From fb7472b33e8474d9a342e12ebef875c96a0a6afe Mon Sep 17 00:00:00 2001 From: Ivo Vellekoop Date: Fri, 11 Oct 2024 17:49:58 +0200 Subject: [PATCH] reviewing documentation --- docs/source/micromanager.rst | 4 +- docs/source/references.bib | 9 +++++ examples/simulated_microscope.ipynb | 58 ++++------------------------- 3 files changed, 19 insertions(+), 52 deletions(-) diff --git a/docs/source/micromanager.rst b/docs/source/micromanager.rst index 7512945..9192db2 100644 --- a/docs/source/micromanager.rst +++ b/docs/source/micromanager.rst @@ -3,9 +3,9 @@ OpenWFS in Micro-Manager ============================================== -To smoothly enable end-user interaction with wavefront shaping algorithms, the Micro-Manager device adapter PyDevice was developed :cite:`PyDevice`. Micro-Manager is a widely-used open-source microscopy control software package. In essence, PyDevice is a Micro-Manager adapter that imports objects from a Python script and integrates them as devices, e.g. a camera or stage. OpenWFS was written in compliance with the templates required for PyDevice, which means OpenWFS cameras, scanners and algorithms can be loaded into Micro-Manager as devices. Examples of this are found in the example gallery :cite:`readthedocsOpenWFS`, and a more detailed description of PyDevice can be found in the mmCoreAndDevices source tree :cite:`mmCoreAndDevices`. +For end users of microscopes, it is important to have a user-friendly interface to control the wavefront shaping algorithms. For this reason, we developed an adapter for the Micro-Manager is a widely-used open-source microscopy control software package Micro-Manger :cite:`micromanager,MMoverview`. Our adapter, called PyDevice :cite:`PyDevice`, allows any Python object to be loaded in the Micro-Manager graphical user interface (GUI). Objects that can be loaded include cameras, stages, wavefront shaping algorithms, and generic Python objects that expose attributes to the GUI. PyDevice allows the user to control the wavefront shaping algorithms from the Micro-Manager GUI, and to see feedback on the performance of the algorithms. Examples of this can be found in the example gallery :cite:`readthedocsOpenWFS`. At the time of writing, PyDevice is included as an experimental feature in the Micro-Manager nightly builds. A more detailed description of PyDevice can be found in the mmCoreAndDevices source tree :cite:`mmCoreAndDevices`. -An example of this integration can be found in :class:`micro_manager_microscope.py`. In this file, a simulated microscope is set up using the tools in :class:`openwfs.simulation`. In order to expose this to PyDevice, a :class:`dict` object is created named :class:`devices` containing the OpenWFS objects from the simulated microscope. These objects can then be manipulated from Micro-Manager, as seen in figure :numref:`micromanagerconnection`. +An example of this integration can be found in the online example ``micro_manager_microscope.py``. In this file, a simulated microscope is set up using the OpenWFS simulation tools. In order to expose this to PyDevice, a :class:`dict` object is created named ``devices`` containing the OpenWFS objects from the simulated microscope. These objects can then be used as an ordinary camera and translation stage from Micro-Manager, as seen in figure :numref:`micromanagerconnection`. .. _micromanagerconnection: diff --git a/docs/source/references.bib b/docs/source/references.bib index 15691fe..5cb8a76 100644 --- a/docs/source/references.bib +++ b/docs/source/references.bib @@ -462,6 +462,15 @@ @article{Anderson2016 year = {2016}, } +@article{micromanager, + title = {Advanced methods of microscope control using $\mu$Manager software}, + author = {Edelstein, Arthur D and Tsuchida, Mark A and Amodaj, Nenad and Pinkard, Henry and Vale, Ronald D and Stuurman, Nico}, + journal = {Journal of biological methods}, + volume = {1}, + number = {2}, + year = {2014}, + publisher = {NIH Public Access} +} @misc{mmCoreAndDevices, author = {Mark Tsuchida and Sam Griffin}, diff --git a/examples/simulated_microscope.ipynb b/examples/simulated_microscope.ipynb index 15ee46b..a848bba 100644 --- a/examples/simulated_microscope.ipynb +++ b/examples/simulated_microscope.ipynb @@ -26,7 +26,6 @@ "start_time": "2024-02-16T10:28:21.838214100Z" } }, - "outputs": [], "source": [ "import numpy as np\n", "import set_path\n", @@ -34,7 +33,8 @@ "from openwfs.plot_utilities import grab_and_show\n", "import astropy.units as u\n", "import matplotlib.pyplot as plt" - ] + ], + "outputs": [] }, { "cell_type": "markdown", @@ -54,28 +54,6 @@ "start_time": "2023-11-14T13:26:41.551129300Z" } }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], "source": [ "img_size_x = 150\n", "# Determines how wide the image is.\n", @@ -88,7 +66,8 @@ "\n", "plt.imshow(img)\n", "plt.colorbar()" - ] + ], + "outputs": [] }, { "cell_type": "markdown", @@ -118,7 +97,6 @@ "start_time": "2023-11-14T13:26:42.215321700Z" } }, - "outputs": [], "source": [ "### Parameters that can be altered\n", "\n", @@ -157,7 +135,8 @@ " digital_max=255,\n", ")\n", "\n" - ] + ], + "outputs": [] }, { "cell_type": "code", @@ -169,31 +148,10 @@ "start_time": "2023-11-14T13:26:42.230960Z" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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