{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "7690009a", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:36.335792Z", "iopub.status.busy": "2023-09-26T17:44:36.335596Z", "iopub.status.idle": "2023-09-26T17:44:37.631068Z", "shell.execute_reply": "2023-09-26T17:44:37.630343Z" } }, "outputs": [], "source": [ "import time\n", "\n", "import adaptive\n", "import numpy as np\n", "from qcodes import Instrument, ManualParameter\n", "from scipy import optimize\n", "\n", "import quantify_core.analysis.optimization_analysis as oa\n", "import quantify_core.visualization.pyqt_plotmon as pqm\n", "from quantify_core.analysis.interpolation_analysis import InterpolationAnalysis2D\n", "from quantify_core.data.handling import set_datadir\n", "from quantify_core.measurement.control import MeasurementControl\n", "from quantify_core.utilities.examples_support import default_datadir\n", "from quantify_core.visualization.instrument_monitor import InstrumentMonitor" ] }, { "cell_type": "code", "execution_count": 2, "id": "ab2b2bc8", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:37.633924Z", "iopub.status.busy": "2023-09-26T17:44:37.633575Z", "iopub.status.idle": "2023-09-26T17:44:37.636543Z", "shell.execute_reply": "2023-09-26T17:44:37.636087Z" } }, "outputs": [], "source": [ "# We recommend to always set the directory at the start of the python kernel\n", "# and stick to a single common data directory for all\n", "# notebooks/experiments within your measurement setup/PC\n", "# This sets a default data directory for tutorial purposes. Change it to your\n", "# desired data directory." ] }, { "cell_type": "code", "execution_count": 3, "id": "efc9952c", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:37.638635Z", "iopub.status.busy": "2023-09-26T17:44:37.638436Z", "iopub.status.idle": "2023-09-26T17:44:37.642071Z", "shell.execute_reply": "2023-09-26T17:44:37.641391Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data will be saved in:\n", "/home/slavoutich/quantify-data\n" ] } ], "source": [ "set_datadir(default_datadir())" ] }, { "cell_type": "code", "execution_count": 4, "id": "e0fecc16", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:37.644314Z", "iopub.status.busy": "2023-09-26T17:44:37.644124Z", "iopub.status.idle": "2023-09-26T17:44:41.269937Z", "shell.execute_reply": "2023-09-26T17:44:41.269123Z" } }, "outputs": [], "source": [ "meas_ctrl = MeasurementControl(\"meas_ctrl\")\n", "insmon = InstrumentMonitor(\"Instruments Monitor\")\n", "plotmon = pqm.PlotMonitor_pyqt(\"plotmon_meas_ctrl\")\n", "meas_ctrl.instr_plotmon(plotmon.name)" ] }, { "cell_type": "code", "execution_count": 5, "id": "9bc432de", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:41.273042Z", "iopub.status.busy": "2023-09-26T17:44:41.272801Z", "iopub.status.idle": "2023-09-26T17:44:41.284588Z", "shell.execute_reply": "2023-09-26T17:44:41.282905Z" } }, "outputs": [], "source": [ "para = Instrument(\"parabola\")\n", "\n", "para.add_parameter(\"x\", unit=\"m\", label=\"X\", parameter_class=ManualParameter)\n", "para.add_parameter(\"y\", unit=\"m\", label=\"Y\", parameter_class=ManualParameter)\n", "\n", "para.add_parameter(\n", " \"noise\", unit=\"V\", label=\"white noise amplitude\", parameter_class=ManualParameter\n", ")\n", "para.add_parameter(\n", " \"acq_delay\", initial_value=0.1, unit=\"s\", parameter_class=ManualParameter\n", ")\n", "\n", "\n", "def _amp_model():\n", " time.sleep(\n", " para.acq_delay()\n", " ) # for display purposes, just so we can watch the live plot update\n", " return para.x() ** 2 + para.y() ** 2 + para.noise() * np.random.rand(1)\n", "\n", "\n", "para.add_parameter(\"amp\", unit=\"V\", label=\"Amplitude\", get_cmd=_amp_model)" ] }, { "cell_type": "code", "execution_count": 6, "id": "a26ae718", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:41.287863Z", "iopub.status.busy": "2023-09-26T17:44:41.287578Z", "iopub.status.idle": "2023-09-26T17:44:51.823338Z", "shell.execute_reply": "2023-09-26T17:44:51.822852Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running adaptively...\n", "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] } ], "source": [ "meas_ctrl.settables([para.x, para.y])\n", "af_pars = {\n", " \"adaptive_function\": optimize.minimize, # used by meas_ctrl\n", " \"x0\": [-50, -50], # used by `optimize.minimize` (in this case)\n", " \"method\": \"Nelder-Mead\", # used by `optimize.minimize` (in this case)\n", " \"options\": {\"maxfev\": 100}, # limit the maximum evaluations of the gettable(s)\n", "}\n", "para.noise(0.5)\n", "meas_ctrl.gettables(para.amp)\n", "dset = meas_ctrl.run_adaptive(\"nelder_mead_optimization\", af_pars)" ] }, { "cell_type": "code", "execution_count": 7, "id": "ad3c81d0", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:51.824963Z", "iopub.status.busy": "2023-09-26T17:44:51.824788Z", "iopub.status.idle": "2023-09-26T17:44:51.838302Z", "shell.execute_reply": "2023-09-26T17:44:51.837822Z" } }, "outputs": [ { "data": { "text/html": [ "
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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": { "filenames": { "image/png": "/home/slavoutich/code/orangeqs/quantify-core/docs/_build/jupyter_execute/tutorials/Tutorial 4. Adaptive Measurements_7_0.png" } }, "output_type": "execute_result" } ], "source": [ "plotmon.main_QtPlot" ] }, { "cell_type": "code", "execution_count": 9, "id": "a43c116e", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:52.046435Z", "iopub.status.busy": "2023-09-26T17:44:52.046263Z", "iopub.status.idle": "2023-09-26T17:44:52.245449Z", "shell.execute_reply": "2023-09-26T17:44:52.244835Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": { "filenames": { "image/png": "/home/slavoutich/code/orangeqs/quantify-core/docs/_build/jupyter_execute/tutorials/Tutorial 4. Adaptive Measurements_8_0.png" } }, "output_type": "execute_result" } ], "source": [ "plotmon.secondary_QtPlot" ] }, { "cell_type": "code", "execution_count": 10, "id": "e3a08929", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:52.247598Z", "iopub.status.busy": "2023-09-26T17:44:52.247415Z", "iopub.status.idle": "2023-09-26T17:44:53.737525Z", "shell.execute_reply": "2023-09-26T17:44:53.736999Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/home/slavoutich/code/orangeqs/quantify-core/docs/_build/jupyter_execute/tutorials/Tutorial 4. Adaptive Measurements_9_2.png" } }, "output_type": "display_data" } ], "source": [ "a_obj = oa.OptimizationAnalysis(dset)\n", "a_obj.run()\n", "a_obj.display_figs_mpl()" ] }, { "cell_type": "code", "execution_count": 11, "id": "bf0f3327", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:53.739397Z", "iopub.status.busy": "2023-09-26T17:44:53.739228Z", "iopub.status.idle": "2023-09-26T17:44:54.843160Z", "shell.execute_reply": "2023-09-26T17:44:54.842589Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/home/slavoutich/code/orangeqs/quantify-core/docs/_build/jupyter_execute/tutorials/Tutorial 4. Adaptive Measurements_10_0.png" } }, "output_type": "display_data" } ], "source": [ "a_obj = InterpolationAnalysis2D(dset)\n", "a_obj.run()\n", "a_obj.display_figs_mpl()" ] }, { "cell_type": "code", "execution_count": 12, "id": "f9fdfd1a", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:54.845264Z", "iopub.status.busy": "2023-09-26T17:44:54.845090Z", "iopub.status.idle": "2023-09-26T17:44:54.850301Z", "shell.execute_reply": "2023-09-26T17:44:54.849840Z" } }, "outputs": [], "source": [ "res = Instrument(\"Resonator\")\n", "\n", "res.add_parameter(\"freq\", unit=\"Hz\", label=\"Frequency\", parameter_class=ManualParameter)\n", "res.add_parameter(\"amp\", unit=\"V\", label=\"Amplitude\", parameter_class=ManualParameter)\n", "_fwhm = 15e6 # pretend you don't know what this value is\n", "_res_freq = 6.78e9 # pretend you don't know what this value is\n", "_noise_level = 0.1\n", "\n", "\n", "def lorenz():\n", " \"\"\"A Lorenz model function.\"\"\"\n", " time.sleep(0.02) # for display purposes, just so we can watch the graph update\n", " return (\n", " 1\n", " - (\n", " res.amp()\n", " * ((_fwhm / 2.0) ** 2)\n", " / ((res.freq() - _res_freq) ** 2 + (_fwhm / 2.0) ** 2)\n", " )\n", " + _noise_level * np.random.rand(1)\n", " )\n", "\n", "\n", "res.add_parameter(\"S21\", unit=\"V\", label=\"Transmission amp. S21\", get_cmd=lorenz)" ] }, { "cell_type": "code", "execution_count": 13, "id": "618af666", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:54.852283Z", "iopub.status.busy": "2023-09-26T17:44:54.852121Z", "iopub.status.idle": "2023-09-26T17:44:57.141266Z", "shell.execute_reply": "2023-09-26T17:44:57.140658Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running adaptively...\n", "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] }, { "name": "stdout", "output_type": "stream", "text": [ "." ] } ], "source": [ "_noise_level = 0.0\n", "res.amp(1)\n", "meas_ctrl.settables([res.freq])\n", "af_pars = {\n", " \"adaptive_function\": adaptive.learner.Learner1D,\n", " \"goal\": lambda l: l.npoints > 99,\n", " \"bounds\": (6.0e9, 7.0e9),\n", "}\n", "meas_ctrl.gettables(res.S21)\n", "dset = meas_ctrl.run_adaptive(\"adaptive sample\", af_pars)" ] }, { "cell_type": "code", "execution_count": 14, "id": "62300ce4", "metadata": { "execution": { "iopub.execute_input": "2023-09-26T17:44:57.143441Z", "iopub.status.busy": "2023-09-26T17:44:57.143265Z", "iopub.status.idle": "2023-09-26T17:44:57.152080Z", "shell.execute_reply": "2023-09-26T17:44:57.151413Z" } }, "outputs": [ { "data": { "text/html": [ "
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\n", "text/plain": [ "" ] }, "execution_count": 15, "metadata": { "filenames": { "image/png": "/home/slavoutich/code/orangeqs/quantify-core/docs/_build/jupyter_execute/tutorials/Tutorial 4. 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