{ "cells": [ { "cell_type": "markdown", "id": "e772e83e", "metadata": {}, "source": [ "# Threaded data acquisition" ] }, { "cell_type": "markdown", "id": "39e4699a", "metadata": {}, "source": [ "In this notebook, we will explore how threading can be used with measurement context manager or dond functions for faster data acquisition. It is important to note that, the threading QCoDeS provideds happens per instrument. Meaning, per instrument one thread is created and all parameters from same instrument gets assigned to the same thread for data acquizition. It is generally not safe for more than one thread to communicate with the same instrument at the same time.\n", "\n", "Let us begin with some necessary imports." ] }, { "cell_type": "code", "execution_count": 1, "id": "5c4ddb13", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:42:55.906168Z", "start_time": "2021-06-24T15:42:52.538980Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import time\n", "from pathlib import Path\n", "\n", "import numpy as np\n", "\n", "import qcodes as qc\n", "from qcodes.dataset import (\n", " Measurement,\n", " ThreadPoolParamsCaller,\n", " do1d,\n", " initialise_or_create_database_at,\n", " load_or_create_experiment,\n", " plot_dataset,\n", ")\n", "from qcodes.instrument_drivers.mock_instruments import (\n", " DummyInstrument,\n", " DummyInstrumentWithMeasurement,\n", ")\n", "from qcodes.parameters import Parameter\n", "from qcodes.validators import Numbers" ] }, { "cell_type": "code", "execution_count": 2, "id": "a9df4ef7", "metadata": {}, "outputs": [], "source": [ "# configure the plots generated in this example to go to the example_output folder\n", "qc.config.user.mainfolder = Path.cwd().parent / \"example_output\"" ] }, { "cell_type": "markdown", "id": "61443494", "metadata": {}, "source": [ "Now, setup some instruments!" ] }, { "cell_type": "code", "execution_count": 3, "id": "2059fa0f", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:03.046647Z", "start_time": "2021-06-24T15:43:03.033632Z" } }, "outputs": [], "source": [ "dac = DummyInstrument(\"dac\", gates=[\"ch1\", \"ch2\"])\n", "dmm1 = DummyInstrumentWithMeasurement(name=\"dmm1\", setter_instr=dac)\n", "dmm2 = DummyInstrumentWithMeasurement(name=\"dmm2\", setter_instr=dac)" ] }, { "cell_type": "code", "execution_count": 4, "id": "2add302b", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:06.991369Z", "start_time": "2021-06-24T15:43:06.971369Z" } }, "outputs": [], "source": [ "class SleepyDmmExponentialParameter(Parameter):\n", " def __init__(self, name, **kwargs):\n", " super().__init__(name, **kwargs)\n", " self._ed = self._exponential_decay(5, 0.2)\n", " next(self._ed)\n", "\n", " def get_raw(self):\n", " dac = self.root_instrument._setter_instr\n", " val = self._ed.send(dac.ch1())\n", " next(self._ed)\n", " time.sleep(0.1)\n", " return val\n", "\n", " @staticmethod\n", " def _exponential_decay(a: float, b: float):\n", " x = 0\n", " while True:\n", " x = yield\n", " yield a * np.exp(-b * x) + 0.02 * a * np.random.randn()" ] }, { "cell_type": "markdown", "id": "61a87e95", "metadata": {}, "source": [ "The above parameter class is made to return data with a delay on purpose with help of `time.sleep(0.1)` statement in the `get_raw` method to simulate slow communication with actual instruments. " ] }, { "cell_type": "code", "execution_count": 5, "id": "b73fe146", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:27.600146Z", "start_time": "2021-06-24T15:43:27.584538Z" } }, "outputs": [ { "data": { "text/plain": [ "<__main__.SleepyDmmExponentialParameter: v3 at 2166094429408>" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dmm1.add_parameter(\n", " \"v3\",\n", " parameter_class=SleepyDmmExponentialParameter,\n", " initial_value=0,\n", " label=\"Gate v3\",\n", " unit=\"V\",\n", " vals=Numbers(-800, 400),\n", " get_cmd=None,\n", " set_cmd=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "id": "e3fa32b7", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:29.631589Z", "start_time": "2021-06-24T15:43:29.622587Z" } }, "outputs": [ { "data": { "text/plain": [ "<__main__.SleepyDmmExponentialParameter: v3 at 2166094422496>" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dmm2.add_parameter(\n", " \"v3\",\n", " parameter_class=SleepyDmmExponentialParameter,\n", " initial_value=0,\n", " label=\"Gate v3\",\n", " unit=\"V\",\n", " vals=Numbers(-800, 400),\n", " get_cmd=None,\n", " set_cmd=None,\n", ")" ] }, { "cell_type": "markdown", "id": "614dcd9a", "metadata": {}, "source": [ "Initialize the database and load or create an experiment." ] }, { "cell_type": "code", "execution_count": 7, "id": "b8234d8f", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:33.421231Z", "start_time": "2021-06-24T15:43:33.383233Z" } }, "outputs": [], "source": [ "initialise_or_create_database_at(\n", " Path.cwd().parent\n", " / \"example_output\"\n", " / \"data_acquisition_with_and_without_threads.db\"\n", ")\n", "exp = load_or_create_experiment(\n", " experiment_name=\"data_acquisition_with_and_without_threads\", sample_name=\"no sample\"\n", ")" ] }, { "cell_type": "markdown", "id": "9b1705cc", "metadata": {}, "source": [ "## Measurement 1: Non threaded data acquisition\n", "\n", "In the following measurment, we do not use threads and note down the time taken for the data acquisition. " ] }, { "cell_type": "code", "execution_count": 8, "id": "b6bd8849", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:40.969654Z", "start_time": "2021-06-24T15:43:40.952656Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meas1 = Measurement(exp=exp, name=\"exponential_decay_non_threaded_data_acquisition\")\n", "meas1.register_parameter(dac.ch1)\n", "meas1.register_parameter(dmm1.v3, setpoints=(dac.ch1,))\n", "meas1.register_parameter(dmm2.v3, setpoints=(dac.ch1,))" ] }, { "cell_type": "code", "execution_count": 9, "id": "986741c0", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:54.335162Z", "start_time": "2021-06-24T15:43:52.123980Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 5. \n", "Report:\n", "Data acquisition time: 2.0108085000538267 s\n" ] } ], "source": [ "data_acq_time = 0\n", "with meas1.run() as datasaver:\n", " for set_v in np.linspace(0, 25, 10):\n", " dac.ch1.set(set_v)\n", "\n", " t1 = time.perf_counter()\n", " datasaver.add_result(\n", " (dac.ch1, set_v), (dmm1.v3, dmm1.v3.get()), (dmm2.v3, dmm1.v3.get())\n", " )\n", " t2 = time.perf_counter()\n", "\n", " data_acq_time += t2 - t1\n", "\n", " dataset1D1 = datasaver.dataset\n", "\n", "print(\"Report:\")\n", "print(f\"Data acquisition time: {data_acq_time} s\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "30528005", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:43:58.548261Z", "start_time": "2021-06-24T15:43:58.182766Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax, cbax = plot_dataset(dataset1D1)" ] }, { "cell_type": "markdown", "id": "d4ba51ed", "metadata": {}, "source": [ "## Measurement 2: Threaded data acquisition\n", "\n", "In this measurement, we use `ThreadPoolParamsCaller` for threaded data acquisition. Here also we record the time taken for data acquisition.\n", "\n", "`ThreadPoolParamsCaller` will create a thread pool, and will call given parameters in those threads. Each group of parameters that have the same ``underlying_instrument`` protperty will be called in it's own separate thread, so that parameters that interact with the same instrument are always called sequentially (since communication within the single instrument is not thread-safe). Thanks to the fact that the pool of threads gets reuse for every new call of the parameters, the performance penalty of creating and shutting down threads is not significant in many cases.\n", "\n", "If there is a benefit in creating new threads for every new parameter call, then use ``call_params_threaded`` function instead." ] }, { "cell_type": "code", "execution_count": 11, "id": "eb8d918c", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:44:18.136341Z", "start_time": "2021-06-24T15:44:18.125342Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "meas2 = Measurement(exp=exp, name=\"exponential_decay_threaded_data_acquisition\")\n", "meas2.register_parameter(dac.ch1)\n", "meas2.register_parameter(dmm1.v3, setpoints=(dac.ch1,))\n", "meas2.register_parameter(dmm2.v3, setpoints=(dac.ch1,))" ] }, { "cell_type": "code", "execution_count": 12, "id": "fda3b476", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:44:27.672698Z", "start_time": "2021-06-24T15:44:26.414320Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 6. \n", "Report:\n", "Data acquisition time: 1.0106294000288472 s\n" ] } ], "source": [ "pool_caller = ThreadPoolParamsCaller(\n", " dac.ch1, dmm1.v3, dmm2.v3\n", ") # <----- This line is different\n", "\n", "data_acq_time = 0\n", "with (\n", " meas2.run() as datasaver,\n", " pool_caller as call_params_in_pool,\n", "): # <----- This line is different\n", " for set_v in np.linspace(0, 25, 10):\n", " dac.ch1.set(set_v)\n", "\n", " t1 = time.perf_counter()\n", " datasaver.add_result(*call_params_in_pool()) # <----- This line is different\n", " t2 = time.perf_counter()\n", "\n", " data_acq_time += t2 - t1\n", "\n", " # With ``call_params_threaded`` this line that measures parameters\n", " # and passes them to the datasaver would be:\n", " # datasaver.add_result(*call_params_threaded((dac.ch1, dmm1.v3, dmm2.v3)))\n", "\n", " dataset1D2 = datasaver.dataset\n", "\n", "print(\"Report:\")\n", "print(f\"Data acquisition time: {data_acq_time} s\")" ] }, { "cell_type": "code", "execution_count": 13, "id": "a4b1e297", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:44:47.841670Z", "start_time": "2021-06-24T15:44:47.607706Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax, cbax = plot_dataset(dataset1D2)" ] }, { "cell_type": "markdown", "id": "f7969796", "metadata": {}, "source": [ "## Non threaded and threaded data acquisition with do1d" ] }, { "cell_type": "markdown", "id": "4e4b2810", "metadata": {}, "source": [ "Lets now see how to do non threaded and threaded data acquisition with `do1d` function. For threaded data acquisition, `use_threads` argument will be set to `True`. Same argument is available on `do0d`, `do2d` and `dond` functions.\n", "\n", "### Measurement 3: Non threaded data acquisition with do1d" ] }, { "cell_type": "code", "execution_count": 14, "id": "13ca9e6e", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:45:10.334996Z", "start_time": "2021-06-24T15:45:07.095039Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 7. Using 'qcodes.dataset.do1d'\n", "Report:\n", "Data acquisition time: 3.1337216999963857 s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t0 = time.perf_counter()\n", "do1d(dac.ch1, 0, 1, 10, 0, dmm1.v3, dmm2.v3, do_plot=True)\n", "t1 = time.perf_counter()\n", "\n", "print(\"Report:\")\n", "print(f\"Data acquisition time: {t1 - t0} s\")" ] }, { "cell_type": "markdown", "id": "385aa662", "metadata": {}, "source": [ "### Measurement 4: Threaded data acquisition with do1d" ] }, { "cell_type": "code", "execution_count": 15, "id": "bb55a06b", "metadata": { "ExecuteTime": { "end_time": "2021-06-24T15:45:20.366979Z", "start_time": "2021-06-24T15:45:18.060200Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting experimental run with id: 8. Using 'qcodes.dataset.do1d'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Report:\n", "Data acquisition time: 1.8815810999949463 s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t0 = time.perf_counter()\n", "do1d(\n", " dac.ch1, 0, 1, 10, 0, dmm1.v3, dmm2.v3, do_plot=True, use_threads=True\n", ") # <------- This line is different\n", "t1 = time.perf_counter()\n", "\n", "print(\"Report:\")\n", "print(f\"Data acquisition time: {t1 - t0} s\")" ] }, { "cell_type": "code", "execution_count": null, "id": "e9249733", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }