+ /// Fsdocs.build (fun p -> { p with Clean = Some(true); Strict = Some(true) })
+ ///
+ ///
+ /// Fsdocs.watch (fun p -> { p with Port = Some(3005) })
+ ///
+ ///
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/How_Tos/Code.html b/docs/How_Tos/Code.html
new file mode 100644
index 00000000..622270a2
--- /dev/null
+++ b/docs/How_Tos/Code.html
@@ -0,0 +1,222 @@
+
+
+
+
+
+ Structure of ImageProcessing library
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/NuGet.config b/docs/NuGet.config
new file mode 100644
index 00000000..cf1ace51
--- /dev/null
+++ b/docs/NuGet.config
@@ -0,0 +1,14 @@
+
+How to code
+In this tutorial, we will look at how to work with the ImageProcessing library using code rather than console commands.
+Installing ImageProcessing
+ |
+
++ NOTE: The library uses .NET 7.0. Make sure your application complies with this requirement. +
+Load your image using the loadAsImage function from the MyImage module.
|
For CPU and GPU the list of transforms is identical, decide what you want to process your image on and select the appropriate function to process from the CpuProcessing module or the GpuProcessing module respectively.
In the case of CPU processing:
+Apply the fisheye filter to the uploaded image.
+ |
Don't forget to save the processed image using the saveImage function from the MyImage module!
|
In the case of GPU processing:
+In the case of GPU processing, you have to go through a few extra steps to achieve your goal:
+Prepare OpenCl context and queue(from Brahma.FSharp module):
|
Compile the kernel to apply the filter using the fishEyeKernel function from the GpuKernels module:
|
Process the image using the fishEye function from the GpuProcessing module:
|
Don't forget to save the new image:
+ |
+
+
+
+ + For more info about GPU processing please check Brahma +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/_menu-item_template.html b/docs/_menu-item_template.html
new file mode 100644
index 00000000..dc1b656a
--- /dev/null
+++ b/docs/_menu-item_template.html
@@ -0,0 +1 @@
+Get Started
+In this tutorial we will look at how to get started with the ImageProcessing library and process your first images.
+Installing ImageProcessing
+ |
Processing of images
+Prepare your images
+Decide on the image you want to process. You can also process several images at once, in which case specify the path to the directory with your images.
+In the command line parameter "-i" use the path to the image, for "-o" use the path where you want to save the image. +
+
++NOTE: Do not use the same directory as your images for saving, if you do, you will lose the original images! +
+Choose the desired modifications
+Decide on the modifications you want to apply to the image. Here is a complete list of available modifications:
+-
+
- Gauss5x5 +
- Gauss7x7 +
- Edges +
- Sharpen +
- Emboss +
- ClockwiseRotation +
- CounterClockwiseRotation +
- MirrorVertical +
- MirrorHorizontal +
- FishEye +
Use the selected modification or modification list for the "-mod" parameter.
+CPU or GPU processing?
+By default, all processing will be done at the expense of the CPU. If you want to process images using GPGPU, use the "-gpu" parameter (if the device has a video card):
+-
+
- AnyGpu +
- Nvidia +
- Amd +
- Intel +
How many logical cores does your system have?
+In the case of processing a large number of images, it would be logical to utilize the parallel processing power of your device. To do this, use the "-ag" or "-sag" parameter. The "-ag" parameter will split image processing and saving tasks into two separate computational threads. The "-sag" parameter will allocate the number of threads you need to process and save images independently. For this parameter you should specify the number of threads you need.
+Let's start processing!
+The end result may look like the following:
+ |
' + item.title.replace(re, "$1") + '
';
+ },
+ /* onSelect callback fires when a search suggestion is chosen */
+ onSelect: function(e, term, item) {
+ location.href = item.getAttribute('data-uri');
+ }
+ });
+});
diff --git a/docs/content/fsdocs-tips.js b/docs/content/fsdocs-tips.js
new file mode 100644
index 00000000..bcd04cb1
--- /dev/null
+++ b/docs/content/fsdocs-tips.js
@@ -0,0 +1,54 @@
+var currentTip = null;
+var currentTipElement = null;
+
+function hideTip(evt, name, unique) {
+ var el = document.getElementById(name);
+ el.style.display = "none";
+ currentTip = null;
+}
+
+function findPos(obj) {
+ // no idea why, but it behaves differently in webbrowser component
+ if (window.location.search == "?inapp")
+ return [obj.offsetLeft + 10, obj.offsetTop + 30];
+
+ var curleft = 0;
+ var curtop = obj.offsetHeight;
+ while (obj) {
+ curleft += obj.offsetLeft;
+ curtop += obj.offsetTop;
+ obj = obj.offsetParent;
+ };
+ return [curleft, curtop];
+}
+
+function hideUsingEsc(e) {
+ if (!e) { e = event; }
+ hideTip(e, currentTipElement, currentTip);
+}
+
+function showTip(evt, name, unique, owner) {
+ document.onkeydown = hideUsingEsc;
+ if (currentTip == unique) return;
+ currentTip = unique;
+ currentTipElement = name;
+
+ var pos = findPos(owner ? owner : (evt.srcElement ? evt.srcElement : evt.target));
+ var posx = pos[0];
+ var posy = pos[1];
+
+ var el = document.getElementById(name);
+ var parent = (document.documentElement == null) ? document.body : document.documentElement;
+ el.style.position = "absolute";
+ el.style.left = posx + "px";
+ el.style.top = posy + "px";
+ el.style.display = "block";
+}
+function Clipboard_CopyTo(value) {
+ var tempInput = document.createElement("input");
+ tempInput.value = value;
+ document.body.appendChild(tempInput);
+ tempInput.select();
+ document.execCommand("copy");
+ document.body.removeChild(tempInput);
+}
\ No newline at end of file
diff --git a/docs/content/img/copy-md-hover.png b/docs/content/img/copy-md-hover.png
new file mode 100644
index 00000000..b14e9412
Binary files /dev/null and b/docs/content/img/copy-md-hover.png differ
diff --git a/docs/content/img/copy-md.png b/docs/content/img/copy-md.png
new file mode 100644
index 00000000..72de7381
Binary files /dev/null and b/docs/content/img/copy-md.png differ
diff --git a/docs/content/img/copy-xml-hover.png b/docs/content/img/copy-xml-hover.png
new file mode 100644
index 00000000..60fea167
Binary files /dev/null and b/docs/content/img/copy-xml-hover.png differ
diff --git a/docs/content/img/copy-xml.png b/docs/content/img/copy-xml.png
new file mode 100644
index 00000000..e5606b90
Binary files /dev/null and b/docs/content/img/copy-xml.png differ
diff --git a/docs/content/img/github-hover.png b/docs/content/img/github-hover.png
new file mode 100644
index 00000000..65971d4d
Binary files /dev/null and b/docs/content/img/github-hover.png differ
diff --git a/docs/content/img/github.png b/docs/content/img/github.png
new file mode 100644
index 00000000..ff34f354
Binary files /dev/null and b/docs/content/img/github.png differ
diff --git a/docs/content/navbar-fixed-left.css b/docs/content/navbar-fixed-left.css
new file mode 100644
index 00000000..28e4c574
--- /dev/null
+++ b/docs/content/navbar-fixed-left.css
@@ -0,0 +1,91 @@
+/* CSS for Bootstrap 5 Fixed Left Sidebar Navigation */
+
+
+
+@media (min-width: 992px){
+
+ body {
+ padding-left: 300px;
+ padding-right: 60px;
+ }
+
+ #fsdocs-logo {
+ width:140px;
+ height:140px;
+ margin:10px 0px 0px 0px;
+ border-style:none;
+ }
+
+
+ nav.navbar {
+ position: fixed;
+ left: 0;
+ width: 300px;
+ bottom: 0;
+ top: 0;
+ overflow-y: auto;
+ overflow-x: hidden;
+ display: block;
+ border-right: 1px solid #cecece;
+ }
+
+ nav.navbar>.container {
+ flex-direction: column;
+ padding: 0;
+ }
+
+ nav.navbar .navbar-nav {
+ flex-direction: column;
+ }
+ nav.navbar .navbar-collapse {
+ width: 100%;
+ }
+
+ nav.navbar .navbar-nav {
+ width: 100%;
+ }
+
+ nav.navbar .navbar-nav .dropdown-menu {
+ position: static;
+ display: block;
+ }
+
+ nav.navbar .dropdown {
+ margin-bottom: 5px;
+ font-size: 14px;
+ }
+
+ nav.navbar .dropdown-item {
+ white-space: normal;
+ font-size: 14px;
+ vertical-align: middle;
+ }
+
+ nav.navbar .dropdown-item img {
+ margin-right: 5px;
+ }
+
+ nav.navbar .dropdown-toggle {
+ cursor: default;
+ }
+
+ nav.navbar .dropdown-menu {
+ border-radius: 0;
+ border-left: 0;
+ border-right: 0;
+ }
+
+ nav.navbar .dropdown-toggle:not(#bd-theme)::after {
+ display: none;
+ }
+
+ .dropdown-menu[data-bs-popper] {
+ top: auto;
+ left: auto;
+ margin-top: auto;
+ }
+
+ .nav-link:focus, .nav-link:hover {
+ color: auto;
+ }
+}
\ No newline at end of file
diff --git a/docs/content/navbar-fixed-right.css b/docs/content/navbar-fixed-right.css
new file mode 100644
index 00000000..ad6cef83
--- /dev/null
+++ b/docs/content/navbar-fixed-right.css
@@ -0,0 +1,78 @@
+body {
+ padding-top: 90px;
+}
+
+@media (min-width: 768px) {
+ body {
+ padding-top: 0;
+ }
+}
+
+@media (min-width: 768px) {
+ body {
+ margin-right: 252px;
+ }
+}
+
+.navbar {
+ overflow-y: auto;
+ overflow-x: hidden;
+ box-shadow: none;
+}
+.navbar.fixed-right {
+ position: fixed;
+ top: 0;
+ left: 0;
+ right: 0;
+ z-index: 1030;
+}
+.navbar-nav .nav-link {
+ padding-top: 0.3rem;
+ padding-bottom: 0.3rem;
+}
+@media (min-width: 768px) {
+ .navbar.fixed-right {
+ bottom: 0;
+ width: 252px;
+ flex-flow: column nowrap;
+ align-items: flex-start;
+ }
+
+ .navbar.fixed-right .navbar-collapse {
+ flex-grow: 0;
+ flex-direction: column;
+ width: 100%;
+ }
+
+ .navbar.fixed-right .navbar-collapse .navbar-nav {
+ flex-direction: column;
+ width: 100%;
+ }
+
+ .navbar.fixed-right .navbar-collapse .navbar-nav .nav-item {
+ width: 100%;
+ }
+
+ .navbar.fixed-right .navbar-collapse .navbar-nav .nav-item .dropdown-menu {
+ top: 0;
+ }
+}
+
+@media (min-width: 768px) {
+ .navbar.fixed-right {
+ left: auto;
+ }
+
+ .navbar.fixed-right .navbar-nav .nav-item .dropdown-toggle:after {
+ border-top: 0.3em solid transparent;
+ border-left: none;
+ border-bottom: 0.3em solid transparent;
+ border-right: 0.3em solid;
+ vertical-align: baseline;
+ }
+
+ .navbar.fixed-right .navbar-nav .nav-item .dropdown-menu {
+ left: auto;
+ right: 100%;
+ }
+}
diff --git a/docs/content/theme-toggle.js b/docs/content/theme-toggle.js
new file mode 100644
index 00000000..c208c082
--- /dev/null
+++ b/docs/content/theme-toggle.js
@@ -0,0 +1,68 @@
+/*!
+ * Color mode toggler for Bootstrap's docs (https://getbootstrap.com/)
+ * Copyright 2011-2022 The Bootstrap Authors
+ * Licensed under the Creative Commons Attribution 3.0 Unported License.
+ */
+
+(() => {
+ 'use strict'
+
+ const storedTheme = localStorage.getItem('theme')
+
+ const getPreferredTheme = () => {
+ if (storedTheme) {
+ return storedTheme
+ }
+
+ return window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'
+ }
+
+ const setTheme = function (theme) {
+ const fsdocsTheme = document.getElementById("fsdocs-theme")
+ const re = /fsdocs-.*.css/
+ if (theme === 'auto' && window.matchMedia('(prefers-color-scheme: dark)').matches) {
+ document.documentElement.setAttribute('data-bs-theme', 'dark')
+ fsdocsTheme.setAttribute("href", fsdocsTheme.getAttribute("href").replace(re,"fsdocs-dark.css"))
+
+ } else {
+ document.documentElement.setAttribute('data-bs-theme', theme)
+
+ fsdocsTheme.setAttribute("href", fsdocsTheme.getAttribute("href").replace(re,`fsdocs-${theme}.css`))
+ }
+ }
+
+ setTheme(getPreferredTheme())
+
+ const showActiveTheme = theme => {
+ const activeThemeIcon = document.getElementById('theme-icon-active')
+ const btnToActive = document.querySelector(`[data-bs-theme-value="${theme}"]`)
+ const svgOfActiveBtn = btnToActive.querySelector('i').getAttribute('class')
+
+ document.querySelectorAll('[data-bs-theme-value]').forEach(element => {
+ element.classList.remove('active')
+ })
+
+ btnToActive.classList.add('active')
+ activeThemeIcon.setAttribute('class', svgOfActiveBtn)
+ }
+
+ window.matchMedia('(prefers-color-scheme: dark)').addEventListener('change', () => {
+ if (storedTheme !== 'light' || storedTheme !== 'dark') {
+ setTheme(getPreferredTheme())
+ }
+ })
+
+ window.addEventListener('DOMContentLoaded', () => {
+ showActiveTheme(getPreferredTheme())
+
+ document.querySelectorAll('[data-bs-theme-value]')
+ .forEach(toggle => {
+ toggle.addEventListener('click', () => {
+ const theme = toggle.getAttribute('data-bs-theme-value')
+ localStorage.setItem('theme', theme)
+ setTheme(theme)
+ showActiveTheme(theme)
+ })
+ })
+ })
+})()
\ No newline at end of file
diff --git a/docs/coverage/ImageProcessing_Agents.html b/docs/coverage/ImageProcessing_Agents.html
deleted file mode 100644
index d2fbde5a..00000000
--- a/docs/coverage/ImageProcessing_Agents.html
+++ /dev/null
@@ -1,179 +0,0 @@
-
-
-
-
-
-
-
-
-
-
-
-
-< Summary
-| Class: | Agents |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\Agents.fs |
| Covered lines: | 0 |
| Uncovered lines: | 39 |
| Coverable lines: | 39 |
| Total lines: | 59 |
| Line coverage: | 0% (0 of 39) |
| Covered branches: | 0 |
| Total branches: | 4 |
| Branch coverage: | 0% (0 of 4) |
| Covered methods: | 0 |
| Total methods: | 12 |
| Method coverage: | 0% (0 of 12) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| listAllFiles(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| imgSaver(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 6 | 2 | 2 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| imgProcessor(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 6 | 2 | 2 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\Agents.fs
-
-
-
-Invoke(System.String)
-imgSaver(System.String)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Agents/Msg)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Agents/Msg>)
-imgProcessor(Microsoft.FSharp.Core.FSharpFunc`2<CpuImageProcessing/MyImage,CpuImageProcessing/MyImage>,Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Agents/Msg>)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Agents/Msg)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Agents/Msg>)
-
-Methods/Properties
-listAllFiles(System.String)-Invoke(System.String)
-imgSaver(System.String)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Agents/Msg)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Agents/Msg>)
-imgProcessor(Microsoft.FSharp.Core.FSharpFunc`2<CpuImageProcessing/MyImage,CpuImageProcessing/MyImage>,Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Agents/Msg>)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Microsoft.FSharp.Core.Unit)
-Invoke(Agents/Msg)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Agents/Msg>)
-
-
-
-
-
-
-< Summary
-| Class: | Arguments |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\Arguments.fs |
| Covered lines: | 8 |
| Uncovered lines: | 5 |
| Coverable lines: | 13 |
| Total lines: | 37 |
| Line coverage: | 61.5% (8 of 13) |
| Covered branches: | 7 |
| Total branches: | 11 |
| Branch coverage: | 63.6% (7 of 11) |
| Covered methods: | 1 |
| Total methods: | 2 |
| Method coverage: | 50% (1 of 2) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| modificationParser(...) | 100% | 7 | 7 | 7 | 100% |
| Argu.IArgParserTemplate.get_Usage() | 0% | 20 | 4 | 4 | 0% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\Arguments.fs
-
-
-
-Argu.IArgParserTemplate.get_Usage()
-
-Methods/Properties
-modificationParser(Arguments/Modifications)-Argu.IArgParserTemplate.get_Usage()
-
-
-
-
-
-
-< Summary
-| Class: | CpuImageProcessing |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\CpuImageProcessing.fs |
| Covered lines: | 62 |
| Uncovered lines: | 7 |
| Coverable lines: | 69 |
| Total lines: | 167 |
| Line coverage: | 89.8% (62 of 69) |
| Covered branches: | 48 |
| Total branches: | 50 |
| Branch coverage: | 96% (48 of 50) |
| Covered methods: | 15 |
| Total methods: | 17 |
| Method coverage: | 88.2% (15 of 17) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| .ctor(...) | 0% | 1 | 1 | 0 | 100% |
| loadAs2DArray(...) | 77.78% | 5 | 5 | 16 | 100% |
| loadAsImage(...) | 0% | 1 | 1 | 0 | 100% |
| flat2dArray(...) | 0% | 1 | 1 | 0 | 100% |
| GenerateNext(...) | 100% | 8 | 8 | 4 | 100% |
| save2DByteArrayAsImage(...) | 0% | 2 | 1 | 0 | 0% |
| saveImage(...) | 0% | 2 | 1 | 0 | 0% |
| applyFilter(...) | 0% | 1 | 1 | 0 | 100% |
| Invoke(...) | 100% | 9 | 9 | 64 | 100% |
| Invoke(...) | 0% | 1 | 1 | 0 | 100% |
| Invoke(...) | 0% | 1 | 1 | 0 | 100% |
| applyFilterToImage(...) | 0% | 1 | 1 | 0 | 100% |
| Invoke(...) | 100% | 9 | 9 | 64 | 100% |
| Invoke(...) | 0% | 1 | 1 | 0 | 100% |
| Invoke(...) | 0% | 1 | 1 | 0 | 100% |
| rotate90Degrees(...) | 100% | 6 | 6 | 32 | 100% |
| rotate90DegreesImage(...) | 100% | 3 | 3 | 4 | 100% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\CpuImageProcessing.fs
-
-
-
-loadAs2DArray(System.String)
-loadAsImage(System.String)
-flat2dArray(a[0...,0...])
-GenerateNext(System.Collections.Generic.IEnumerable`1<a>&)
-save2DByteArrayAsImage(System.Byte[0...,0...],System.String)
-saveImage(CpuImageProcessing/MyImage,System.String)
-applyFilter(System.Single[][],System.Byte[0...,0...])
-Invoke(System.Int32,System.Int32)
-Invoke(System.Single,System.Single,System.Single)
-Invoke(System.Int32,System.Int32,System.Byte)
-applyFilterToImage(System.Single[][],CpuImageProcessing/MyImage)
-Invoke(System.Int32)
-Invoke(System.Single,System.Single,System.Single)
-Invoke(System.Int32,System.Byte)
-rotate90Degrees(CpuImageProcessing/Side,System.Byte[0...,0...])
-rotate90DegreesImage(CpuImageProcessing/Side,CpuImageProcessing/MyImage)
-
-Methods/Properties
-.ctor(System.Byte[],System.Int32,System.Int32,System.String)-loadAs2DArray(System.String)
-loadAsImage(System.String)
-flat2dArray(a[0...,0...])
-GenerateNext(System.Collections.Generic.IEnumerable`1<a>&)
-save2DByteArrayAsImage(System.Byte[0...,0...],System.String)
-saveImage(CpuImageProcessing/MyImage,System.String)
-applyFilter(System.Single[][],System.Byte[0...,0...])
-Invoke(System.Int32,System.Int32)
-Invoke(System.Single,System.Single,System.Single)
-Invoke(System.Int32,System.Int32,System.Byte)
-applyFilterToImage(System.Single[][],CpuImageProcessing/MyImage)
-Invoke(System.Int32)
-Invoke(System.Single,System.Single,System.Single)
-Invoke(System.Int32,System.Byte)
-rotate90Degrees(CpuImageProcessing/Side,System.Byte[0...,0...])
-rotate90DegreesImage(CpuImageProcessing/Side,CpuImageProcessing/MyImage)
-
-
-
-
-
-
-< Summary
-| Class: | CpuProcessing |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\CpuProcessing.fs |
| Covered lines: | 42 |
| Uncovered lines: | 0 |
| Coverable lines: | 42 |
| Total lines: | 72 |
| Line coverage: | 100% (42 of 42) |
| Covered branches: | 32 |
| Total branches: | 32 |
| Branch coverage: | 100% (32 of 32) |
| Covered methods: | 8 |
| Total methods: | 8 |
| Method coverage: | 100% (8 of 8) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| applyFilter(...) | 0% | 1 | 1 | 0 | 100% |
| Invoke(...) | 100% | 9 | 9 | 64 | 100% |
| Invoke(...) | 0% | 1 | 1 | 0 | 100% |
| Invoke(...) | 0% | 1 | 1 | 0 | 100% |
| rotate(...) | 100% | 3 | 3 | 4 | 100% |
| mirror(...) | 100% | 3 | 3 | 4 | 100% |
| fishEye(...) | 100% | 6 | 6 | 32 | 100% |
| Invoke(...) | 100% | 2 | 2 | 2 | 100% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\CpuProcessing.fs
-
-
-
-Invoke(System.Int32)
-Invoke(System.Single,System.Single,System.Single)
-Invoke(System.Int32,System.Byte)
-rotate(Types/Side,MyImage/MyImage)
-mirror(Types/MirrorDirection,MyImage/MyImage)
-fishEye(MyImage/MyImage)
-Invoke(System.Double,System.Double,System.Double)
-
-Methods/Properties
-applyFilter(System.Single[][],MyImage/MyImage)-Invoke(System.Int32)
-Invoke(System.Single,System.Single,System.Single)
-Invoke(System.Int32,System.Byte)
-rotate(Types/Side,MyImage/MyImage)
-mirror(Types/MirrorDirection,MyImage/MyImage)
-fishEye(MyImage/MyImage)
-Invoke(System.Double,System.Double,System.Double)
-
-
-
-
-
-
-< Summary
-| Class: | GpuKernels |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\GpuKernels.fs |
| Covered lines: | 0 |
| Uncovered lines: | 97 |
| Coverable lines: | 97 |
| Total lines: | 134 |
| Line coverage: | 0% (0 of 97) |
| Covered branches: | 0 |
| Total branches: | 4 |
| Branch coverage: | 0% (0 of 4) |
| Covered methods: | 0 |
| Total methods: | 12 |
| Method coverage: | 0% (0 of 12) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| applyFilterKernel(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| rotateKernel(...) | 0% | 6 | 2 | 2 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| mirrorKernel(...) | 0% | 6 | 2 | 2 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| fishEyeKernel(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\GpuKernels.fs
-
-
-
-Invoke(System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-rotateKernel(Brahma.FSharp.ClContext,System.Int32,Types/Side)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Brahma.FSharp.Msg>,Brahma.FSharp.ClArray`1<System.Byte>,System.Int32,System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-mirrorKernel(Brahma.FSharp.ClContext,System.Int32,Types/MirrorDirection)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Brahma.FSharp.Msg>,Brahma.FSharp.ClArray`1<System.Byte>,System.Int32,System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-fishEyeKernel(Brahma.FSharp.ClContext,System.Int32)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Brahma.FSharp.Msg>,Brahma.FSharp.ClArray`1<System.Byte>,System.Int32,System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-
-Methods/Properties
-applyFilterKernel(Brahma.FSharp.ClContext,System.Int32)-Invoke(System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-rotateKernel(Brahma.FSharp.ClContext,System.Int32,Types/Side)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Brahma.FSharp.Msg>,Brahma.FSharp.ClArray`1<System.Byte>,System.Int32,System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-mirrorKernel(Brahma.FSharp.ClContext,System.Int32,Types/MirrorDirection)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Brahma.FSharp.Msg>,Brahma.FSharp.ClArray`1<System.Byte>,System.Int32,System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-fishEyeKernel(Brahma.FSharp.ClContext,System.Int32)
-Invoke(Microsoft.FSharp.Control.FSharpMailboxProcessor`1<Brahma.FSharp.Msg>,Brahma.FSharp.ClArray`1<System.Byte>,System.Int32,System.Int32,Brahma.FSharp.ClArray`1<System.Byte>)
-Invoke(Microsoft.FSharp.Core.Unit)
-
-
-
-
-
-
-< Summary
-| Class: | GpuProcessing |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\GpuProcessing.fs |
| Covered lines: | 0 |
| Uncovered lines: | 72 |
| Coverable lines: | 72 |
| Total lines: | 116 |
| Line coverage: | 0% (0 of 72) |
| Covered branches: | 0 |
| Total branches: | 0 |
| Covered methods: | 0 |
| Total methods: | 12 |
| Method coverage: | 0% (0 of 12) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| applyFilter(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| rotate(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| mirror(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| fishEye(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\GpuProcessing.fs
-
-
-
-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-rotate(Types/Side,Brahma.FSharp.ClContext,System.Int32)
-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-mirror(Types/MirrorDirection,Brahma.FSharp.ClContext,System.Int32)
-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-fishEye(Brahma.FSharp.ClContext,System.Int32)
-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-
-Methods/Properties
-applyFilter(System.Single[][],Brahma.FSharp.ClContext,System.Int32)-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-rotate(Types/Side,Brahma.FSharp.ClContext,System.Int32)
-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-mirror(Types/MirrorDirection,Brahma.FSharp.ClContext,System.Int32)
-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-fishEye(Brahma.FSharp.ClContext,System.Int32)
-Invoke(MyImage/MyImage)
-Invoke(Microsoft.FSharp.Control.FSharpAsyncReplyChannel`1<System.Byte[]>)
-
-
-
-
-
-
-< Summary
-| Class: | ImageArrayProcessing |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\ImageArrayProcessing.fs |
| Covered lines: | 0 |
| Uncovered lines: | 14 |
| Coverable lines: | 14 |
| Total lines: | 42 |
| Line coverage: | 0% (0 of 14) |
| Covered branches: | 0 |
| Total branches: | 6 |
| Branch coverage: | 0% (0 of 6) |
| Covered methods: | 0 |
| Total methods: | 4 |
| Method coverage: | 0% (0 of 4) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| listAllFiles(...) | 0% | 2 | 1 | 0 | 0% |
| Invoke(...) | 0% | 20 | 4 | 0 | 0% |
| arrayOfImagesProcessing(...) | 0% | 20 | 4 | 8 | 0% |
| Invoke(...) | 0% | 2 | 1 | 0 | 0% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\ImageArrayProcessing.fs
-
-
-
-
< Summary
-| Class: | Kernels |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | |
| Covered lines: | 0 |
| Uncovered lines: | 0 |
| Coverable lines: | 0 |
| Total lines: | 0 |
| Line coverage: | 100% (0 of 0) |
| Covered branches: | 0 |
| Total branches: | 0 |
| Covered methods: | 0 |
| Total methods: | 0 |
| Method coverage: |
File(s)
-No files found. This usually happens if a file isn't covered by a test or the class does not contain any sequence points (e.g. a class that only contains auto properties).
-
-
-
-
-
-
-< Summary
-| Class: | ImageProcessing.Main |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\Main.fs |
| Covered lines: | 0 |
| Uncovered lines: | 17 |
| Coverable lines: | 17 |
| Total lines: | 37 |
| Line coverage: | 0% (0 of 17) |
| Covered branches: | 0 |
| Total branches: | 8 |
| Branch coverage: | 0% (0 of 8) |
| Covered methods: | 0 |
| Total methods: | 1 |
| Method coverage: | 0% (0 of 1) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| main(...) | 0% | 30 | 5 | 16 | 0% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\Main.fs
-
-
-
-
-
-
-
-
-< Summary
-| Class: | MyImage |
|---|---|
| Assembly: | ImageProcessing |
| File(s): | C:\Users\Леонид\ImageProcessing\src\ImageProcessing\MyImage.fs |
| Covered lines: | 8 |
| Uncovered lines: | 2 |
| Coverable lines: | 10 |
| Total lines: | 30 |
| Line coverage: | 80% (8 of 10) |
| Covered branches: | 0 |
| Total branches: | 0 |
| Covered methods: | 2 |
| Total methods: | 3 |
| Method coverage: | 66.6% (2 of 3) |
Metrics
-| Method | Branch coverage | Crap Score | Cyclomatic complexity | NPath complexity | Sequence coverage |
|---|---|---|---|---|---|
| .ctor(...) | 0% | 1 | 1 | 0 | 100% |
| loadAsImage(...) | 0% | 1 | 1 | 0 | 100% |
| saveImage(...) | 0% | 2 | 1 | 0 | 0% |
File(s)
-C:\Users\Леонид\ImageProcessing\src\ImageProcessing\MyImage.fs
-
-
-
-
-
-
-
-
-
-
-
-
SummaryStarSponsor
-| Generated on: | 16.03.2023 - 20:32:58 |
|---|---|
| Parser: | OpenCoverParser |
| Assemblies: | 1 |
| Classes: | 5 |
| Files: | 5 |
| Covered lines: | 70 |
| Uncovered lines: | 82 |
| Coverable lines: | 152 |
| Total lines: | 342 |
| Line coverage: | 46% (70 of 152) |
| Covered branches: | 55 |
| Total branches: | 79 |
| Branch coverage: | 69.6% (55 of 79) |
| Covered methods: | 16 |
| Total methods: | 36 |
| Method coverage: | 44.4% (16 of 36) |
Risk Hotspots
-| Assembly | -Class | -Method | -Cyclomatic complexity | -NPath complexity | -Crap Score | -
|---|---|---|---|---|---|
| ImageProcessing | -ImageProcessing.Main | -main(...) | 5 | -16 | -30 | -
| ImageProcessing | -Arguments | -Argu.IArgParserTemplate.get_Usage() | 4 | -4 | -20 | -
| ImageProcessing | -ImageArrayProcessing | -arrayOfImagesProcessing(...) | 4 | -8 | -20 | -
| ImageProcessing | -ImageArrayProcessing | -Invoke(...) | 4 | -0 | -20 | -
Coverage
-| Name | Covered | Uncovered | Coverable | Total | Line coverage | Covered | Total | Branch coverage | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ImageProcessing | 70 | 82 | 152 | 342 | 46% | 55 | 79 | 69.6% | ||||||
| Agents | 0 | 39 | 39 | 59 | 0% | 0 | 4 | 0% | ||||||
| Arguments | 8 | 5 | 13 | 37 | 61.5% | 7 | 11 | 63.6% | ||||||
| CpuImageProcessing | 62 | 7 | 69 | 167 | 89.8% | 48 | 50 | 96% | ||||||
| ImageArrayProcessing | 0 | 14 | 14 | 42 | 0% | 0 | 6 | 0% | ||||||
| ImageProcessing.Main | 0 | 17 | 17 | 37 | 0% | 0 | 8 | 0% | ||||||
-
-
-
-
-
-
-
-
-
-
-
SummaryStarSponsor
-| Generated on: | 16.03.2023 - 20:32:58 |
|---|---|
| Parser: | OpenCoverParser |
| Assemblies: | 1 |
| Classes: | 5 |
| Files: | 5 |
| Covered lines: | 70 |
| Uncovered lines: | 82 |
| Coverable lines: | 152 |
| Total lines: | 342 |
| Line coverage: | 46% (70 of 152) |
| Covered branches: | 55 |
| Total branches: | 79 |
| Branch coverage: | 69.6% (55 of 79) |
| Covered methods: | 16 |
| Total methods: | 36 |
| Method coverage: | 44.4% (16 of 36) |
Risk Hotspots
-| Assembly | -Class | -Method | -Cyclomatic complexity | -NPath complexity | -Crap Score | -
|---|---|---|---|---|---|
| ImageProcessing | -ImageProcessing.Main | -main(...) | 5 | -16 | -30 | -
| ImageProcessing | -Arguments | -Argu.IArgParserTemplate.get_Usage() | 4 | -4 | -20 | -
| ImageProcessing | -ImageArrayProcessing | -arrayOfImagesProcessing(...) | 4 | -8 | -20 | -
| ImageProcessing | -ImageArrayProcessing | -Invoke(...) | 4 | -0 | -20 | -
Coverage
-| Name | Covered | Uncovered | Coverable | Total | Line coverage | Covered | Total | Branch coverage | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ImageProcessing | 70 | 82 | 152 | 342 | 46% | 55 | 79 | 69.6% | ||||||
| Agents | 0 | 39 | 39 | 59 | 0% | 0 | 4 | 0% | ||||||
| Arguments | 8 | 5 | 13 | 37 | 61.5% | 7 | 11 | 63.6% | ||||||
| CpuImageProcessing | 62 | 7 | 69 | 167 | 89.8% | 48 | 50 | 96% | ||||||
| ImageArrayProcessing | 0 | 14 | 14 | 42 | 0% | 0 | 6 | 0% | ||||||
| ImageProcessing.Main | 0 | 17 | 17 | 37 | 0% | 0 | 8 | 0% | ||||||
+
+
+
+
+
+
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+
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\ No newline at end of file
diff --git a/docs/index.json b/docs/index.json
new file mode 100644
index 00000000..ba1f1b55
--- /dev/null
+++ b/docs/index.json
@@ -0,0 +1 @@
+[{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing.html","title":"ImageProcessing","content":"Agents \nArguments \nCpuProcessing \nGpuKernels \nGpuProcessing \nImageArrayProcessing \nKernels \nMain \nMyImage \nTypes"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html","title":"Agents","content":"Agents \n\n Module with implementation of agents for image processing\n \nAgents.listAllFiles \nlistAllFiles \nAgents.outFile \noutFile \nAgents.imgSaver \nimgSaver \nAgents.imgProcessor \nimgProcessor \nAgents.msgLogger \nmsgLogger \nAgents.superAgent \nsuperAgent \nAgents.superImageProcessing \nsuperImageProcessing"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html#listAllFiles","title":"Agents.listAllFiles","content":"Agents.listAllFiles \nlistAllFiles \n\n List of all files in directory\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html#outFile","title":"Agents.outFile","content":"Agents.outFile \noutFile \n\n Creation of path to save the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html#imgSaver","title":"Agents.imgSaver","content":"Agents.imgSaver \nimgSaver \n\n Agent for saving images\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html#imgProcessor","title":"Agents.imgProcessor","content":"Agents.imgProcessor \nimgProcessor \n\n Agent for image processing\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html#msgLogger","title":"Agents.msgLogger","content":"Agents.msgLogger \nmsgLogger \n\n Agent for logging\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html#superAgent","title":"Agents.superAgent","content":"Agents.superAgent \nsuperAgent \n\n Agent with the ability to process and save the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-agents.html#superImageProcessing","title":"Agents.superImageProcessing","content":"Agents.superImageProcessing \nsuperImageProcessing \n\n Image processing using superAgents\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html","title":"Arguments","content":"Arguments \n\n Module with implementation of work via console commands\n \nArguments.CliArguments \nCliArguments \nArguments.first \nfirst \nArguments.second \nsecond \nArguments.third \nthird \nArguments.fourth \nfourth \nArguments.modificationParser \nmodificationParser \nArguments.modificationGpuParser \nmodificationGpuParser \nArguments.deviceParser \ndeviceParser"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html#first","title":"Arguments.first","content":"Arguments.first \nfirst \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html#second","title":"Arguments.second","content":"Arguments.second \nsecond \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html#third","title":"Arguments.third","content":"Arguments.third \nthird \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html#fourth","title":"Arguments.fourth","content":"Arguments.fourth \nfourth \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html#modificationParser","title":"Arguments.modificationParser","content":"Arguments.modificationParser \nmodificationParser \n\n Parsing of CPU modification\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html#modificationGpuParser","title":"Arguments.modificationGpuParser","content":"Arguments.modificationGpuParser \nmodificationGpuParser \n\n Parsing of GPU modification\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments.html#deviceParser","title":"Arguments.deviceParser","content":"Arguments.deviceParser \ndeviceParser \n\n Parsing of device\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments-cliarguments.html","title":"CliArguments","content":"CliArguments \n \nCliArguments.InputPath \nInputPath \nCliArguments.OutputPath \nOutputPath \nCliArguments.Agents \nAgents \nCliArguments.SuperAgents \nSuperAgents \nCliArguments.Modifications \nModifications \nCliArguments.GpGpu \nGpGpu"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments-cliarguments.html#InputPath","title":"CliArguments.InputPath","content":"CliArguments.InputPath \nInputPath \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments-cliarguments.html#OutputPath","title":"CliArguments.OutputPath","content":"CliArguments.OutputPath \nOutputPath \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments-cliarguments.html#Agents","title":"CliArguments.Agents","content":"CliArguments.Agents \nAgents \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments-cliarguments.html#SuperAgents","title":"CliArguments.SuperAgents","content":"CliArguments.SuperAgents \nSuperAgents \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments-cliarguments.html#Modifications","title":"CliArguments.Modifications","content":"CliArguments.Modifications \nModifications \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-arguments-cliarguments.html#GpGpu","title":"CliArguments.GpGpu","content":"CliArguments.GpGpu \nGpGpu \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-cpuprocessing.html","title":"CpuProcessing","content":"CpuProcessing \n\n Module with functions for image processing on the CPU\n \nCpuProcessing.applyFilter \napplyFilter \nCpuProcessing.rotate \nrotate \nCpuProcessing.mirror \nmirror \nCpuProcessing.fishEye \nfishEye"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-cpuprocessing.html#applyFilter","title":"CpuProcessing.applyFilter","content":"CpuProcessing.applyFilter \napplyFilter \n\n Filter application\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-cpuprocessing.html#rotate","title":"CpuProcessing.rotate","content":"CpuProcessing.rotate \nrotate \n\n Rotate of image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-cpuprocessing.html#mirror","title":"CpuProcessing.mirror","content":"CpuProcessing.mirror \nmirror \n\n Image Reflection\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-cpuprocessing.html#fishEye","title":"CpuProcessing.fishEye","content":"CpuProcessing.fishEye \nfishEye \n\n Applying \u0022FishEye\u0022 to an image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html","title":"GpuKernels","content":"GpuKernels \n\n Module with kernels for image processing on the GPU\n \nGpuKernels.applyFilterKernel \napplyFilterKernel \nGpuKernels.applyFilterProcessor \napplyFilterProcessor \nGpuKernels.rotateKernel \nrotateKernel \nGpuKernels.rotateKernelProcessor \nrotateKernelProcessor \nGpuKernels.mirrorKernel \nmirrorKernel \nGpuKernels.mirrorKernelProcessor \nmirrorKernelProcessor \nGpuKernels.fishEyeKernel \nfishEyeKernel \nGpuKernels.fishEyeKernelProcessor \nfishEyeKernelProcessor"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#applyFilterKernel","title":"GpuKernels.applyFilterKernel","content":"GpuKernels.applyFilterKernel \napplyFilterKernel \n\n Compilation of kernel to apply filter to the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#applyFilterProcessor","title":"GpuKernels.applyFilterProcessor","content":"GpuKernels.applyFilterProcessor \napplyFilterProcessor \n\n Asynchronous application of the filter kernel to the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#rotateKernel","title":"GpuKernels.rotateKernel","content":"GpuKernels.rotateKernel \nrotateKernel \n\n Compilation of kernel to rotate the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#rotateKernelProcessor","title":"GpuKernels.rotateKernelProcessor","content":"GpuKernels.rotateKernelProcessor \nrotateKernelProcessor \n\n Asynchronous application of the rotation kernel to the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#mirrorKernel","title":"GpuKernels.mirrorKernel","content":"GpuKernels.mirrorKernel \nmirrorKernel \n\n Compilation of kernel to reflect the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#mirrorKernelProcessor","title":"GpuKernels.mirrorKernelProcessor","content":"GpuKernels.mirrorKernelProcessor \nmirrorKernelProcessor \n\n Asynchronous application of the reflection kernel to the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#fishEyeKernel","title":"GpuKernels.fishEyeKernel","content":"GpuKernels.fishEyeKernel \nfishEyeKernel \n\n Compilation of kernel to apply FishEye to the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpukernels.html#fishEyeKernelProcessor","title":"GpuKernels.fishEyeKernelProcessor","content":"GpuKernels.fishEyeKernelProcessor \nfishEyeKernelProcessor \n\n Asynchronous application of the fisheye kernel to the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpuprocessing.html","title":"GpuProcessing","content":"GpuProcessing \n\n Module with functions for image processing on the GPU\n \nGpuProcessing.applyFilter \napplyFilter \nGpuProcessing.rotate \nrotate \nGpuProcessing.mirror \nmirror \nGpuProcessing.fishEye \nfishEye"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpuprocessing.html#applyFilter","title":"GpuProcessing.applyFilter","content":"GpuProcessing.applyFilter \napplyFilter \n\n Filter application\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpuprocessing.html#rotate","title":"GpuProcessing.rotate","content":"GpuProcessing.rotate \nrotate \n\n Rotate of image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpuprocessing.html#mirror","title":"GpuProcessing.mirror","content":"GpuProcessing.mirror \nmirror \n\n Reflection of image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-gpuprocessing.html#fishEye","title":"GpuProcessing.fishEye","content":"GpuProcessing.fishEye \nfishEye \n\n Applying fisheye filter to the image\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-imagearrayprocessing.html","title":"ImageArrayProcessing","content":"ImageArrayProcessing \n\n Module with implementation of processing array of images\n \nImageArrayProcessing.extensions \nextensions \nImageArrayProcessing.listAllFiles \nlistAllFiles \nImageArrayProcessing.arrayOfImagesProcessing \narrayOfImagesProcessing"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-imagearrayprocessing.html#extensions","title":"ImageArrayProcessing.extensions","content":"ImageArrayProcessing.extensions \nextensions \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-imagearrayprocessing.html#listAllFiles","title":"ImageArrayProcessing.listAllFiles","content":"ImageArrayProcessing.listAllFiles \nlistAllFiles \n\n List of all files in directory with correct extensions\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-imagearrayprocessing.html#arrayOfImagesProcessing","title":"ImageArrayProcessing.arrayOfImagesProcessing","content":"ImageArrayProcessing.arrayOfImagesProcessing \narrayOfImagesProcessing \n\n Processing array of images\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-kernels.html","title":"Kernels","content":"Kernels \n\n Module with kernels for image processing\n \nKernels.gaussianBlurKernel \ngaussianBlurKernel \nKernels.edgesKernel \nedgesKernel \nKernels.gaussianBlur7x7Kernel \ngaussianBlur7x7Kernel \nKernels.sharpenKernel \nsharpenKernel \nKernels.embossKernel \nembossKernel"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-kernels.html#gaussianBlurKernel","title":"Kernels.gaussianBlurKernel","content":"Kernels.gaussianBlurKernel \ngaussianBlurKernel \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-kernels.html#edgesKernel","title":"Kernels.edgesKernel","content":"Kernels.edgesKernel \nedgesKernel \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-kernels.html#gaussianBlur7x7Kernel","title":"Kernels.gaussianBlur7x7Kernel","content":"Kernels.gaussianBlur7x7Kernel \ngaussianBlur7x7Kernel \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-kernels.html#sharpenKernel","title":"Kernels.sharpenKernel","content":"Kernels.sharpenKernel \nsharpenKernel \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-kernels.html#embossKernel","title":"Kernels.embossKernel","content":"Kernels.embossKernel \nembossKernel \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-main.html","title":"Main","content":"Main \n\n Module for processing console commands\n \nMain.main \nmain"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-main.html#main","title":"Main.main","content":"Main.main \nmain \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage.html","title":"MyImage","content":"MyImage \n\n Module for working with images\n \nMyImage.MyImage \nMyImage \nMyImage.loadAsImage \nloadAsImage \nMyImage.saveImage \nsaveImage"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage.html#loadAsImage","title":"MyImage.loadAsImage","content":"MyImage.loadAsImage \nloadAsImage \n\n Load image as MyImage type\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage.html#saveImage","title":"MyImage.saveImage","content":"MyImage.saveImage \nsaveImage \n\n Save MyImage in a specific directory\n "},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage-myimage.html","title":"MyImage","content":"MyImage \n\n Type to represent images\n \nMyImage.\u0060\u0060.ctor\u0060\u0060 \n\u0060\u0060.ctor\u0060\u0060 \nMyImage.Data \nData \nMyImage.Width \nWidth \nMyImage.Height \nHeight \nMyImage.Name \nName"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage-myimage.html#\u0060\u0060.ctor\u0060\u0060","title":"MyImage.\u0060\u0060.ctor\u0060\u0060","content":"MyImage.\u0060\u0060.ctor\u0060\u0060 \n\u0060\u0060.ctor\u0060\u0060 \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage-myimage.html#Data","title":"MyImage.Data","content":"MyImage.Data \nData \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage-myimage.html#Width","title":"MyImage.Width","content":"MyImage.Width \nWidth \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage-myimage.html#Height","title":"MyImage.Height","content":"MyImage.Height \nHeight \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-myimage-myimage.html#Name","title":"MyImage.Name","content":"MyImage.Name \nName \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types.html","title":"Types","content":"Types \n\n Module with necessary algebraic types\n \nTypes.AgentStatus \nAgentStatus \nTypes.Devices \nDevices \nTypes.MirrorDirection \nMirrorDirection \nTypes.Modifications \nModifications \nTypes.Msg \nMsg \nTypes.Side \nSide"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-agentstatus.html","title":"AgentStatus","content":"AgentStatus \n\n Type for determining the status of an agent\n \nAgentStatus.On \nOn \nAgentStatus.Off \nOff"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-agentstatus.html#On","title":"AgentStatus.On","content":"AgentStatus.On \nOn \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-agentstatus.html#Off","title":"AgentStatus.Off","content":"AgentStatus.Off \nOff \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-devices.html","title":"Devices","content":"Devices \n\n Type for defining the executor of transformations\n \nDevices.AnyGpu \nAnyGpu \nDevices.Nvidia \nNvidia \nDevices.Amd \nAmd \nDevices.Intel \nIntel"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-devices.html#AnyGpu","title":"Devices.AnyGpu","content":"Devices.AnyGpu \nAnyGpu \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-devices.html#Nvidia","title":"Devices.Nvidia","content":"Devices.Nvidia \nNvidia \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-devices.html#Amd","title":"Devices.Amd","content":"Devices.Amd \nAmd \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-devices.html#Intel","title":"Devices.Intel","content":"Devices.Intel \nIntel \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-mirrordirection.html","title":"MirrorDirection","content":"MirrorDirection \n\n Type for determining the direction of image reflection\n \nMirrorDirection.Vertical \nVertical \nMirrorDirection.Horizontal \nHorizontal"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-mirrordirection.html#Vertical","title":"MirrorDirection.Vertical","content":"MirrorDirection.Vertical \nVertical \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-mirrordirection.html#Horizontal","title":"MirrorDirection.Horizontal","content":"MirrorDirection.Horizontal \nHorizontal \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html","title":"Modifications","content":"Modifications \n\n Type for determining the applied image transformation\n \nModifications.Gauss5x5 \nGauss5x5 \nModifications.Gauss7x7 \nGauss7x7 \nModifications.Edges \nEdges \nModifications.Sharpen \nSharpen \nModifications.Emboss \nEmboss \nModifications.ClockwiseRotation \nClockwiseRotation \nModifications.CounterClockwiseRotation \nCounterClockwiseRotation \nModifications.MirrorVertical \nMirrorVertical \nModifications.MirrorHorizontal \nMirrorHorizontal \nModifications.FishEye \nFishEye"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#Gauss5x5","title":"Modifications.Gauss5x5","content":"Modifications.Gauss5x5 \nGauss5x5 \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#Gauss7x7","title":"Modifications.Gauss7x7","content":"Modifications.Gauss7x7 \nGauss7x7 \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#Edges","title":"Modifications.Edges","content":"Modifications.Edges \nEdges \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#Sharpen","title":"Modifications.Sharpen","content":"Modifications.Sharpen \nSharpen \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#Emboss","title":"Modifications.Emboss","content":"Modifications.Emboss \nEmboss \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#ClockwiseRotation","title":"Modifications.ClockwiseRotation","content":"Modifications.ClockwiseRotation \nClockwiseRotation \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#CounterClockwiseRotation","title":"Modifications.CounterClockwiseRotation","content":"Modifications.CounterClockwiseRotation \nCounterClockwiseRotation \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#MirrorVertical","title":"Modifications.MirrorVertical","content":"Modifications.MirrorVertical \nMirrorVertical \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#MirrorHorizontal","title":"Modifications.MirrorHorizontal","content":"Modifications.MirrorHorizontal \nMirrorHorizontal \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-modifications.html#FishEye","title":"Modifications.FishEye","content":"Modifications.FishEye \nFishEye \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-msg.html","title":"Msg","content":"Msg \n\n Type to define a message to be forwarded between agents\n \nMsg.Img \nImg \nMsg.Path \nPath \nMsg.EOS \nEOS \nMsg.Message \nMessage"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-msg.html#Img","title":"Msg.Img","content":"Msg.Img \nImg \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-msg.html#Path","title":"Msg.Path","content":"Msg.Path \nPath \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-msg.html#EOS","title":"Msg.EOS","content":"Msg.EOS \nEOS \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-msg.html#Message","title":"Msg.Message","content":"Msg.Message \nMessage \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-side.html","title":"Side","content":"Side \n\n Type for determining the rotation side of the image\n \nSide.Right \nRight \nSide.Left \nLeft"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-side.html#Right","title":"Side.Right","content":"Side.Right \nRight \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/reference/imageprocessing-types-side.html#Left","title":"Side.Left","content":"Side.Left \nLeft \n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/index.html","title":"index","content":"## What is ImageProcessing?\r\n\r\nA library for image processing using GPGPU and agents for parallel computing. \r\n\r\n---\r\n\r\n\u003Cdiv class=\u0022row row-cols-1 row-cols-md-2\u0022\u003E\r\n \u003Cdiv class=\u0022col mb-4\u0022\u003E\r\n \u003Cdiv class=\u0022card h-100\u0022\u003E\r\n \u003Cdiv class=\u0022card-body\u0022\u003E\r\n \u003Ch5 class=\u0022card-title\u0022\u003ETutorials\u003C/h5\u003E\r\n \u003Cp class=\u0022card-text\u0022\u003EHow to get started with ImageProcessing \u003C/p\u003E\r\n \u003C/div\u003E\r\n \u003Cdiv class=\u0022card-footer text-right border-top-0\u0022\u003E\r\n \u003Ca href=\u0022{{root}}Tutorials/Tutorial.html\u0022 class=\u0022btn btn-primary\u0022\u003EGet started\u003C/a\u003E\r\n \u003C/div\u003E\r\n \u003C/div\u003E\r\n \u003C/div\u003E\r\n \u003Cdiv class=\u0022col mb-4\u0022\u003E\r\n \u003Cdiv class=\u0022card h-100\u0022\u003E\r\n \u003Cdiv class=\u0022card-body\u0022\u003E\r\n \u003Ch5 class=\u0022card-title\u0022\u003EHow-To Guides\u003C/h5\u003E\r\n \u003Cp class=\u0022card-text\u0022\u003ELearn how to work with the ImageProcessing library directly in your code \u003C/p\u003E\r\n \u003C/div\u003E\r\n \u003Cdiv class=\u0022card-footer text-right border-top-0\u0022\u003E\r\n \u003Ca href=\u0022{{root}}/How_Tos/Code.html\u0022 class=\u0022btn btn-primary\u0022\u003EHow to code\u003C/a\u003E\r\n \u003C/div\u003E\r\n \u003C/div\u003E\r\n \u003C/div\u003E\r\n \u003Cdiv class=\u0022col mb-4 mb-md-0\u0022\u003E\r\n \u003Cdiv class=\u0022card h-100\u0022\u003E\r\n \u003Cdiv class=\u0022card-body\u0022\u003E\r\n \u003Ch5 class=\u0022card-title\u0022\u003EExplanations\u003C/h5\u003E\r\n \u003Cp class=\u0022card-text\u0022\u003ELearn about the structure of the library\u003C/p\u003E\r\n \u003C/div\u003E\r\n \u003Cdiv class=\u0022card-footer text-right border-top-0\u0022\u003E\r\n \u003Ca href=\u0022{{root}}Explanations/Structure.html\u0022 class=\u0022btn btn-primary\u0022\u003EStructure\u003C/a\u003E\r\n \u003C/div\u003E\r\n \u003C/div\u003E\r\n \u003C/div\u003E\r\n\u003C/div\u003E"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/Explanations/Structure.html","title":"Structure","content":"---\r\ntitle: Structure\r\ncategory: Explanations\r\ncategoryindex: 3\r\nindex: 1\r\n---\r\n\r\n# Structure of ImageProcessing library\r\n\r\n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/How_Tos/Code.html","title":"How to code","content":"---\r\ntitle: How to code\r\ncategory: Guides\r\ncategoryindex: 1\r\nindex: 100\r\n---\r\n\r\n# How to code\r\n\r\nIn this tutorial, we will look at how to work with the ImageProcessing library using code rather than console commands.\r\n\r\n## Installing ImageProcessing\r\n\r\n\u0060\u0060\u0060sh\r\n\u003E dotnet add package LeonidLodygin.ImageProcessing --version 1.0.0\r\n\u0060\u0060\u0060\r\n\u003Cdiv class=\u0022alert alert-primary\u0022 role=\u0022alert\u0022\u003E\r\n \u003Cp\u003E\r\n NOTE: The library uses .NET 7.0. Make sure your application complies with this requirement.\r\n \u003C/p\u003E\r\n\u003C/div\u003E\r\n\r\nLoad your image using the \u0060loadAsImage\u0060 function from the \u0060MyImage\u0060 module.\r\n\r\n\u0060\u0060\u0060sh\r\nlet image = loadAsImage \u0022path to the image\u0022\r\n\u0060\u0060\u0060\r\n\r\nFor CPU and GPU the list of transforms is identical, decide what you want to process your image on and select the appropriate function to process from the \u0060CpuProcessing\u0060 module or the \u0060GpuProcessing\u0060 module respectively.\r\n\r\n### In the case of CPU processing:\r\n\r\nApply the fisheye filter to the uploaded image.\r\n\r\n\u0060\u0060\u0060sh\r\nlet newImage = fishEye image\r\n\u0060\u0060\u0060\r\n\r\nDon\u0027t forget to save the processed image using the saveImage function from the \u0060MyImage\u0060 module!\r\n\r\n\u0060\u0060\u0060sh\r\nlet newImage = saveImage \u0022path\u0022\r\n\u0060\u0060\u0060\r\n\r\n### In the case of GPU processing:\r\n\r\nIn the case of GPU processing, you have to go through a few extra steps to achieve your goal:\r\n\r\nPrepare OpenCl context and queue(from \u0060Brahma.FSharp\u0060 module):\r\n\r\n\u0060\u0060\u0060sh\r\nlet clContext = ClContext(ClDevice.GetFirstAppropriateDevice(device))\r\nlet queue = clContext.QueueProvider.CreateQueue()\r\n\u0060\u0060\u0060\r\n\r\nCompile the kernel to apply the filter using the \u0060fishEyeKernel\u0060 function from the \u0060GpuKernels\u0060 module: \r\n\r\n\u0060\u0060\u0060sh\r\nlet fishKernel = fishEyeKernel clContext\r\n\u0060\u0060\u0060\r\n\r\nProcess the image using the \u0060fishEye\u0060 function from the \u0060GpuProcessing\u0060 module:\r\n\r\n\u0060\u0060\u0060sh\r\nlet newImage = fishEye fishKernel clContext 64 queue image\r\n\u0060\u0060\u0060\r\n\r\nDon\u0027t forget to save the new image:\r\n\r\n\u0060\u0060\u0060sh\r\nlet newImage = saveImage \u0022path\u0022\r\n\u0060\u0060\u0060\r\n\r\n\u003Cdiv class=\u0022alert alert-primary\u0022 role=\u0022alert\u0022\u003E\r\n \u003Cp\u003E\r\n For more info about GPU processing please check \u003Ca href=\u0022https://yaccconstructor.github.io/Brahma.FSharp/\u0022\u003EBrahma\r\n \u003C/p\u003E\r\n\u003C/div\u003E\r\n"},{"uri":"https://LeonidLodygin.github.io/ImageProcessing/Tutorials/Tutorial.html","title":"Get Started","content":"---\r\ntitle: Get Started\r\ncategory: Tutorials\r\ncategoryindex: 0\r\nindex: 100\r\n---\r\n\r\n# Get Started\r\n\r\nIn this tutorial we will look at how to get started with the ImageProcessing library and process your first images.\r\n\r\n## Installing ImageProcessing\r\n\r\n\u0060\u0060\u0060sh\r\n\u003E dotnet add package LeonidLodygin.ImageProcessing --version 1.0.0\r\n\u0060\u0060\u0060\r\n\r\n## Processing of images\r\n\r\n### Prepare your images\r\n\r\nDecide on the image you want to process. You can also process several images at once, in which case specify the path to the directory with your images.\r\n\r\nIn the command line parameter \u0022-i\u0022 use the path to the image, for \u0022-o\u0022 use the path where you want to save the image.\r\n\u003Cdiv class=\u0022alert alert-primary\u0022 role=\u0022alert\u0022\u003E\r\n \u003Cp\u003E\r\n NOTE: Do not use the same directory as your images for saving, if you do, you will lose the original images!\r\n \u003C/p\u003E\r\n\u003C/div\u003E\r\n\r\n### Choose the desired modifications\r\n\r\nDecide on the modifications you want to apply to the image. Here is a complete list of available modifications:\r\n\r\n- Gauss5x5 \r\n- Gauss7x7\r\n- Edges\r\n- Sharpen\r\n- Emboss\r\n- ClockwiseRotation\r\n- CounterClockwiseRotation\r\n- MirrorVertical\r\n- MirrorHorizontal\r\n- FishEye\r\n\r\nUse the selected modification or modification list for the \u0022-mod\u0022 parameter.\r\n\r\n### CPU or GPU processing?\r\n\r\nBy default, all processing will be done at the expense of the CPU. If you want to process images using GPGPU, use the \u0022-gpu\u0022 parameter (if the device has a video card):\r\n\r\n- AnyGpu\r\n- Nvidia\r\n- Amd\r\n- Intel\r\n\r\n### How many logical cores does your system have?\r\n\r\nIn the case of processing a large number of images, it would be logical to utilize the parallel processing power of your device. To do this, use the \u0022-ag\u0022 or \u0022-sag\u0022 parameter. The \u0022-ag\u0022 parameter will split image processing and saving tasks into two separate computational threads. The \u0022-sag\u0022 parameter will allocate the number of threads you need to process and save images independently. For this parameter you should specify the number of threads you need.\r\n\r\n### Let\u0027s start processing!\r\n\r\nThe end result may look like the following:\r\n\u0060\u0060\u0060sh\r\n\u003E dotnet run -i *input path* -o *output path* -mod FishEye -gpu AnyGpu\r\n\u0060\u0060\u0060"}]
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+
+
+
+
+
+ What is ImageProcessing?
+A library for image processing using GPGPU and agents for parallel computing.
++
+
+
+
+
+
+
+
+
+
+
+ Tutorials
+How to get started with ImageProcessing
+
+
+
+
+
+
+
+ How-To Guides
+Learn how to work with the ImageProcessing library directly in your code
+
+
+
+
+
+
+
+ Explanations
+Learn about the structure of the library
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
+
+
+
+ + Agents Module +
+ +
+
+
+
+ + + Module with implementation of agents for image processing + +
+
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ imgProcessor filter imgSaver logger
+ + + Parameters: +
MyImage -> MyImage
+ -
+ Filter for application
+
+ + + + imgSaver + + : + MailboxProcessor<Msg>
+ -
+ Saving Agent
+
+ + + + logger + + : + MailboxProcessor<Msg>
+ -
+ Logging Agent
+
+ + + + Returns: + MailboxProcessor<Msg>
+
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ imgSaver outDir logger
+ + + Parameters: +
string
+ -
+ Path to save
+
+ + + + logger + + : + MailboxProcessor<Msg>
+ -
+ Logging Agent
+
+ + + + Returns: + MailboxProcessor<Msg>
+
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ listAllFiles dir
+ + + Parameters: +
string
+
+ + + + Returns: + string list
+
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ msgLogger ()
+ + + Parameters: +
unit
+
+ + + + Returns: + MailboxProcessor<Msg>
+
+ + |
+ + + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ outFile imgName outDir
+ + + Parameters: +
string
+
+ + + + outDir + + : + string
+
+ + + + Returns: + string
+
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ superAgent outputDir conversion logger
+ + + Parameters: +
string
+ -
+ Path to save
+
+ + + + conversion + + : + MyImage -> MyImage
+ -
+ Image transformation
+
+ + + + logger + + : + MailboxProcessor<Msg>
+ -
+ Logging Agent
+
+ + + + Returns: + MailboxProcessor<Msg>
+
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ superImageProcessing inputDir outputDir conversion countOfAgents
+ + + Parameters: +
string
+ -
+ Path to image or images
+
+ + + + outputDir + + : + string
+ -
+ Path to save
+
+ + + + conversion + + : + MyImage -> MyImage
+ -
+ Image transformation
+
+ + + + countOfAgents + + : + int
+ -
+ Count of superAgents to processing
+
+ + + |
+
+
+
+ + ++ + |
+
+ 
+ 
+ 
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-arguments.html b/docs/reference/imageprocessing-arguments.html
new file mode 100644
index 00000000..8906279b
--- /dev/null
+++ b/docs/reference/imageprocessing-arguments.html
@@ -0,0 +1,1032 @@
+
+
+
+
+
+
+
+
+ + CliArguments Type +
+ +
+
+
+
+
+
+
+ + +
+
+
+
+
+
+
+
+
+
+
++ Union cases +
+| + Union case + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Agents
+ + + |
+
+
+
+
+ 
+ 
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ InputPath inputPath
+ + + Parameters: +
string
+
+ + + |
+
+
|
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ Modifications modifications
+ + + Parameters: +
List<Modifications>
+
+ + + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ OutputPath outputPath
+ + + Parameters: +
string
+
+ + + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ SuperAgents count
+ + + Parameters: +
int
+
+ + + |
+
+
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-cpuprocessing.html b/docs/reference/imageprocessing-cpuprocessing.html
new file mode 100644
index 00000000..2a1cfe54
--- /dev/null
+++ b/docs/reference/imageprocessing-cpuprocessing.html
@@ -0,0 +1,671 @@
+
+
+
+
+
+
+
+
+ + Arguments Module +
+ +
+
+
+
+ + + Module with implementation of work via console commands + +
+
+
+
+
+
+ + Types +
+| + Type + | ++ Description + | +
|
+ + + + CliArguments + + + + |
+ + + | +
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+ |
+ + + | +
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ first (x, arg2, arg3, arg4)
+ + + Parameters: +
'a
+
+ + + + arg1 + + : + 'b
+
+ + + + arg2 + + : + 'c
+
+ + + + arg3 + + : + 'd
+
+ + + + Returns: + 'a
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ fourth (arg1, arg2, arg3, x)
+ + + Parameters: +
'a
+
+ + + + arg1 + + : + 'b
+
+ + + + arg2 + + : + 'c
+
+ + + + x + + : + 'd
+
+ + + + Returns: + 'd
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ modificationGpuParser modification (arg2, arg3, arg4, arg5)
+ + + Parameters: +
Modifications
+
+ + + + arg1 + + : + ClProgram<Range1D, (ClArray<byte> -> int -> int -> ClArray<float32> -> int -> ClArray<byte> -> unit)>
+
+ + + + arg2 + + : + ClProgram<Range1D, (ClArray<byte> -> int -> int -> int -> ClArray<byte> -> unit)>
+
+ + + + arg3 + + : + ClProgram<Range1D, (ClArray<byte> -> int -> int -> int -> ClArray<byte> -> unit)>
+
+ + + + arg4 + + : + ClProgram<Range1D, (ClArray<byte> -> int -> int -> ClArray<byte> -> unit)>
+
+ + + + Returns: + ClContext -> int -> MailboxProcessor<Msg> -> MyImage -> MyImage
+
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ modificationParser modification
+ + + Parameters: +
Modifications
+
+ + + + Returns: + MyImage -> MyImage
+
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ second (arg1, x, arg3, arg4)
+ + + Parameters: +
'a
+
+ + + + x + + : + 'b
+
+ + + + arg2 + + : + 'c
+
+ + + + arg3 + + : + 'd
+
+ + + + Returns: + 'b
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ third (arg1, arg2, x, arg4)
+ + + Parameters: +
'a
+
+ + + + arg1 + + : + 'b
+
+ + + + x + + : + 'c
+
+ + + + arg3 + + : + 'd
+
+ + + + Returns: + 'c
+
+ + |
+
+
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-gpukernels.html b/docs/reference/imageprocessing-gpukernels.html
new file mode 100644
index 00000000..a457aa0a
--- /dev/null
+++ b/docs/reference/imageprocessing-gpukernels.html
@@ -0,0 +1,1351 @@
+
+
+
+
+
+
+
+
+ + CpuProcessing Module +
+ +
+
+
+
+ + + Module with functions for image processing on the CPU + +
+
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+ |
+ + + | +
|
+
+
+
+
+
+ |
+ + + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ mirror side image
+ + + Parameters: +
MirrorDirection
+ -
+ The side to which the image will be reflected
+
+ + + + image + + : + MyImage
+ -
+ Image with type MyImage
+
+ + + + Returns: + MyImage
+
+ Image with type MyImage
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+ |
+ + + | +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-gpuprocessing.html b/docs/reference/imageprocessing-gpuprocessing.html
new file mode 100644
index 00000000..c5be2726
--- /dev/null
+++ b/docs/reference/imageprocessing-gpuprocessing.html
@@ -0,0 +1,941 @@
+
+
+
+
+
+
+
+
+ + GpuKernels Module +
+ +
+
+
+
+ + + Module with kernels for image processing on the GPU + +
+
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
| + + | ++ + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ applyFilterProcessor kernel localWorkSize commandQueue filter filterD img imgH imgW result
+ + + Parameters: +
ClProgram<Range1D, (ClArray<byte> -> int -> int -> ClArray<float32> -> int -> ClArray<byte> -> unit)>
+
+ + + + localWorkSize + + : + int
+
+ + + + commandQueue + + : + MailboxProcessor<Msg>
+
+ + + + filter + + : + ClArray<float32>
+
+ + + + filterD + + : + int
+
+ + + + img + + : + ClArray<byte>
+
+ + + + imgH + + : + int
+
+ + + + imgW + + : + int
+
+ + + + result + + : + ClArray<byte>
+
+ + + + Returns: + ClArray<byte>
+
+ + |
+
+
+
+ + ++
|
+
| + + | ++ + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ fishEyeKernelProcessor kernel localWorkSize commandQueue img imgH imgW result
+ + + Parameters: +
ClProgram<Range1D, (ClArray<byte> -> int -> int -> ClArray<byte> -> unit)>
+
+ + + + localWorkSize + + : + int
+
+ + + + commandQueue + + : + MailboxProcessor<Msg>
+
+ + + + img + + : + ClArray<byte>
+
+ + + + imgH + + : + int
+
+ + + + imgW + + : + int
+
+ + + + result + + : + ClArray<byte>
+
+ + + + Returns: + ClArray<byte>
+
+ + |
+
+
+
+ + ++
|
+
| + + | ++ + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ mirrorKernelProcessor kernel localWorkSize side commandQueue img imgH imgW result
+ + + Parameters: +
ClProgram<Range1D, (ClArray<byte> -> int -> int -> int -> ClArray<byte> -> unit)>
+
+ + + + localWorkSize + + : + int
+
+ + + + side + + : + MirrorDirection
+
+ + + + commandQueue + + : + MailboxProcessor<Msg>
+
+ + + + img + + : + ClArray<byte>
+
+ + + + imgH + + : + int
+
+ + + + imgW + + : + int
+
+ + + + result + + : + ClArray<byte>
+
+ + + + Returns: + ClArray<byte>
+
+ + |
+
+
+
+ + ++
|
+
| + + | ++ + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ rotateKernelProcessor kernel localWorkSize side commandQueue img imgH imgW result
+ + + Parameters: +
ClProgram<Range1D, (ClArray<byte> -> int -> int -> int -> ClArray<byte> -> unit)>
+
+ + + + localWorkSize + + : + int
+
+ + + + side + + : + Side
+
+ + + + commandQueue + + : + MailboxProcessor<Msg>
+
+ + + + img + + : + ClArray<byte>
+
+ + + + imgH + + : + int
+
+ + + + imgW + + : + int
+
+ + + + result + + : + ClArray<byte>
+
+ + + + Returns: + ClArray<byte>
+
+ + |
+
+
+
+ + ++
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-imagearrayprocessing.html b/docs/reference/imageprocessing-imagearrayprocessing.html
new file mode 100644
index 00000000..5e0390bb
--- /dev/null
+++ b/docs/reference/imageprocessing-imagearrayprocessing.html
@@ -0,0 +1,496 @@
+
+
+
+
+
+
+
+
+ + GpuProcessing Module +
+ +
+
+
+
+ + + Module with functions for image processing on the GPU + +
+
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ applyFilter filter kernel clContext localWorkSize queue
+ + + Parameters: +
float32[][]
+ -
+ A two-dimensional array applied to an image as a filter
+
+ + + + kernel + + : + ClProgram<Range1D, (ClArray<byte> -> int -> int -> ClArray<float32> -> int -> ClArray<byte> -> unit)>
+ -
+ Compiled kernel for filter application
+
+ + + + clContext + + : + ClContext
+ -
+ Abstraction over OpenCL context
+
+ + + + localWorkSize + + : + int
+ -
+ Local workgroup size
+
+ + + + queue + + : + MailboxProcessor<Msg>
+ -
+ Command queue capable of handling messages of type Msg
+
+ + + + Returns: + MyImage -> MyImage
+
+ Image with type MyImage
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ fishEye kernel clContext localWorkSize queue
+ + + Parameters: +
ClProgram<Range1D, (ClArray<byte> -> int -> int -> ClArray<byte> -> unit)>
+ -
+ Compiled kernel for fisheye filter application
+
+ + + + clContext + + : + ClContext
+ -
+ Abstraction over OpenCL context
+
+ + + + localWorkSize + + : + int
+ -
+ Local workgroup size
+
+ + + + queue + + : + MailboxProcessor<Msg>
+ -
+ Command queue capable of handling messages of type Msg
+
+ + + + Returns: + MyImage -> MyImage
+
+ Image with type MyImage
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ mirror side kernel clContext localWorkSize queue
+ + + Parameters: +
MirrorDirection
+ -
+ The side to which the image will be reflected
+
+ + + + kernel + + : + ClProgram<Range1D, (ClArray<byte> -> int -> int -> int -> ClArray<byte> -> unit)>
+ -
+ Compiled kernel for reflection application
+
+ + + + clContext + + : + ClContext
+ -
+ Abstraction over OpenCL context
+
+ + + + localWorkSize + + : + int
+ -
+ Local workgroup size
+
+ + + + queue + + : + MailboxProcessor<Msg>
+ -
+ Command queue capable of handling messages of type Msg
+
+ + + + Returns: + MyImage -> MyImage
+
+ Image with type MyImage
+ + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ rotate side kernel clContext localWorkSize queue
+ + + Parameters: +
Side
+ -
+ The side to which the image will be rotated
+
+ + + + kernel + + : + ClProgram<Range1D, (ClArray<byte> -> int -> int -> int -> ClArray<byte> -> unit)>
+ -
+ Compiled kernel for rotation application
+
+ + + + clContext + + : + ClContext
+ -
+ Abstraction over OpenCL context
+
+ + + + localWorkSize + + : + int
+ -
+ Local workgroup size
+
+ + + + queue + + : + MailboxProcessor<Msg>
+ -
+ Command queue capable of handling messages of type Msg
+
+ + + + Returns: + MyImage -> MyImage
+
+ Image with type MyImage
+ + |
+
+
+
+ + ++
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-kernels.html b/docs/reference/imageprocessing-kernels.html
new file mode 100644
index 00000000..277ac806
--- /dev/null
+++ b/docs/reference/imageprocessing-kernels.html
@@ -0,0 +1,426 @@
+
+
+
+
+
+
+
+
+ + ImageArrayProcessing Module +
+ +
+
+
+
+ + + Module with implementation of processing array of images + +
+
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ arrayOfImagesProcessing inputDir outputDir conversion agentMod
+ + + Parameters: +
string
+ -
+ Path to the folder with images
+
+ + + + outputDir + + : + string
+ -
+ Path to save
+
+ + + + conversion + + : + MyImage -> MyImage
+ -
+ Image transformation
+
+ + + + agentMod + + : + AgentStatus
+ -
+ Processing with or without agent assistance
+
+ + + |
+
+
+
+ + ++
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ extensions
+ + + + Returns: + string[]
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ listAllFiles dir
+ + + Parameters: +
string
+
+ + + + Returns: + string list
+
+ + |
+
+
+
+ + ++
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-main.html b/docs/reference/imageprocessing-main.html
new file mode 100644
index 00000000..89dd5a9e
--- /dev/null
+++ b/docs/reference/imageprocessing-main.html
@@ -0,0 +1,292 @@
+
+
+
+
+
+
+
+
+ + Kernels Module +
+ +
+
+
+
+ + + Module with kernels for image processing + +
+
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ edgesKernel
+ + + + Returns: + float32[][]
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ embossKernel
+ + + + Returns: + float32[][]
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ gaussianBlur7x7Kernel
+ + + + Returns: + float32[][]
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ gaussianBlurKernel
+ + + + Returns: + float32[][]
+
+ + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ sharpenKernel
+ + + + Returns: + float32[][]
+
+ + |
+
+
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-myimage-myimage.html b/docs/reference/imageprocessing-myimage-myimage.html
new file mode 100644
index 00000000..8b36f741
--- /dev/null
+++ b/docs/reference/imageprocessing-myimage-myimage.html
@@ -0,0 +1,539 @@
+
+
+
+
+
+
+
+
+ + Main Module +
+ +
+
+
+
+ + + Module for processing console commands + +
+
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ main argv
+ + + Parameters: +
string[]
+
+ + + + Returns: + int
+
+ + |
+
+
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-myimage.html b/docs/reference/imageprocessing-myimage.html
new file mode 100644
index 00000000..705683ff
--- /dev/null
+++ b/docs/reference/imageprocessing-myimage.html
@@ -0,0 +1,452 @@
+
+
+
+
+
+
+
+
+ + MyImage Type +
+ +
+
+
+
+
+
+
+
+ + + Type to represent images + +
+
+
+
+
+
+
+ + Record fields +
+| + Record Field + | ++ Description + | +
| + + | +
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Height
+ + + + Field type: + int
+
+ + |
+
+
|
+
| + + | +
+
|
+
| + + | +
+
|
+
+
+
+
+
+
+
++ Constructors +
+| + Constructor + | ++ Description + | +
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ MyImage(data, width, height, name)
+ + + Parameters: +
byte array
+
+ + + + width + + : + int
+
+ + + + height + + : + int
+
+ + + + name + + : + string
+
+ + + + Returns: + MyImage
+
+ + |
+
+
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-types-agentstatus.html b/docs/reference/imageprocessing-types-agentstatus.html
new file mode 100644
index 00000000..99655c86
--- /dev/null
+++ b/docs/reference/imageprocessing-types-agentstatus.html
@@ -0,0 +1,321 @@
+
+
+
+
+
+
+
+
+ + MyImage Module +
+ +
+
+
+
+ + + Module for working with images + +
+
+
+
+
+
+ + Types +
+| + Type + | ++ Description + | +
|
+ + + + MyImage + + + + |
+ + + | +
+
+
+
+
+
+
+
+
+
+
+
+
++ Functions and values +
+| + Function or value + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ loadAsImage file
+ + + Parameters: +
string
+
+ + + + Returns: + MyImage
+
+ + |
+ + + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ saveImage image file
+ + + Parameters: +
MyImage
+
+ + + + file + + : + string
+
+ + + |
+ + + | +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-types-devices.html b/docs/reference/imageprocessing-types-devices.html
new file mode 100644
index 00000000..5b6be7dc
--- /dev/null
+++ b/docs/reference/imageprocessing-types-devices.html
@@ -0,0 +1,389 @@
+
+
+
+
+
+
+
+
+ + AgentStatus Type +
+ +
+
+
+
+
+
+
+
+
+
+
+
+
+ + + Type for determining the status of an agent + +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-types-mirrordirection.html b/docs/reference/imageprocessing-types-mirrordirection.html
new file mode 100644
index 00000000..751fdeab
--- /dev/null
+++ b/docs/reference/imageprocessing-types-mirrordirection.html
@@ -0,0 +1,321 @@
+
+
+
+
+
+
+
+
+ + Devices Type +
+ +
+
+
+
+
+
+
+ + + Type for defining the executor of transformations + +
+
+
+
+
+
+
+
+
+
+
++ Union cases +
+| + Union case + | ++ Description + | +
| + + | +
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ AnyGpu
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
| + + | +
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Nvidia
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-types-modifications.html b/docs/reference/imageprocessing-types-modifications.html
new file mode 100644
index 00000000..61e7faa1
--- /dev/null
+++ b/docs/reference/imageprocessing-types-modifications.html
@@ -0,0 +1,593 @@
+
+
+
+
+
+
+
+
+ + MirrorDirection Type +
+ +
+
+
+
+
+
+
+ + + Type for determining the direction of image reflection + +
+
+
+
+
+
+
+
+
+
+
++ Union cases +
+| + Union case + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Horizontal
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Vertical
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-types-msg.html b/docs/reference/imageprocessing-types-msg.html
new file mode 100644
index 00000000..2e906132
--- /dev/null
+++ b/docs/reference/imageprocessing-types-msg.html
@@ -0,0 +1,435 @@
+
+
+
+
+
+
+
+
+ + Modifications Type +
+ +
+
+
+
+
+
+
+ + + Type for determining the applied image transformation + +
+
+
+
+
+
+
+
+
+
+
++ Union cases +
+| + Union case + | ++ Description + | +
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ ClockwiseRotation
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ CounterClockwiseRotation
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
| + + | +
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Emboss
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ FishEye
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Gauss5x5
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Gauss7x7
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ MirrorHorizontal
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ MirrorVertical
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Sharpen
+ + + |
+
+
+
+
+
+
+
+ + + + |
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-types-side.html b/docs/reference/imageprocessing-types-side.html
new file mode 100644
index 00000000..0e2287a5
--- /dev/null
+++ b/docs/reference/imageprocessing-types-side.html
@@ -0,0 +1,321 @@
+
+
+
+
+
+
+
+
+ + Msg Type +
+ +
+
+
+
+
+
+
+ + + Type to define a message to be forwarded between agents + +
+
+
+
+
+
+
+
+
+
+
++ Union cases +
+| + Union case + | ++ Description + | +
|
+
+
+
+
+
+
+
+
+ Full Usage:
+
+ EOS AsyncReplyChannel<unit>
+ + + Parameters: +
AsyncReplyChannel<unit>
+
+ + + |
+
+
|
+
|
+
+
+
+
+
+
+ |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Message string
+ + + Parameters: +
string
+
+ + + |
+
+
|
+
|
+
+
+
+
+
+
+
+ Full Usage:
+
+ Path string
+ + + Parameters: +
string
+
+ + + |
+
+
|
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing-types.html b/docs/reference/imageprocessing-types.html
new file mode 100644
index 00000000..427381c5
--- /dev/null
+++ b/docs/reference/imageprocessing-types.html
@@ -0,0 +1,415 @@
+
+
+
+
+
+
+
+
+ + Side Type +
+ +
+
+
+
+
+
+
+
+
+
+
+
+
+ + + Type for determining the rotation side of the image + +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/imageprocessing.html b/docs/reference/imageprocessing.html
new file mode 100644
index 00000000..5087796d
--- /dev/null
+++ b/docs/reference/imageprocessing.html
@@ -0,0 +1,519 @@
+
+
+
+
+
+
+
+
+ + Types Module +
+ +
+
+
+
+ + + Module with necessary algebraic types + +
+
+
+
+
+
++ Types +
+| + Type + | ++ Description + | +
|
+ + + + AgentStatus + + + + |
+ + + | +
|
+ + + + Devices + + + + |
+ + + | +
|
+ + + + MirrorDirection + + + + |
+ + + | +
|
+ + + + Modifications + + + + |
+ + + | +
| + + | ++ + | +
| + + | ++ + | +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docs/reference/index.html b/docs/reference/index.html
new file mode 100644
index 00000000..6e9ee8f5
--- /dev/null
+++ b/docs/reference/index.html
@@ -0,0 +1,209 @@
+
+
+
+
+
+
+
+
+
+
+
+ + ImageProcessing Namespace +
+ +| + Modules + | ++ Description + | +
|
+ + + + Agents + + + + |
+ + + | +
|
+ + + + Arguments + + + + |
+ + + | +
|
+ + + + CpuProcessing + + + + |
+ + + | +
|
+ + + + GpuKernels + + + + |
+ + + | +
|
+ + + + GpuProcessing + + + + |
+ + + | +
|
+ + + + ImageArrayProcessing + + + + |
+ + + | +
|
+ + + + Kernels + + + + |
+ + + | +
| + + | ++ + | +
|
+ + + + MyImage + + + + |
+ + + | +
| + + | ++ + | +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docsSrc/Explanations/Structure.md b/docsSrc/Explanations/Structure.md
new file mode 100644
index 00000000..f427bc88
--- /dev/null
+++ b/docsSrc/Explanations/Structure.md
@@ -0,0 +1,10 @@
+---
+title: Structure
+category: Explanations
+categoryindex: 3
+index: 1
+---
+
+# Structure of ImageProcessing library
+
+
\ No newline at end of file
diff --git a/docsSrc/How_Tos/Code.md b/docsSrc/How_Tos/Code.md
new file mode 100644
index 00000000..eb44f748
--- /dev/null
+++ b/docsSrc/How_Tos/Code.md
@@ -0,0 +1,78 @@
+---
+title: How to code
+category: Guides
+categoryindex: 1
+index: 100
+---
+
+# How to code
+
+In this tutorial, we will look at how to work with the ImageProcessing library using code rather than console commands.
+
+## Installing ImageProcessing
+
+```sh
+> dotnet add package LeonidLodygin.ImageProcessing --version 1.0.0
+```
+
+
+
+
+
+
+ + API Reference +
++ Available Namespaces: +
+| + Namespace + | ++ Description + | +
| + + ImageProcessing + + | ++ |
+
+
+Load your image using the `loadAsImage` function from the `MyImage` module.
+
+```sh
+let image = loadAsImage "path to the image"
+```
+
+For CPU and GPU the list of transforms is identical, decide what you want to process your image on and select the appropriate function to process from the `CpuProcessing` module or the `GpuProcessing` module respectively.
+
+### In the case of CPU processing:
+
+Apply the fisheye filter to the uploaded image.
+
+```sh
+let newImage = fishEye image
+```
+
+Don't forget to save the processed image using the saveImage function from the `MyImage` module!
+
+```sh
+let newImage = saveImage "path"
+```
+
+### In the case of GPU processing:
+
+In the case of GPU processing, you have to go through a few extra steps to achieve your goal:
+
+Prepare OpenCl context and queue(from `Brahma.FSharp` module):
+
+```sh
+let clContext = ClContext(ClDevice.GetFirstAppropriateDevice(device))
+let queue = clContext.QueueProvider.CreateQueue()
+```
+
+Compile the kernel to apply the filter using the `fishEyeKernel` function from the `GpuKernels` module:
+
+```sh
+let fishKernel = fishEyeKernel clContext
+```
+
+Process the image using the `fishEye` function from the `GpuProcessing` module:
+
+```sh
+let newImage = fishEye fishKernel clContext 64 queue image
+```
+
+Don't forget to save the new image:
+
+```sh
+let newImage = saveImage "path"
+```
+
++ NOTE: The library uses .NET 7.0. Make sure your application complies with this requirement. +
+
+
diff --git a/docsSrc/Tutorials/Tutorial.md b/docsSrc/Tutorials/Tutorial.md
new file mode 100644
index 00000000..ec210940
--- /dev/null
+++ b/docsSrc/Tutorials/Tutorial.md
@@ -0,0 +1,66 @@
+---
+title: Get Started
+category: Tutorials
+categoryindex: 0
+index: 100
+---
+
+# Get Started
+
+In this tutorial we will look at how to get started with the ImageProcessing library and process your first images.
+
+## Installing ImageProcessing
+
+```sh
+> dotnet add package LeonidLodygin.ImageProcessing --version 1.0.0
+```
+
+## Processing of images
+
+### Prepare your images
+
+Decide on the image you want to process. You can also process several images at once, in which case specify the path to the directory with your images.
+
+In the command line parameter "-i" use the path to the image, for "-o" use the path where you want to save the image.
++ For more info about GPU processing please check Brahma +
+
+
+
+### Choose the desired modifications
+
+Decide on the modifications you want to apply to the image. Here is a complete list of available modifications:
+
+- Gauss5x5
+- Gauss7x7
+- Edges
+- Sharpen
+- Emboss
+- ClockwiseRotation
+- CounterClockwiseRotation
+- MirrorVertical
+- MirrorHorizontal
+- FishEye
+
+Use the selected modification or modification list for the "-mod" parameter.
+
+### CPU or GPU processing?
+
+By default, all processing will be done at the expense of the CPU. If you want to process images using GPGPU, use the "-gpu" parameter (if the device has a video card):
+
+- AnyGpu
+- Nvidia
+- Amd
+- Intel
+
+### How many logical cores does your system have?
+
+In the case of processing a large number of images, it would be logical to utilize the parallel processing power of your device. To do this, use the "-ag" or "-sag" parameter. The "-ag" parameter will split image processing and saving tasks into two separate computational threads. The "-sag" parameter will allocate the number of threads you need to process and save images independently. For this parameter you should specify the number of threads you need.
+
+### Let's start processing!
+
+The end result may look like the following:
+```sh
+> dotnet run -i *input path* -o *output path* -mod FishEye -gpu AnyGpu
+```
\ No newline at end of file
diff --git a/docsSrc/_menu-item_template.html b/docsSrc/_menu-item_template.html
new file mode 100644
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--- /dev/null
+++ b/docsSrc/_menu-item_template.html
@@ -0,0 +1 @@
++ NOTE: Do not use the same directory as your images for saving, if you do, you will lose the original images! +
+
+ {{fsdocs-content}}
+ {{fsdocs-tooltips}}
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/docsSrc/content/fsdocs-custom.css b/docsSrc/content/fsdocs-custom.css
new file mode 100644
index 00000000..c2da89ad
--- /dev/null
+++ b/docsSrc/content/fsdocs-custom.css
@@ -0,0 +1,15 @@
+.fsharp-icon-logo {
+ width: 25px;
+ margin-top: -2px;
+ -webkit-filter: grayscale(100%) brightness(1) invert(1); /* Safari 6.0 - 9.0 */
+ filter: grayscale(100%) brightness(1) invert(1);
+}
+
+
+body .navbar .dropdown-menu .active .bi {
+ display: block !important;
+}
+
+nav.navbar .dropdown-item img.fsharp-icon-logo {
+ margin-right: 0px;
+}
\ No newline at end of file
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new file mode 100644
index 00000000..001b6530
--- /dev/null
+++ b/docsSrc/content/fsdocs-dark.css
@@ -0,0 +1,50 @@
+@import url('https://raw.githubusercontent.com/tonsky/FiraCode/fixed/distr/fira_code.css');
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+ Formatting for page & standard document content
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+
+
+.fsdocs-source-link img {
+ -webkit-filter: grayscale(100%) brightness(1) invert(1); /* Safari 6.0 - 9.0 */
+ filter: grayscale(100%) brightness(1) invert(1);
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\ No newline at end of file
diff --git a/docsSrc/content/fsdocs-light.css b/docsSrc/content/fsdocs-light.css
new file mode 100644
index 00000000..474512dc
--- /dev/null
+++ b/docsSrc/content/fsdocs-light.css
@@ -0,0 +1,43 @@
+@import url('https://fonts.googleapis.com/css2?family=Hind+Vadodara&family=Roboto+Mono&display=swap');
+/*--------------------------------------------------------------------------
+ Formatting for page & standard document content
+/*--------------------------------------------------------------------------*/
+
+:root {
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diff --git a/docsSrc/content/fsdocs-main.css b/docsSrc/content/fsdocs-main.css
new file mode 100644
index 00000000..a1748d2f
--- /dev/null
+++ b/docsSrc/content/fsdocs-main.css
@@ -0,0 +1,604 @@
+@import url('https://fonts.googleapis.com/css2?family=Hind+Vadodara&family=Roboto+Mono&display=swap');
+/*--------------------------------------------------------------------------
+ Formatting for page & standard document content
+/*--------------------------------------------------------------------------*/
+
+body {
+ font-family: 'Hind Vadodara', sans-serif;
+ /* padding-top: 0px;
+ padding-bottom: 40px;
+*/
+}
+
+blockquote {
+ margin: 0 1em 0 0.25em;
+ margin-top: 0px;
+ margin-right: 1em;
+ margin-bottom: 0px;
+ margin-left: 0.25em;
+ padding: 0 .75em 0 1em;
+ border-left: 1px solid #777;
+ border-right: 0px solid #777;
+}
+
+/* Format the heading - nicer spacing etc. */
+.masthead {
+ overflow: hidden;
+}
+
+ .masthead .muted a {
+ text-decoration: none;
+ color: #999999;
+ }
+
+ .masthead ul, .masthead li {
+ margin-bottom: 0px;
+ }
+
+ .masthead .nav li {
+ margin-top: 15px;
+ font-size: 110%;
+ }
+
+ .masthead h3 {
+ margin-top: 15px;
+ margin-bottom: 5px;
+ font-size: 170%;
+ }
+
+/*--------------------------------------------------------------------------
+ Formatting fsdocs-content
+/*--------------------------------------------------------------------------*/
+
+/* Change font sizes for headings etc. */
+#fsdocs-content h1 {
+ margin: 30px 0px 15px 0px;
+ /* font-weight: 400; */
+ font-size: 2rem;
+ letter-spacing: 1.78px;
+ line-height: 2.5rem;
+ font-weight: 400;
+}
+
+#fsdocs-content h2 {
+ font-size: 1.6rem;
+ margin: 20px 0px 10px 0px;
+ font-weight: 400;
+}
+
+#fsdocs-content h3 {
+ font-size: 1.2rem;
+ margin: 15px 0px 10px 0px;
+ font-weight: 400;
+}
+
+#fsdocs-content hr {
+ margin: 0px 0px 20px 0px;
+}
+
+#fsdocs-content li {
+ font-size: 1.0rem;
+ line-height: 1.375rem;
+ letter-spacing: 0.01px;
+ font-weight: 500;
+ margin: 0px 0px 15px 0px;
+}
+
+#fsdocs-content p {
+ font-size: 1.0rem;
+ line-height: 1.375rem;
+ letter-spacing: 0.01px;
+ font-weight: 500;
+ color: var(--fsdocs-text-color);;
+}
+
+#fsdocs-content a:not(.btn) {
+ color: #4974D1;
+}
+/* remove the default bootstrap bold on dt elements */
+#fsdocs-content dt {
+ font-weight: normal;
+}
+
+
+
+/*--------------------------------------------------------------------------
+ Formatting tables in fsdocs-content, using learn.microsoft.com tables
+/*--------------------------------------------------------------------------*/
+
+#fsdocs-content .table {
+ table-layout: auto;
+ width: 100%;
+ font-size: 0.875rem;
+}
+
+ #fsdocs-content .table caption {
+ font-size: 0.8rem;
+ font-weight: 600;
+ letter-spacing: 2px;
+ text-transform: uppercase;
+ padding: 1.125rem;
+ border-width: 0 0 1px;
+ border-style: solid;
+ border-color: #e3e3e3;
+ text-align: right;
+ }
+
+ #fsdocs-content .table td,
+ #fsdocs-content .table th {
+ display: table-cell;
+ word-wrap: break-word;
+ padding: 0.75rem 1rem 0.75rem 0rem;
+ line-height: 1.5;
+ vertical-align: top;
+ border-top: 1px solid #e3e3e3;
+ border-right: 0;
+ border-left: 0;
+ border-bottom: 0;
+ border-style: solid;
+ }
+
+ /* suppress the top line on inner lists such as tables of exceptions */
+ #fsdocs-content .table .fsdocs-exception-list td,
+ #fsdocs-content .table .fsdocs-exception-list th {
+ border-top: 0
+ }
+
+ #fsdocs-content .table td p:first-child,
+ #fsdocs-content .table th p:first-child {
+ margin-top: 0;
+ }
+
+ #fsdocs-content .table td.nowrap,
+ #fsdocs-content .table th.nowrap {
+ white-space: nowrap;
+ }
+
+ #fsdocs-content .table td.is-narrow,
+ #fsdocs-content .table th.is-narrow {
+ width: 15%;
+ }
+
+ #fsdocs-content .table th:not([scope='row']) {
+ border-top: 0;
+ border-bottom: 1px;
+ }
+
+ #fsdocs-content .table > caption + thead > tr:first-child > td,
+ #fsdocs-content .table > colgroup + thead > tr:first-child > td,
+ #fsdocs-content .table > thead:first-child > tr:first-child > td {
+ border-top: 0;
+ }
+
+ #fsdocs-content .table table-striped > tbody > tr:nth-of-type(odd) {
+ background-color: var(--box-shadow-light);
+ }
+
+ #fsdocs-content .table.min {
+ width: unset;
+ }
+
+ #fsdocs-content .table.is-left-aligned td:first-child,
+ #fsdocs-content .table.is-left-aligned th:first-child {
+ padding-left: 0;
+ }
+
+ #fsdocs-content .table.is-left-aligned td:first-child a,
+ #fsdocs-content .table.is-left-aligned th:first-child a {
+ outline-offset: -0.125rem;
+ }
+
+@media screen and (max-width: 767px), screen and (min-resolution: 120dpi) and (max-width: 767.9px) {
+ #fsdocs-content .table.is-stacked-mobile td:nth-child(1) {
+ display: block;
+ width: 100%;
+ padding: 1rem 0;
+ }
+
+ #fsdocs-content .table.is-stacked-mobile td:not(:nth-child(1)) {
+ display: block;
+ border-width: 0;
+ padding: 0 0 1rem;
+ }
+}
+
+#fsdocs-content .table.has-inner-borders th,
+#fsdocs-content .table.has-inner-borders td {
+ border-right: 1px solid #e3e3e3;
+}
+
+ #fsdocs-content .table.has-inner-borders th:last-child,
+ #fsdocs-content .table.has-inner-borders td:last-child {
+ border-right: none;
+ }
+
+.fsdocs-entity-list .fsdocs-entity-name {
+ width: 25%;
+ font-weight: bold;
+}
+
+.fsdocs-member-list .fsdocs-member-usage {
+ width: 35%;
+}
+
+/*--------------------------------------------------------------------------
+ Formatting xmldoc sections in fsdocs-content
+/*--------------------------------------------------------------------------*/
+
+.fsdocs-xmldoc, .fsdocs-entity-xmldoc, .fsdocs-member-xmldoc {
+ font-size: 1.0rem;
+ line-height: 1.375rem;
+ letter-spacing: 0.01px;
+ font-weight: 500;
+ color: var(--fsdocs-text-color);;
+}
+
+.fsdocs-xmldoc h1 {
+ font-size: 1.2rem;
+ margin: 10px 0px 0px 0px;
+}
+
+.fsdocs-xmldoc h2 {
+ font-size: 1.2rem;
+ margin: 10px 0px 0px 0px;
+}
+
+.fsdocs-xmldoc h3 {
+ font-size: 1.1rem;
+ margin: 10px 0px 0px 0px;
+}
+
+/* #fsdocs-nav .searchbox {
+ margin-top: 30px;
+ margin-bottom: 30px;
+} */
+
+#fsdocs-nav img.logo{
+ width:90%;
+ /* height:140px; */
+ /* margin:10px 0px 0px 20px; */
+ margin-top:40px;
+ border-style:none;
+}
+
+#fsdocs-nav input{
+ /* margin-left: 20px; */
+ margin-right: 20px;
+ margin-top: 20px;
+ margin-bottom: 20px;
+ width: 93%;
+ -webkit-border-radius: 0;
+ border-radius: 0;
+}
+
+#fsdocs-nav {
+ /* margin-left: -5px; */
+ /* width: 90%; */
+ font-size:0.95rem;
+}
+
+#fsdocs-nav li.nav-header{
+ /* margin-left: -5px; */
+ /* width: 90%; */
+ padding-left: 0;
+ color: var(--fsdocs-text-color);;
+ text-transform: none;
+ font-size:16px;
+ margin-top: 9px;
+ font-weight: bold;
+}
+
+#fsdocs-nav a{
+ padding-left: 0;
+ color: #6c6c6d;
+ /* margin-left: 5px; */
+ /* width: 90%; */
+}
+
+/*--------------------------------------------------------------------------
+ Formatting pre and code sections in fsdocs-content (code highlighting is
+ further below)
+/*--------------------------------------------------------------------------*/
+
+#fsdocs-content code {
+ /* font-size: 0.83rem; */
+ font: 0.85rem 'Roboto Mono', monospace;
+ background-color: #f7f7f900;
+ border: 0px;
+ padding: 0px;
+ /* word-wrap: break-word; */
+ /* white-space: pre; */
+}
+
+/* omitted */
+#fsdocs-content span.omitted {
+ background: #3c4e52;
+ border-radius: 5px;
+ color: #808080;
+ padding: 0px 0px 1px 0px;
+}
+
+#fsdocs-content pre .fssnip code {
+ font: 0.86rem 'Roboto Mono', monospace;
+}
+
+#fsdocs-content table.pre,
+#fsdocs-content pre.fssnip,
+#fsdocs-content pre {
+ line-height: 13pt;
+ border: 0px solid var(--fsdocs-pre-border-color);
+ border-top: 0px solid var(--fsdocs-pre-border-color-top);
+ border-collapse: separate;
+ white-space: pre;
+ font: 0.86rem 'Roboto Mono', monospace;
+ width: 100%;
+ margin: 10px 0px 20px 0px;
+ background-color: var(--fsdocs-pre-background-color);
+ padding: 10px;
+ border-radius: 5px;
+ color: var(--fsdocs-pre-color);
+ max-width: none;
+ box-sizing: border-box;
+}
+
+#fsdocs-content pre.fssnip code {
+ font: 0.86rem 'Roboto Mono', monospace;
+ font-weight: 600;
+}
+
+#fsdocs-content table.pre {
+ background-color: var(--fsdocs-table-pre-background-color);;
+}
+
+#fsdocs-content table.pre pre {
+ padding: 0px;
+ margin: 0px;
+ border-radius: 0px;
+ width: 100%;
+ background-color: var(--fsdocs-table-pre-background-color);
+ color: var(--fsdocs-table-pre-color);
+}
+
+#fsdocs-content table.pre td {
+ padding: 0px;
+ white-space: normal;
+ margin: 0px;
+ width: 100%;
+}
+
+#fsdocs-content table.pre td.lines {
+ width: 30px;
+}
+
+
+#fsdocs-content pre {
+ word-wrap: inherit;
+}
+
+.fsdocs-example-header {
+ font-size: 1.0rem;
+ line-height: 1.375rem;
+ letter-spacing: 0.01px;
+ font-weight: 700;
+ color: var(--fsdocs-text-color);;
+}
+
+/*--------------------------------------------------------------------------
+ Formatting github source links
+/*--------------------------------------------------------------------------*/
+
+.fsdocs-source-link {
+ float: right;
+ text-decoration: none;
+}
+
+ .fsdocs-source-link img {
+ border-style: none;
+ margin-left: 10px;
+ width: auto;
+ height: 1.4em;
+ }
+
+ .fsdocs-source-link .hover {
+ display: none;
+ }
+
+ .fsdocs-source-link:hover .hover {
+ display: block;
+ }
+
+ .fsdocs-source-link .normal {
+ display: block;
+ }
+
+ .fsdocs-source-link:hover .normal {
+ display: none;
+ }
+
+/*--------------------------------------------------------------------------
+ Formatting logo
+/*--------------------------------------------------------------------------*/
+
+#fsdocs-logo {
+ width:40px;
+ height:40px;
+ margin:10px 0px 0px 0px;
+ border-style:none;
+}
+
+/*--------------------------------------------------------------------------
+
+/*--------------------------------------------------------------------------*/
+
+#fsdocs-content table.pre pre {
+ padding: 0px;
+ margin: 0px;
+ border: none;
+}
+
+/*--------------------------------------------------------------------------
+ Remove formatting from links
+/*--------------------------------------------------------------------------*/
+
+#fsdocs-content h1 a,
+#fsdocs-content h1 a:hover,
+#fsdocs-content h1 a:focus,
+#fsdocs-content h2 a,
+#fsdocs-content h2 a:hover,
+#fsdocs-content h2 a:focus,
+#fsdocs-content h3 a,
+#fsdocs-content h3 a:hover,
+#fsdocs-content h3 a:focus,
+#fsdocs-content h4 a,
+#fsdocs-content h4 a:hover, #fsdocs-content
+#fsdocs-content h4 a:focus,
+#fsdocs-content h5 a,
+#fsdocs-content h5 a:hover,
+#fsdocs-content h5 a:focus,
+#fsdocs-content h6 a,
+#fsdocs-content h6 a:hover,
+#fsdocs-content h6 a:focus {
+ color: var(--fsdocs-text-color);;
+ text-decoration: none;
+ text-decoration-style: none;
+ /* outline: none */
+}
+
+/*--------------------------------------------------------------------------
+ Formatting for F# code snippets
+/*--------------------------------------------------------------------------*/
+
+.fsdocs-param-name,
+.fsdocs-return-name,
+.fsdocs-param {
+ font-weight: 900;
+ font-size: 0.85rem;
+ font-family: 'Roboto Mono', monospace;
+}
+/* strings --- and stlyes for other string related formats */
+#fsdocs-content span.s {
+ color: var(--fsdocs-code-strings-color);
+}
+/* printf formatters */
+#fsdocs-content span.pf {
+ color: var(--fsdocs-code-printf-color);
+}
+/* escaped chars */
+#fsdocs-content span.e {
+ color: var(--fsdocs-code-escaped-color);
+}
+
+/* identifiers --- and styles for more specific identifier types */
+#fsdocs-content span.id {
+ color: var(--fsdocs-identifiers-color);;
+}
+/* module */
+#fsdocs-content span.m {
+ color:var(--fsdocs-code-module-color);
+}
+/* reference type */
+#fsdocs-content span.rt {
+ color: var(--fsdocs-code-reference-color);
+}
+/* value type */
+#fsdocs-content span.vt {
+ color: var(--fsdocs-code-value-color);
+}
+/* interface */
+#fsdocs-content span.if {
+ color: var(--fsdocs-code-interface-color);
+}
+/* type argument */
+#fsdocs-content span.ta {
+ color: var(--fsdocs-code-typearg-color);
+}
+/* disposable */
+#fsdocs-content span.d {
+ color: var(--fsdocs-code-disposable-color);
+}
+/* property */
+#fsdocs-content span.prop {
+ color: var(--fsdocs-code-property-color);
+}
+/* punctuation */
+#fsdocs-content span.p {
+ color: var(--fsdocs-code-punctuation-color);
+}
+#fsdocs-content span.pn {
+ color: var(--fsdocs-code-punctuation2-color);
+}
+/* function */
+#fsdocs-content span.f {
+ color: var(--fsdocs-code-function-color);
+}
+#fsdocs-content span.fn {
+ color: var(--fsdocs-code-function2-color);
+}
+/* active pattern */
+#fsdocs-content span.pat {
+ color: var(--fsdocs-code-activepattern-color);
+}
+/* union case */
+#fsdocs-content span.u {
+ color: var(--fsdocs-code-unioncase-color);
+}
+/* enumeration */
+#fsdocs-content span.e {
+ color: var(--fsdocs-code-enumeration-color);
+}
+/* keywords */
+#fsdocs-content span.k {
+ color: var(--fsdocs-code-keywords-color);
+ /* font-weight: bold; */
+}
+/* comment */
+#fsdocs-content span.c {
+ color: var(--fsdocs-code-comment-color);
+ font-weight: 400;
+ font-style: italic;
+}
+/* operators */
+#fsdocs-content span.o {
+ color: var(--fsdocs-code-operators-color);
+}
+/* numbers */
+#fsdocs-content span.n {
+ color: var(--fsdocs-code-numbers-color);
+}
+/* line number */
+#fsdocs-content span.l {
+ color: var(--fsdocs-code-linenumbers-color);
+}
+/* mutable var or ref cell */
+#fsdocs-content span.v {
+ color: var(--fsdocs-code-mutable-color);
+ font-weight: bold;
+}
+/* inactive code */
+#fsdocs-content span.inactive {
+ color: var(--fsdocs-code-inactive-color);
+}
+/* preprocessor */
+#fsdocs-content span.prep {
+ color: var(--fsdocs-code-preprocessor-color);
+}
+/* fsi output */
+#fsdocs-content span.fsi {
+ color: var(--fsdocs-code-fsioutput-color);
+}
+
+/* tool tip */
+div.fsdocs-tip {
+ background: #475b5f;
+ border-radius: 4px;
+ font: 0.85rem 'Roboto Mono', monospace;
+ padding: 6px 8px 6px 8px;
+ display: none;
+ color: var(--fsdocs-code-tooltip-color);
+ pointer-events: none;
+}
+
+ div.fsdocs-tip code {
+ color: var(--fsdocs-code-tooltip-color);
+ font: 0.85rem 'Roboto Mono', monospace;
+ }
\ No newline at end of file
diff --git a/docsSrc/content/navbar-fixed-left.css b/docsSrc/content/navbar-fixed-left.css
new file mode 100644
index 00000000..28e4c574
--- /dev/null
+++ b/docsSrc/content/navbar-fixed-left.css
@@ -0,0 +1,91 @@
+/* CSS for Bootstrap 5 Fixed Left Sidebar Navigation */
+
+
+
+@media (min-width: 992px){
+
+ body {
+ padding-left: 300px;
+ padding-right: 60px;
+ }
+
+ #fsdocs-logo {
+ width:140px;
+ height:140px;
+ margin:10px 0px 0px 0px;
+ border-style:none;
+ }
+
+
+ nav.navbar {
+ position: fixed;
+ left: 0;
+ width: 300px;
+ bottom: 0;
+ top: 0;
+ overflow-y: auto;
+ overflow-x: hidden;
+ display: block;
+ border-right: 1px solid #cecece;
+ }
+
+ nav.navbar>.container {
+ flex-direction: column;
+ padding: 0;
+ }
+
+ nav.navbar .navbar-nav {
+ flex-direction: column;
+ }
+ nav.navbar .navbar-collapse {
+ width: 100%;
+ }
+
+ nav.navbar .navbar-nav {
+ width: 100%;
+ }
+
+ nav.navbar .navbar-nav .dropdown-menu {
+ position: static;
+ display: block;
+ }
+
+ nav.navbar .dropdown {
+ margin-bottom: 5px;
+ font-size: 14px;
+ }
+
+ nav.navbar .dropdown-item {
+ white-space: normal;
+ font-size: 14px;
+ vertical-align: middle;
+ }
+
+ nav.navbar .dropdown-item img {
+ margin-right: 5px;
+ }
+
+ nav.navbar .dropdown-toggle {
+ cursor: default;
+ }
+
+ nav.navbar .dropdown-menu {
+ border-radius: 0;
+ border-left: 0;
+ border-right: 0;
+ }
+
+ nav.navbar .dropdown-toggle:not(#bd-theme)::after {
+ display: none;
+ }
+
+ .dropdown-menu[data-bs-popper] {
+ top: auto;
+ left: auto;
+ margin-top: auto;
+ }
+
+ .nav-link:focus, .nav-link:hover {
+ color: auto;
+ }
+}
\ No newline at end of file
diff --git a/docsSrc/content/theme-toggle.js b/docsSrc/content/theme-toggle.js
new file mode 100644
index 00000000..c208c082
--- /dev/null
+++ b/docsSrc/content/theme-toggle.js
@@ -0,0 +1,68 @@
+/*!
+ * Color mode toggler for Bootstrap's docs (https://getbootstrap.com/)
+ * Copyright 2011-2022 The Bootstrap Authors
+ * Licensed under the Creative Commons Attribution 3.0 Unported License.
+ */
+
+(() => {
+ 'use strict'
+
+ const storedTheme = localStorage.getItem('theme')
+
+ const getPreferredTheme = () => {
+ if (storedTheme) {
+ return storedTheme
+ }
+
+ return window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'
+ }
+
+ const setTheme = function (theme) {
+ const fsdocsTheme = document.getElementById("fsdocs-theme")
+ const re = /fsdocs-.*.css/
+ if (theme === 'auto' && window.matchMedia('(prefers-color-scheme: dark)').matches) {
+ document.documentElement.setAttribute('data-bs-theme', 'dark')
+ fsdocsTheme.setAttribute("href", fsdocsTheme.getAttribute("href").replace(re,"fsdocs-dark.css"))
+
+ } else {
+ document.documentElement.setAttribute('data-bs-theme', theme)
+
+ fsdocsTheme.setAttribute("href", fsdocsTheme.getAttribute("href").replace(re,`fsdocs-${theme}.css`))
+ }
+ }
+
+ setTheme(getPreferredTheme())
+
+ const showActiveTheme = theme => {
+ const activeThemeIcon = document.getElementById('theme-icon-active')
+ const btnToActive = document.querySelector(`[data-bs-theme-value="${theme}"]`)
+ const svgOfActiveBtn = btnToActive.querySelector('i').getAttribute('class')
+
+ document.querySelectorAll('[data-bs-theme-value]').forEach(element => {
+ element.classList.remove('active')
+ })
+
+ btnToActive.classList.add('active')
+ activeThemeIcon.setAttribute('class', svgOfActiveBtn)
+ }
+
+ window.matchMedia('(prefers-color-scheme: dark)').addEventListener('change', () => {
+ if (storedTheme !== 'light' || storedTheme !== 'dark') {
+ setTheme(getPreferredTheme())
+ }
+ })
+
+ window.addEventListener('DOMContentLoaded', () => {
+ showActiveTheme(getPreferredTheme())
+
+ document.querySelectorAll('[data-bs-theme-value]')
+ .forEach(toggle => {
+ toggle.addEventListener('click', () => {
+ const theme = toggle.getAttribute('data-bs-theme-value')
+ localStorage.setItem('theme', theme)
+ setTheme(theme)
+ showActiveTheme(theme)
+ })
+ })
+ })
+})()
\ No newline at end of file
diff --git a/docsSrc/index.md b/docsSrc/index.md
new file mode 100644
index 00000000..3e2b7291
--- /dev/null
+++ b/docsSrc/index.md
@@ -0,0 +1,41 @@
+## What is ImageProcessing?
+
+A library for image processing using GPGPU and agents for parallel computing.
+
+---
+
+
+
\ No newline at end of file
diff --git a/images/Structure.png b/images/Structure.png
new file mode 100644
index 00000000..b1db1e30
Binary files /dev/null and b/images/Structure.png differ
diff --git a/images/example.jpg b/images/example.jpg
new file mode 100644
index 00000000..c0fd8935
Binary files /dev/null and b/images/example.jpg differ
diff --git a/images/processed.jpg b/images/processed.jpg
new file mode 100644
index 00000000..252ca4fe
Binary files /dev/null and b/images/processed.jpg differ
diff --git a/src/Directory.Build.props b/src/Directory.Build.props
index a841d7e5..1ea6fcf3 100644
--- a/src/Directory.Build.props
+++ b/src/Directory.Build.props
@@ -2,6 +2,7 @@
+
+
+
+
+
+
+ Tutorials
+How to get started with ImageProcessing
+
+
+
+
+
+
+
+ How-To Guides
+Learn how to work with the ImageProcessing library directly in your code
+
+
+
+
+
+
+
+ Explanations
+Learn about the structure of the library
+