{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Offline plotting with complex data\n", "\n", "This notebook is a collection of plotting examples using the `plot_dataset` function and complex data. We cover the cases where the dependent (measured) parameter is complex, and the case where the independent parameter is complex.\n", "\n", "The behavior of the `plot_dataset` with respect to compex-valued parameters is as follows: one complex-valued parameter is converted into two real-valued parameters.\n", "\n", "We start by initialising our database and creating an experiment." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from pathlib import Path\n", "\n", "import numpy as np\n", "\n", "from qcodes.dataset import (\n", " Measurement,\n", " initialise_or_create_database_at,\n", " load_or_create_experiment,\n", " plot_dataset,\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "initialise_or_create_database_at(Path.cwd() / \"offline_plotting_example_complex.db\")\n", "exp = load_or_create_experiment(\"offline_plotting_complex_numbers\", \"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case A: a complex number as a function of a real number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we are ready to perform a measurement. To this end, let us register our custom parameters." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meas_A = Measurement(exp)\n", "meas_A.register_custom_parameter(\n", " name=\"freqs\", label=\"Frequency\", unit=\"Hz\", paramtype=\"numeric\"\n", ")\n", "meas_A.register_custom_parameter(\n", " name=\"iandq\",\n", " label=\"Signal I and Q\",\n", " unit=\"V^2/Hz\",\n", " paramtype=\"complex\",\n", " setpoints=[\"freqs\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 764\n" ] } ], "source": [ "N = 1000\n", "freqs = np.linspace(0, 1e6, N)\n", "signal = np.cos(2 * np.pi * 1e-6 * freqs) + 1j * np.sin(2 * np.pi * 1e-6 * freqs)\n", "\n", "with meas_A.run() as datasaver:\n", " datasaver.add_result((\"freqs\", freqs), (\"iandq\", signal))\n", "\n", "ds = datasaver.dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When visualising the data, the `plot_dataset` will turn the complex `signal` parameter into to real parameters. The `plot_dataset` function can do this \"transformation\" in one of two ways: either casting the amplitudes of the real and imaginary parts or calculating the magnitude and phase. By default, the `plot_dataset` uses the former." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axs, cbs = plot_dataset(ds)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axs, cbs = plot_dataset(ds, complex_plot_type=\"mag_and_phase\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the phase can be visualized either in degrees or in radians. The keyword argument `complex_plot_phase` of the `plot_dataset` function controls this behaviour. The default is radians." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axs, cbs = plot_dataset(\n", " ds, complex_plot_type=\"mag_and_phase\", complex_plot_phase=\"degrees\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case B: a complex number as a function of two real numbers" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meas_B = Measurement(exp)\n", "meas_B.register_custom_parameter(\n", " name=\"freqs\", label=\"Frequency\", unit=\"Hz\", paramtype=\"numeric\"\n", ")\n", "meas_B.register_custom_parameter(\n", " name=\"magfield\", label=\"Magnetic field\", unit=\"T\", paramtype=\"numeric\"\n", ")\n", "meas_B.register_custom_parameter(\n", " name=\"iandq\",\n", " label=\"Signal I and Q\",\n", " unit=\"V^2/Hz\",\n", " paramtype=\"complex\",\n", " setpoints=[\"freqs\", \"magfield\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 765\n" ] } ], "source": [ "N = 250\n", "M = 20\n", "freqs = np.linspace(0, 1e6, N)\n", "fields = np.linspace(0, 2, M)\n", "\n", "with meas_B.run() as datasaver:\n", " for field in fields:\n", " phis = 2 * np.pi * field * 1e-6 * freqs\n", " signal = np.cos(phis) + 1j * np.sin(phis)\n", " datasaver.add_result((\"freqs\", freqs), (\"iandq\", signal), (\"magfield\", field))\n", "\n", "run_B_id = datasaver.run_id\n", "ds2 = datasaver.dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When visualising this run, we get two plots just as in the previous case. This time, however, the plots are heatmaps and not line plots." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axs, cbs = plot_dataset(ds2, complex_plot_type=\"real_and_imag\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axs, cbs = plot_dataset(ds2, complex_plot_type=\"mag_and_phase\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case C: a real number as a function of a complex number\n", "\n", "As expected, the single complex setpoint parameter is turned into two real-valued setpoint parameters." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meas_C = Measurement(exp)\n", "meas_C.register_custom_parameter(\n", " name=\"iandq\", label=\"Signal I and Q\", unit=\"V^2/Hz\", paramtype=\"complex\"\n", ")\n", "meas_C.register_custom_parameter(\n", " name=\"temp\", label=\"Temperature\", unit=\"K\", paramtype=\"numeric\", setpoints=[\"iandq\"]\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 766\n" ] } ], "source": [ "N = 250\n", "phis = 2 * np.pi * np.linspace(1e-9, 1, N)\n", "signal = phis**2 * (np.cos(phis) + 1j * np.sin(phis))\n", "heat = np.abs(signal)\n", "\n", "with meas_C.run() as datasaver:\n", " datasaver.add_result((\"iandq\", signal), (\"temp\", heat))\n", "\n", "run_C_id = datasaver.run_id\n", "ds3 = datasaver.dataset" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axs, cbs = plot_dataset(ds3)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "axs, cbs = plot_dataset(ds3, complex_plot_type=\"mag_and_phase\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 2 }