From 9fdfbc1e5b95ccad3d7b2ed4ffe3be5492c66378 Mon Sep 17 00:00:00 2001 From: WilliamHPNielsen Date: Fri, 4 Jan 2019 10:08:48 +0100 Subject: [PATCH 1/3] Add rudimentary heatmap averagers --- qcodes/dataset/plotting.py | 116 +++++++++++++++++++++++++++++++++++++ 1 file changed, 116 insertions(+) diff --git a/qcodes/dataset/plotting.py b/qcodes/dataset/plotting.py index db44f5f2d4a..f08174506c7 100644 --- a/qcodes/dataset/plotting.py +++ b/qcodes/dataset/plotting.py @@ -8,6 +8,7 @@ import matplotlib import matplotlib.pyplot as plt from matplotlib.ticker import FuncFormatter +from matplotlib.collections import QuadMesh import qcodes as qc from qcodes.dataset.data_set import load_by_id @@ -552,3 +553,118 @@ def _is_string_valued_array(values: np.ndarray) -> bool: True, if the array contains string; False otherwise """ return isinstance(values[0], str) + +# +# Post analysis functions for plot_by_id +# + + +def _get_axis(coords: np.ndarray, avg_dim: str) -> np.ndarray: + """ + Helper function for _average_heatmap to get the points of either + the x- or y-axis from a meshgrid's coordinates + """ + if avg_dim == 'column': + bins = coords[0][:, 0] + elif avg_dim == 'row': + bins = coords[:, 0][:, 1] + else: + raise ValueError(f'Unknown avg_dim: {avg_dim}') + delta = np.mean(np.diff(bins)) + points = bins[:-1] + delta/2 + + return points + +def _average_heatmap( + ax: matplotlib.axes.Axes, + cbax: Optional[matplotlib.colorbar.Colorbar], + avg_dim: str) -> Tuple[matplotlib.axes.Axes, + Optional[matplotlib.colorbar.Colorbar]]: + """ + Take a pair of Axes, Colorbar and average along one dimension if the axis + holds a heatmap. Else just return the arguments unchanged. + """ + # if we receive a line plot axis, we just do nothing + if ax.collections == []: + return ax, cbax + + if len(ax.collections) > 1: + raise NotImplementedError('Wrong type of axis, ' + 'contains too many things') + + mesh = ax.collections[0] + if not isinstance(mesh, QuadMesh): + raise ValueError('Wrong type of axis, does not hold a heatmap') + + flat_data = mesh.get_array() + x_prime, y_prime, _ = np.shape(mesh._coordinates) + x_len = x_prime - 1 + y_len = y_prime - 1 + data = flat_data.reshape(x_len, y_len).copy() + + xlabel = ax.get_xlabel() + ylabel = ax.get_ylabel() + + zlabel = cbax._label + title = ax.get_title() + + new_xdata = _get_axis(mesh._coordinates, avg_dim=avg_dim) + + ax.clear() + avg_dim_int = {'column': 0, 'row': 1}[avg_dim] + ax.plot(new_xdata, np.mean(data, avg_dim_int)) + + new_xlabel = {'column': xlabel, 'row': ylabel}[avg_dim] + ax.set_xlabel(new_xlabel) + + ax.set_ylabel(zlabel) + new_title = f"{title}\nAveraged by {avg_dim}" + ax.set_title(new_title) + cbax.remove() + cbax = None + + return ax, cbax + + +def average_columnwise(axs_and_cbaxs: AxesTupleList) -> AxesTupleList: + """ + Take the output plots of plot_by_id and average every heatmap along its + columns. Leave the line plots unchanged. + + Args: + axs_and_cbaxs: The output of plot_by_id + + Returns: + The same axes and colorbars, but changed to now hold line plots where + once were heatmaps + """ + modified_axs = [] + modified_cbaxs = [] + for ax, cbax in zip(*axs_and_cbaxs): + mod_ax, mod_cbax = _average_heatmap(ax, cbax, avg_dim='column') + modified_axs.append(mod_ax) + modified_cbaxs.append(mod_cbax) + + return modified_axs, modified_cbaxs + + +def average_rowwise(axs_and_cbaxs: AxesTupleList) -> AxesTupleList: + """ + Take the output plots of plot_by_id and average every heatmap along its + columns. Leave the line plots unchanged. + + Args: + axs_and_cbaxs: The output of plot_by_id + + Returns: + The same axes and colorbars, but changed to now hold line plots where + once were heatmaps + """ + modified_axs = [] + modified_cbaxs = [] + for ax, cbax in zip(*axs_and_cbaxs): + mod_ax, mod_cbax = _average_heatmap(ax, cbax, avg_dim='row') + modified_axs.append(mod_ax) + modified_cbaxs.append(mod_cbax) + + return modified_axs, modified_cbaxs \ No newline at end of file From ded62bd7110c2bed12e8db5886f1ac6230f66aef Mon Sep 17 00:00:00 2001 From: WilliamHPNielsen Date: Fri, 4 Jan 2019 10:14:45 +0100 Subject: [PATCH 2/3] Change default behaviour to not raise --- qcodes/dataset/plotting.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/qcodes/dataset/plotting.py b/qcodes/dataset/plotting.py index f08174506c7..41f53343e9c 100644 --- a/qcodes/dataset/plotting.py +++ b/qcodes/dataset/plotting.py @@ -584,17 +584,18 @@ def _average_heatmap( Take a pair of Axes, Colorbar and average along one dimension if the axis holds a heatmap. Else just return the arguments unchanged. """ - # if we receive a line plot axis, we just do nothing + # If we receive anything we can't recognize as a heatmap on a grid, + # then we make no attempt of averaging, but just let the arguments + # slip through if ax.collections == []: return ax, cbax if len(ax.collections) > 1: - raise NotImplementedError('Wrong type of axis, ' - 'contains too many things') + return ax, cbax mesh = ax.collections[0] if not isinstance(mesh, QuadMesh): - raise ValueError('Wrong type of axis, does not hold a heatmap') + return ax, cbax flat_data = mesh.get_array() x_prime, y_prime, _ = np.shape(mesh._coordinates) From 0def68f3f32f5ba0699c8218729dd85709c894f0 Mon Sep 17 00:00:00 2001 From: WilliamHPNielsen Date: Fri, 4 Jan 2019 10:46:36 +0100 Subject: [PATCH 3/3] Add explanatory notebook --- .../Offline plotting - averaging.ipynb | 305 ++++++++++++++++++ 1 file changed, 305 insertions(+) create mode 100644 docs/examples/DataSet/Offline plotting - averaging.ipynb diff --git a/docs/examples/DataSet/Offline plotting - averaging.ipynb b/docs/examples/DataSet/Offline plotting - averaging.ipynb new file mode 100644 index 00000000000..3cefa248fcd --- /dev/null +++ b/docs/examples/DataSet/Offline plotting - averaging.ipynb @@ -0,0 +1,305 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Offline plotting - averaging\n", + "\n", + "This notebook explains how to use row- and column-wise averaging together with the `plot_by_id` function.\n", + "\n", + "The QCoDeS plotting module offers two small helper functions to average over one dimension of a heatmap." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from qcodes.dataset.measurements import Measurement\n", + "from qcodes.dataset.plotting import (plot_by_id,\n", + " average_columnwise,\n", + " average_rowwise)\n", + "from qcodes import Parameter\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from qcodes.dataset.database import get_DB_location, initialise_or_create_database_at\n", + "initialise_or_create_database_at(get_DB_location())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: A heatmap on a grid" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting experimental run with id: 56\n" + ] + } + ], + "source": [ + "x_param = Parameter(name='x', label='Voltage', unit='V')\n", + "y_param = Parameter(name='y', label='Temperature', unit='K')\n", + "z_param = Parameter(name='z', label='Current', unit='A')\n", + "\n", + "meas = Measurement()\n", + "meas.register_parameter(x_param)\n", + "meas.register_parameter(y_param)\n", + "meas.register_parameter(z_param, setpoints=(x_param, y_param))\n", + "\n", + "with meas.run() as datasaver:\n", + " for x_val in np.linspace(0, np.pi, 50):\n", + " for y_val in np.linspace(-1, 1, 40):\n", + " datasaver.add_result((x_param, x_val),\n", + " (y_param, y_val),\n", + " (z_param, np.cos(x_val) + y_val))\n", + "dataid = datasaver.run_id" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we can visualise this run using `plot_by_id`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax, cb = plot_by_id(dataid)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To average along each row or column, respectively, we simply call the appropriate function on the output of `plot_by_id`. Note that this function produces the same output." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax, cb = average_columnwise(plot_by_id(dataid))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax, cb = average_rowwise(plot_by_id(dataid))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Input left unchanged" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since the function produces the same output as `plot_by_id`, it can be applied many times. Since a line plot cannot meaningfully be averaged along rows or columns, the line plots are left unchanged." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax, cb = average_columnwise(average_rowwise(plot_by_id(dataid)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The same thing happens if we apply the averaging to other plots that can not be averaged, e.g. a 2D heatmap scatter plot." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting experimental run with id: 57\n" + ] + } + ], + "source": [ + "x_param = Parameter(name='x', label='Voltage', unit='V')\n", + "y_param = Parameter(name='y', label='Temperature', unit='K')\n", + "z_param = Parameter(name='z', label='Current', unit='A')\n", + "\n", + "meas = Measurement()\n", + "meas.register_parameter(x_param)\n", + "meas.register_parameter(y_param)\n", + "meas.register_parameter(z_param, setpoints=(x_param, y_param))\n", + "\n", + "with meas.run() as datasaver:\n", + " for x_val in np.linspace(0, np.pi, 50):\n", + " for y_val in np.random.rand(40) - 0.5:\n", + " datasaver.add_result((x_param, x_val),\n", + " (y_param, y_val),\n", + " (z_param, np.cos(x_val) + y_val))\n", + "dataid = datasaver.run_id" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ax, cb = plot_by_id(dataid)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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