Add usage

dist/assets/index-DMdUqIzk.css

@@ -0,0 +1 @@
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dist/assets/index-DiNT9sUn.css

@@ -1 +0,0 @@
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dist/index.html

@@ -5,8 +5,8 @@
     <link rel="icon" type="image/svg+xml" href="/vite.svg" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>Optimization</title>
-    <script type="module" crossorigin src="/assets/index-DOAl0ZPy.js"></script>
-    <link rel="stylesheet" crossorigin href="/assets/index-DiNT9sUn.css">
+    <script type="module" crossorigin src="/assets/index-BP1cXV0g.js"></script>
+    <link rel="stylesheet" crossorigin href="/assets/index-DMdUqIzk.css">
   </head>
   <body>
     <div id="root"></div>

frontends/package-lock.json

@@ -0,0 +1,1242 @@
+{
+  "name": "frontends",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
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+      }
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+      "license": "MIT",
+      "dependencies": {
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+      }
+    },
+    "node_modules/@types/estree": {
+      "version": "1.0.8",
+      "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
+      "integrity": "sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==",
+      "license": "MIT"
+    },
+    "node_modules/@types/estree-jsx": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/@types/estree-jsx/-/estree-jsx-1.0.5.tgz",
+      "integrity": "sha512-52CcUVNFyfb1A2ALocQw/Dd1BQFNmSdkuC3BkZ6iqhdMfQz7JWOFRuJFloOzjk+6WijU56m9oKXFAXc7o3Towg==",
+      "license": "MIT",
+      "dependencies": {
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+    },
+    "node_modules/@types/hast": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/hast/-/hast-3.0.4.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "*"
+      }
+    },
+    "node_modules/@types/mdast": {
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/@types/mdast/-/mdast-4.0.4.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "@types/unist": "*"
+      }
+    },
+    "node_modules/@types/ms": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/@types/ms/-/ms-2.1.0.tgz",
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+      "license": "MIT"
+    },
+    "node_modules/@types/react": {
+      "version": "19.2.14",
+      "resolved": "https://registry.npmjs.org/@types/react/-/react-19.2.14.tgz",
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+      "license": "MIT",
+      "peer": true,
+      "dependencies": {
+        "csstype": "^3.2.2"
+      }
+    },
+    "node_modules/@types/unist": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/@types/unist/-/unist-3.0.3.tgz",
+      "integrity": "sha512-ko/gIFJRv177XgZsZcBwnqJN5x/Gien8qNOn0D5bQU/zAzVf9Zt3BlcUiLqhV9y4ARk0GbT3tnUiPNgnTXzc/Q==",
+      "license": "MIT"
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+    "node_modules/@ungap/structured-clone": {
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+      "license": "ISC"
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+}

frontends/package.json

@@ -0,0 +1,5 @@
+{
+  "dependencies": {
+    "react-markdown": "^10.1.0"
+  }
+}

frontends/react/env.d.ts

@@ -2,3 +2,8 @@ declare module "*.py?raw" {
   const content: string;
   export default content;
 }
+
+declare module "*.md?raw" {
+  const content: string;
+  export default content;
+}

frontends/react/src/Sidebar.tsx

@@ -1,10 +1,12 @@
 import { useState } from "react";
+import ReactMarkdown from "react-markdown";
 import InputField from "./ui/InputField.tsx";
 import Tabs from "./ui/Tabs.tsx";
 import Dropdown from "./ui/Dropdown.tsx";
 import Button from "./ui/Button.tsx";
 import Radio from "./ui/Radio.tsx";
 import { SUPPORTED_MODES, SUPPORTED_ALGORITHMS, type SettingsUi, type TrajectoryValues } from "./types.ts";
+import usageMarkdown from "./usage.md?raw";
 
 
 const DEFAULT_HYPERPARAMETERS = {
@@ -60,7 +62,7 @@ export default function Sidebar({
   // onPlay,
   // onPause,
 }: SidebarProps) {
-  const tabs = ["Settings", "Optimize"] as const;
+  const tabs = ["Settings", "Optimize", "Usage"] as const;
   const [activeTab, setActiveTab] = useState<(typeof tabs)[number]>("Settings");
 
   function updateSettings(key: keyof SettingsUi, value: string) {
@@ -292,6 +294,22 @@ export default function Sidebar({
           </div> */}
         </>
       )}
+
+      {activeTab === "Usage" && (
+        <ReactMarkdown
+          components={{
+            h1: ({ children }) => <h1 className="text-2xl font-bold mt-4 mb-2">{children}</h1>,
+            h2: ({ children }) => <h2 className="text-xl font-semibold mt-4 mb-2">{children}</h2>,
+            h3: ({ children }) => <h3 className="text-lg font-semibold mt-4 mb-2">{children}</h3>,
+            p: ({ children }) => <p className="leading-6 mb-3 last:mb-0">{children}</p>,
+            ul: ({ children }) => <ul className="list-disc pl-5 mb-3">{children}</ul>,
+            ol: ({ children }) => <ol className="list-decimal pl-5 mb-3">{children}</ol>,
+            li: ({ children }) => <li className="mb-1">{children}</li>,
+          }}
+        >
+          {usageMarkdown}
+        </ReactMarkdown>
+      )}
     </div>
   );
 }

frontends/react/src/usage.md

@@ -0,0 +1,36 @@
+# Usage
+
+This visualizer allows you to define a function and minimize it using one of several iterative optimization algorithms.
+
+---
+
+## Settings
+
+In this tab, you can:
+
+- Select a preset function to optimize  
+- Or choose **--Custom--** to define your own function  
+
+When entering a custom function:
+
+- Use **`x`** for univariate functions  
+- Use **`x`** and **`y`** for bivariate functions  
+
+---
+
+## Optimize
+
+In this tab, you can:
+
+- Step through the optimization process
+- See the optimizer’s trajectory
+
+---
+
+## Plot Screen
+
+The plot is interactive:
+
+- Click and drag to pan
+- Scroll to zoom
+- In bivariate mode, click **Update color scale** to rescale the heatmap so that the currently visible minimum and maximum values define the color range