Create /docs + installer

docs/.gitignore

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+# Remove if certain files are committed on purpose
+.pio/
+.vscode/
+.code-workspace
+/sd-card/htm./.vscode/
+/code/build
+/code/.helper
+/sd-card/html/debug/
+/firmware/
+version.txt
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+/dist_old_ota
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+CMakeCache.txt
+CMakeFiles
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+cmake_install.cmake
+install_manifest.txt
+compile_commands.json
+CTestTestfile.cmake
+_deps
+code/edgeAI.code-workspace
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docs/.gitmodules

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+[submodule "code/components/esp32-camera"]
+	path = code/components/esp32-camera
+	url = https://github.com/espressif/esp32-camera.git
+[submodule "code/components/esp-nn"]
+	path = code/components/esp-nn
+	url = https://github.com/espressif/esp-nn.git
+[submodule "code/components/tflite-micro-esp-examples"]
+	path = code/components/tflite-micro-esp-examples
+	url = https://github.com/espressif/tflite-micro-esp-examples.git

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docs/images/icon/readme.md

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docs/index.html

@@ -0,0 +1,95 @@
+<html>
+   <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@4.3.1/dist/css/bootstrap.min.css" integrity="sha384-ggOyR0iXCbMQv3Xipma34MD+dH/1fQ784/j6cY/iJTQUOhcWr7x9JvoRxT2MZw1T" crossorigin="anonymous">
+   <script
+      type="module"
+      src="https://unpkg.com/esp-web-tools@9.0.3/dist/web/install-button.js?module"
+      ></script>
+   <body style="
+        padding: 20px;
+        padding-left: 60px;
+        padding-right: 60px;
+   ">
+      <h1 id="welcome-to-the-ai-on-the-edge-device">Welcome to the AI-on-the-edge-device</h1>
+      <p>Artificial intelligence based systems have been established in our every days live. Just think of speech or image recognition. Most of the systems relay on either powerful processors or a direct connection to the cloud for doing the calculations up there. With the increasing power of modern processors the AI systems are coming closer to the end user - which is usually called <strong>edge computing</strong>.
+         Here this edge computing is brought into a practical oriented example, where a AI network is implemented on a ESP32 device so: <strong>AI on the edge</strong>.
+      </p>
+      <p>This projects allows you to digitalize your <strong>analoge</strong> water, gas, power and other meters using cheap and easily available hardware.</p>
+      <p>All you need is an <a href="https://github.com/jomjol/AI-on-the-edge-device/wiki/Hardware-Compatibility">ESP32 board with a supported camera</a> and a bit of a practical hand.</p>
+      <p><img src="images/esp32-cam.png" width="200"></p>
+      <h2 id="key-features">Key features</h2>
+      <ul>
+         <li><strong>Small</strong> and <strong>cheap</strong> device (3x4.5x2 cm³, &lt; 10 EUR)</li>
+         <li>camera and illumination integrated</li>
+         <li>Web surface for administration and control</li>
+         <li>OTA-Interface to update directly through the web interface</li>
+         <li>API for easy integration</li>
+         <li>Inline Image processing (feature detection, alignment, ROI extraction)</li>
+         <li>Tensorflow Lite (TFlite) integration - including easy to use wrapper</li>
+      </ul>
+      <h2 id="workflow">Workflow</h2>
+      <p>The device takes a photo of your meter at a defined interval. It then extracts the Regions of Interest (ROI&#39;s) out of it and runs them through an artificial inteligence. As a result, you get the digitalized value of your meter.</p>
+      <p>There are several options what to do with that value. Either send it to a MQTT broker, write it to an InfluxDb or simply provide it throug a REST API.</p>
+      <p><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/idea.jpg" width="600"> </p>
+      <h2 id="impressions">Impressions</h2>
+      <h3 id="ai-on-the-edge-device-on-a-water-meter">AI-on-the-edge-device on a Water Meter</h3>
+      <p><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/watermeter_all.jpg" width="200"><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/main.jpg" width="200"><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/size.png" width="200"> </p>
+      <h3 id="web-interface-water-meter-">Web Interface (Water Meter)</h3>
+      <p><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/watermeter.jpg" width="600"> </p>
+      <h3 id="ai-on-the-edge-device-on-a-electrical-power-meter">AI-on-the-edge-device on a Electrical Power Meter</h3>
+      <p><img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/powermeter.jpg" width="600"> </p>
+      <h2 id="setup">Setup</h2>
+      <p>There is a growing <a href="https://github.com/jomjol/AI-on-the-edge-device/wiki">wiki</a> which provides you with a lot of information.
+         Head there to get a start, set it up and configure it.
+      </p>
+      <p>There are also a articles in the German Heise magazine &quot;make:&quot; about the setup and the technical background (behind a paywall) : <a href="https://www.heise.de/select/make/2021/2/2103513300897420296">DIY - Setup</a></p>
+      <p>For further background information, head to <a href="https://www.heise.de/select/make/2021/6/2126410443385102621">Neural Networks</a>, <a href="https://www.heise.de/select/make/2022/1/2134114065999161585">Training Neural Networks</a> and <a href="https://www.heise.de/select/make/2022/2/2204010051597422030">Programming on the ESP32</a> </p>
+     
+      <h2 id="download">Download</h2>
+      <p>The latest available version is available on the <a href="https://github.com/jomjol/AI-on-the-edge-device/releases">Releases page</a>.</p>
+      <p>Initially you will have to flash it through an USB connection. Later an update is possible directly over the Air (OTA).<br><br>... or use the </p>
+      
+      <h2 id="install">Webinstaller and Console</h2>
+      <p>
+        <esp-web-install-button
+        manifest="manifest.json"
+        ></esp-web-install-button>
+      </p>
+      <p style="font-size: small;">(AI-on-the-edge-device Installer powered by ESP Web Tools)</p>
+      
+      
+      <h2 id="casing">Casing</h2>
+      <p>A 3d-printable housing can be found here:</p>
+      <ul>
+         <li><a href="https://www.thingiverse.com/thing:4573481">https://www.thingiverse.com/thing:4573481</a> (Water Meter)</li>
+         <li><a href="https://www.thingiverse.com/thing:5028229">https://www.thingiverse.com/thing:5028229</a> (Power Meter)</li>
+         <li><a href="https://www.thingiverse.com/thing:4571627">https://www.thingiverse.com/thing:4571627</a> (ESP32-Cam housing only)</li>
+      </ul>
+      <h2 id="build-it-yourself">Build it yourself</h2>
+      <p>See <a href="code/README.md">Build Instructions</a>.</p>
+      <h2 id="donate">Donate</h2>
+      <p>If you would like to support the developer with a cup of coffee you can do that via <a href="https://www.paypal.com/donate?hosted_button_id=8TRSVYNYKDSWL">Paypal</a>.</p>
+      <p>
+      <form action="https://www.paypal.com/donate" method="post" target="_top">
+         </p>
+         <p><input type="hidden" name="hosted_button_id" value="8TRSVYNYKDSWL" /></p>
+         <p><input type="image" src="https://www.paypalobjects.com/en_US/DK/i/btn/btn_donateCC_LG.gif" border="0" name="submit" title="PayPal - The safer, easier way to pay online!" alt="Donate with PayPal button" />
+            <img alt="" border="0" src="https://www.paypal.com/en_DE/i/scr/pixel.gif" width="1" height="1" />
+      </form>
+      If you have any technical topics, you can create an <a href="https://github.com/jomjol/AI-on-the-edge-device/issues">Issue</a>. </p>
+      <p>In other cases you can contact the developer via email: <img src="https://raw.githubusercontent.com/jomjol/AI-on-the-edge-device/master/images/mail.jpg" height="25"> </p>
+      <h2 id="changes-and-history">Changes and History</h2>
+      <p>See <a href="Changelog.md">Changelog</a></p>
+      <h2 id="tools">Tools</h2>
+      <ul>
+         <li>
+            Logfile downloader and combiner (Thx to <a href="https://github.com/reserve85">reserve85</a>)
+            <ul>
+               <li>Files see <a href="tbd">&#39;/tools/logfile-tool&#39;</a>, How-to see <a href="https://github.com/jomjol/AI-on-the-edge-device/wiki/Gasmeter-Log-Downloader">wiki</a></li>
+            </ul>
+         </li>
+      </ul>
+      <h2 id="additional-ideas">Additional Ideas</h2>
+      <p>There are some ideas and feature requests which are not followed currently - mainly due to capacity reasons on side of the developer. They are collected here: <a href="FeatureRequest.md">FeatureRequest.md</a></p>
+     
+   </body>
+</html>

docs/manifest.json

@@ -0,0 +1,25 @@
+{
+  "name": "AI-on-the-edge",
+  "version": "12.0.1",
+  "funding_url": "https://www.paypal.com/donate?hosted_button_id=8TRSVYNYKDSWL",
+  "new_install_prompt_erase": false,
+  "builds": [
+    {
+      "chipFamily": "ESP32",
+      "parts": [
+        {
+          "path": "docs/releases/download/v11.2.0/bootloader.bin",
+          "offset": 4096
+        },
+        {
+          "path": "docs/releases/download/v11.2.0/partitions.bin",
+          "offset": 32768
+        },
+        {
+          "path": "docs/releases/download/v12.0.1/firmware.bin",
+          "offset": 65536
+        }
+      ]
+    }
+  ]
+}

docs/sd-card/html/graph.html

@@ -0,0 +1,62 @@
+<html>
+<head>
+<script src='https://cdn.plot.ly/plotly-2.14.0.min.js'></script>
+<style>
+    textarea {
+        width: 600px;
+        height: 300px;
+    }
+</style>
+<script>
+function run() {
+  var el = document.getElementById('cnsl');
+  el && eval(el.value);
+}
+</script>
+</head>
+<body>
+<div id='chart'></div>
+<button onclick="document.getElementById('editor').hidden = false; this.hidden = true;" >Editor</button>
+<div id='editor' hidden='true'>
+<textarea id="cnsl">
+const d = new Date();
+var date = d.getFullYear() + "-" + (d.getMonth()+1) + "-" + d.getDate();    
+fetch('/fileserver/log/message/log_'+date+'.txt')
+.then(response => {
+    // handle the response
+    response.text()
+    .then( result => {
+        var lines = result.split("\n");
+        var trace = {
+        x: [],
+        y: [],
+        type: 'scatter'
+        };
+
+        var timex = 1;
+        for (let line of lines) {
+            if (line.includes("PostProcessing - Raw")) {
+                console.log(line);
+                var value = line.split(" ")[6];
+                var time  = line.split(" ")[0];
+                console.log("> "+time+" "+value+"\n");
+                trace.x.push(timex);
+                timex += 1;
+                trace.y.push(value);
+            }
+        }
+        console.log(trace);
+        var data = [trace];
+        Plotly.newPlot('chart', data);
+    });
+})
+.catch(error => {
+    // handle the error
+out.value = "error";
+});        
+</textarea><br />
+<button onclick="run();">run</button>
+</div>
+<script>run();</script>
+</body>
+</html>