - "[-1, -0.6) 1.1579e+05 |************************************** |\n", - "[-0.6, -0.2) 1.4664e+05 |************************************************ |\n", - "[-0.2, 0.2) 1.5876e+05 |*************************************************** |\n", - "[0.2, 0.6) 1.4617e+05 |*********************************************** |\n", - "[0.6, 1) 1.1581e+05 |************************************** |\n", - "[1, 1.4) 77953 |************************* |\n", - "[1.4, 1.8) 44486 |************** |\n", - "[1.8, 2.2) 21976 |******* |\n", - "[2.2, 2.6) 9231 |*** |\n", - "[2.6, 3) 3246 |* |\n", - "[3, inf] 0 | |\n", - " +------------------------------------------------------+\n" + "\n" ] } ], "source": [ - "root_file2 = uproot3.open(\"demo_uproot_file.root\")\n", - "uproot_hist = root_file2[\"hist\"]\n", - "uproot_hist.show()" + "with uproot.open(\"demo_uproot_file.root\") as root_file_2:\n", + " uproot_hist = root_file_2[\"hist\"]\n", + "\n", + "print(uproot_hist)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This uproot3 histogram can be converted to NumPy with `.numpy()`:" + "This uproot histogram can be converted directly to `boost_histogram`:" ] }, { @@ -130,7 +111,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -146,9 +127,8 @@ } ], "source": [ - "h = bh.Histogram(bh.axis.Variable(uproot_hist.edges))\n", - "h[:] = uproot_hist.allvalues\n", - "plt.bar(h.axes[0].centers, h.view(), width=h.axes[0].widths);" + "h = bh.Histogram(uproot_hist)\n", + "plt.bar(h.axes[0].centers, h.values(), width=h.axes[0].widths);" ] }, { @@ -192,7 +172,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.8.6" } }, "nbformat": 4, diff --git a/notebooks/xarray.ipynb b/notebooks/xarray.ipynb index 9746a489..d267c7da 100644 --- a/notebooks/xarray.ipynb +++ b/notebooks/xarray.ipynb @@ -145,7 +145,7 @@ "source": [ "bh_bins = bh.axis.Regular(19, -4, 4)\n", "bh_hist = bh.Histogram(bh_bins).fill(np.asarray(da).flatten())\n", - "plt.plot(bh_hist.axes[0].centers, bh_hist);" + "plt.plot(bh_hist.axes[0].centers, bh_hist.values());" ] }, { @@ -175,7 +175,7 @@ "\n", " # Now compute the xarray output.\n", " return xr.DataArray(\n", - " h,\n", + " h.values(),\n", " name=\"_\".join(a.name for a in args) + \"_histogram\",\n", " coords=[\n", " (f\"{a.name}_bin\", arr.flatten(), a.attrs)\n", @@ -267,7 +267,7 @@ " h.fill(*prepare_fill, weight=np.asarray(prepared_weights).flatten())\n", "\n", " return xr.DataArray(\n", - " h,\n", + " h.values(),\n", " name=\"_\".join(a.name for a in args) + \"_histogram\",\n", " coords=[\n", " (f\"{a.name}_bin\", arr.flatten(), a.attrs)\n", @@ -527,7 +527,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.9.10" } }, "nbformat": 4, diff --git a/setup.cfg b/setup.cfg index 6c6a88b2..73d175e6 100644 --- a/setup.cfg +++ b/setup.cfg @@ -29,6 +29,7 @@ classifiers = Programming Language :: Python :: 3.8 Programming Language :: Python :: 3.9 Programming Language :: Python :: 3.10 + Programming Language :: Python :: 3.11 Programming Language :: Python :: Implementation :: CPython Programming Language :: Python :: Implementation :: PyPy Topic :: Scientific/Engineering diff --git a/src/boost_histogram/_internal/hist.py b/src/boost_histogram/_internal/hist.py index 36622b53..39edb07f 100644 --- a/src/boost_histogram/_internal/hist.py +++ b/src/boost_histogram/_internal/hist.py @@ -939,7 +939,8 @@ def __getitem__( # noqa: C901 if pick_set: warnings.warn( - "List indexing selection is experimental. Removed bins are not placed in overflow." + "List indexing selection is experimental. Removed bins are not placed in overflow.", + stacklevel=2, ) logger.debug("Slices for picking sets: %s", pick_set) axes = [reduced.axis(i) for i in range(reduced.rank())]