From f4d73bad5f6d20fabfba27f7b40c3af87599c317 Mon Sep 17 00:00:00 2001
From: John Aziz <johnaziz269@gmail.com>
Date: Wed, 8 Jan 2025 18:41:48 +0200
Subject: [PATCH] Update Node and Python packages and port to HNSW index (#143)

---
 frontend/package-lock.json                    | 3524 ++++++++---------
 frontend/package.json                         |   20 +-
 ...e-openai-cosmosdb-langchain-notebook.ipynb |    8 +-
 src/requirements.txt                          |   95 +-
 src/scripts/add_data.py                       |    4 +-
 5 files changed, 1810 insertions(+), 1841 deletions(-)

diff --git a/frontend/package-lock.json b/frontend/package-lock.json
index d3a832a..89cd42f 100644
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
@@ -9,25 +9,25 @@
             "version": "0.0.0",
             "dependencies": {
                 "@fluentui/react": "^8.112.5",
-                "@fluentui/react-components": "^9.54.13",
-                "@fluentui/react-icons": "^2.0.249",
-                "@microsoft/ai-chat-protocol": "1.0.0-beta.20240610.1",
-                "@react-spring/web": "^9.7.3",
+                "@fluentui/react-components": "^9.56.2",
+                "@fluentui/react-icons": "^2.0.265",
+                "@microsoft/ai-chat-protocol": "1.0.0-beta.20240814.1",
+                "@react-spring/web": "^9.7.5",
                 "dompurify": "^3.1.6",
                 "react": "^18.3.1",
                 "react-dom": "^18.3.1",
-                "react-router-dom": "^6.23.1",
-                "react-syntax-highlighter": "^15.5.0",
+                "react-router-dom": "^6.28.0",
+                "react-syntax-highlighter": "^15.6.1",
                 "scheduler": "^0.20.2"
             },
             "devDependencies": {
                 "@eslint/js": "^9.5.0",
                 "@types/dom-speech-recognition": "^0.0.4",
                 "@types/dompurify": "^3.0.5",
-                "@types/react": "^18.3.3",
-                "@types/react-dom": "^18.3.0",
+                "@types/react": "^18.3.12",
+                "@types/react-dom": "^18.3.1",
                 "@types/react-syntax-highlighter": "^15.5.13",
-                "@vitejs/plugin-react": "^4.3.2",
+                "@vitejs/plugin-react": "^4.3.3",
                 "eslint": "^8.57.0",
                 "eslint-plugin-react": "^7.34.3",
                 "globals": "^15.6.0",
@@ -35,7 +35,7 @@
                 "rollup-plugin-visualizer": "^5.12.0",
                 "typescript": "^5.6.3",
                 "typescript-eslint": "^7.13.1",
-                "vite": "^5.4.8"
+                "vite": "^5.4.11"
             },
             "engines": {
                 "node": "^18.0.0"
@@ -55,12 +55,13 @@
             }
         },
         "node_modules/@babel/code-frame": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.25.7.tgz",
-            "integrity": "sha512-0xZJFNE5XMpENsgfHYTw8FbX4kv53mFLn2i3XPoq69LyhYSCBJtitaHx9QnsVTrsogI4Z3+HtEfZ2/GFPOtf5g==",
+            "version": "7.26.2",
+            "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.26.2.tgz",
+            "integrity": "sha512-RJlIHRueQgwWitWgF8OdFYGZX328Ax5BCemNGlqHfplnRT9ESi8JkFlvaVYbS+UubVY6dpv87Fs2u5M29iNFVQ==",
             "dev": true,
             "dependencies": {
-                "@babel/highlight": "^7.25.7",
+                "@babel/helper-validator-identifier": "^7.25.9",
+                "js-tokens": "^4.0.0",
                 "picocolors": "^1.0.0"
             },
             "engines": {
@@ -68,30 +69,30 @@
             }
         },
         "node_modules/@babel/compat-data": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.25.7.tgz",
-            "integrity": "sha512-9ickoLz+hcXCeh7jrcin+/SLWm+GkxE2kTvoYyp38p4WkdFXfQJxDFGWp/YHjiKLPx06z2A7W8XKuqbReXDzsw==",
+            "version": "7.26.3",
+            "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.26.3.tgz",
+            "integrity": "sha512-nHIxvKPniQXpmQLb0vhY3VaFb3S0YrTAwpOWJZh1wn3oJPjJk9Asva204PsBdmAE8vpzfHudT8DB0scYvy9q0g==",
             "dev": true,
             "engines": {
                 "node": ">=6.9.0"
             }
         },
         "node_modules/@babel/core": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.25.7.tgz",
-            "integrity": "sha512-yJ474Zv3cwiSOO9nXJuqzvwEeM+chDuQ8GJirw+pZ91sCGCyOZ3dJkVE09fTV0VEVzXyLWhh3G/AolYTPX7Mow==",
+            "version": "7.26.0",
+            "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.26.0.tgz",
+            "integrity": "sha512-i1SLeK+DzNnQ3LL/CswPCa/E5u4lh1k6IAEphON8F+cXt0t9euTshDru0q7/IqMa1PMPz5RnHuHscF8/ZJsStg==",
             "dev": true,
             "dependencies": {
                 "@ampproject/remapping": "^2.2.0",
-                "@babel/code-frame": "^7.25.7",
-                "@babel/generator": "^7.25.7",
-                "@babel/helper-compilation-targets": "^7.25.7",
-                "@babel/helper-module-transforms": "^7.25.7",
-                "@babel/helpers": "^7.25.7",
-                "@babel/parser": "^7.25.7",
-                "@babel/template": "^7.25.7",
-                "@babel/traverse": "^7.25.7",
-                "@babel/types": "^7.25.7",
+                "@babel/code-frame": "^7.26.0",
+                "@babel/generator": "^7.26.0",
+                "@babel/helper-compilation-targets": "^7.25.9",
+                "@babel/helper-module-transforms": "^7.26.0",
+                "@babel/helpers": "^7.26.0",
+                "@babel/parser": "^7.26.0",
+                "@babel/template": "^7.25.9",
+                "@babel/traverse": "^7.25.9",
+                "@babel/types": "^7.26.0",
                 "convert-source-map": "^2.0.0",
                 "debug": "^4.1.0",
                 "gensync": "^1.0.0-beta.2",
@@ -107,12 +108,13 @@
             }
         },
         "node_modules/@babel/generator": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.25.7.tgz",
-            "integrity": "sha512-5Dqpl5fyV9pIAD62yK9P7fcA768uVPUyrQmqpqstHWgMma4feF1x/oFysBCVZLY5wJ2GkMUCdsNDnGZrPoR6rA==",
+            "version": "7.26.3",
+            "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.26.3.tgz",
+            "integrity": "sha512-6FF/urZvD0sTeO7k6/B15pMLC4CHUv1426lzr3N01aHJTl046uCAh9LXW/fzeXXjPNCJ6iABW5XaWOsIZB93aQ==",
             "dev": true,
             "dependencies": {
-                "@babel/types": "^7.25.7",
+                "@babel/parser": "^7.26.3",
+                "@babel/types": "^7.26.3",
                 "@jridgewell/gen-mapping": "^0.3.5",
                 "@jridgewell/trace-mapping": "^0.3.25",
                 "jsesc": "^3.0.2"
@@ -122,13 +124,13 @@
             }
         },
         "node_modules/@babel/helper-compilation-targets": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.25.7.tgz",
-            "integrity": "sha512-DniTEax0sv6isaw6qSQSfV4gVRNtw2rte8HHM45t9ZR0xILaufBRNkpMifCRiAPyvL4ACD6v0gfCwCmtOQaV4A==",
+            "version": "7.25.9",
+            "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.25.9.tgz",
+            "integrity": "sha512-j9Db8Suy6yV/VHa4qzrj9yZfZxhLWQdVnRlXxmKLYlhWUVB1sB2G5sxuWYXk/whHD9iW76PmNzxZ4UCnTQTVEQ==",
             "dev": true,
             "dependencies": {
-                "@babel/compat-data": "^7.25.7",
-                "@babel/helper-validator-option": "^7.25.7",
+                "@babel/compat-data": "^7.25.9",
+                "@babel/helper-validator-option": "^7.25.9",
                 "browserslist": "^4.24.0",
                 "lru-cache": "^5.1.1",
                 "semver": "^6.3.1"
@@ -138,28 +140,27 @@
             }
         },
         "node_modules/@babel/helper-module-imports": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.25.7.tgz",
-            "integrity": "sha512-o0xCgpNmRohmnoWKQ0Ij8IdddjyBFE4T2kagL/x6M3+4zUgc+4qTOUBoNe4XxDskt1HPKO007ZPiMgLDq2s7Kw==",
+            "version": "7.25.9",
+            "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.25.9.tgz",
+            "integrity": "sha512-tnUA4RsrmflIM6W6RFTLFSXITtl0wKjgpnLgXyowocVPrbYrLUXSBXDgTs8BlbmIzIdlBySRQjINYs2BAkiLtw==",
             "dev": true,
             "dependencies": {
-                "@babel/traverse": "^7.25.7",
-                "@babel/types": "^7.25.7"
+                "@babel/traverse": "^7.25.9",
+                "@babel/types": "^7.25.9"
             },
             "engines": {
                 "node": ">=6.9.0"
             }
         },
         "node_modules/@babel/helper-module-transforms": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.25.7.tgz",
-            "integrity": "sha512-k/6f8dKG3yDz/qCwSM+RKovjMix563SLxQFo0UhRNo239SP6n9u5/eLtKD6EAjwta2JHJ49CsD8pms2HdNiMMQ==",
+            "version": "7.26.0",
+            "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.26.0.tgz",
+            "integrity": "sha512-xO+xu6B5K2czEnQye6BHA7DolFFmS3LB7stHZFaOLb1pAwO1HWLS8fXA+eh0A2yIvltPVmx3eNNDBJA2SLHXFw==",
             "dev": true,
             "dependencies": {
-                "@babel/helper-module-imports": "^7.25.7",
-                "@babel/helper-simple-access": "^7.25.7",
-                "@babel/helper-validator-identifier": "^7.25.7",
-                "@babel/traverse": "^7.25.7"
+                "@babel/helper-module-imports": "^7.25.9",
+                "@babel/helper-validator-identifier": "^7.25.9",
+                "@babel/traverse": "^7.25.9"
             },
             "engines": {
                 "node": ">=6.9.0"
@@ -169,89 +170,61 @@
             }
         },
         "node_modules/@babel/helper-plugin-utils": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.25.7.tgz",
-            "integrity": "sha512-eaPZai0PiqCi09pPs3pAFfl/zYgGaE6IdXtYvmf0qlcDTd3WCtO7JWCcRd64e0EQrcYgiHibEZnOGsSY4QSgaw==",
+            "version": "7.25.9",
+            "resolved": "https://registry.npmjs.org/@babel/helper-plugin-utils/-/helper-plugin-utils-7.25.9.tgz",
+            "integrity": "sha512-kSMlyUVdWe25rEsRGviIgOWnoT/nfABVWlqt9N19/dIPWViAOW2s9wznP5tURbs/IDuNk4gPy3YdYRgH3uxhBw==",
             "dev": true,
             "engines": {
                 "node": ">=6.9.0"
             }
         },
-        "node_modules/@babel/helper-simple-access": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/helper-simple-access/-/helper-simple-access-7.25.7.tgz",
-            "integrity": "sha512-FPGAkJmyoChQeM+ruBGIDyrT2tKfZJO8NcxdC+CWNJi7N8/rZpSxK7yvBJ5O/nF1gfu5KzN7VKG3YVSLFfRSxQ==",
-            "dev": true,
-            "dependencies": {
-                "@babel/traverse": "^7.25.7",
-                "@babel/types": "^7.25.7"
-            },
-            "engines": {
-                "node": ">=6.9.0"
-            }
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         "node_modules/@babel/helper-string-parser": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.25.7.tgz",
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+            "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.25.9.tgz",
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         "node_modules/@babel/helper-validator-identifier": {
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         "node_modules/@babel/helpers": {
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+            "resolved": "https://registry.npmjs.org/@babel/helpers/-/helpers-7.26.0.tgz",
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-                "@babel/types": "^7.25.7"
-            },
-            "engines": {
-                "node": ">=6.9.0"
-            }
-        },
-        "node_modules/@babel/highlight": {
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-            "resolved": "https://registry.npmjs.org/@babel/highlight/-/highlight-7.25.7.tgz",
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-            "dev": true,
-            "dependencies": {
-                "@babel/helper-validator-identifier": "^7.25.7",
-                "chalk": "^2.4.2",
-                "js-tokens": "^4.0.0",
-                "picocolors": "^1.0.0"
+                "@babel/template": "^7.25.9",
+                "@babel/types": "^7.26.0"
             },
             "engines": {
                 "node": ">=6.9.0"
             }
         },
         "node_modules/@babel/parser": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.25.7.tgz",
-            "integrity": "sha512-aZn7ETtQsjjGG5HruveUK06cU3Hljuhd9Iojm4M8WWv3wLE6OkE5PWbDUkItmMgegmccaITudyuW5RPYrYlgWw==",
+            "version": "7.26.3",
+            "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.26.3.tgz",
+            "integrity": "sha512-WJ/CvmY8Mea8iDXo6a7RK2wbmJITT5fN3BEkRuFlxVyNx8jOKIIhmC4fSkTcPcf8JyavbBwIe6OpiCOBXt/IcA==",
             "dev": true,
             "dependencies": {
-                "@babel/types": "^7.25.7"
+                "@babel/types": "^7.26.3"
             },
             "bin": {
                 "parser": "bin/babel-parser.js"
@@ -261,12 +234,12 @@
             }
         },
         "node_modules/@babel/plugin-transform-react-jsx-self": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/plugin-transform-react-jsx-self/-/plugin-transform-react-jsx-self-7.25.7.tgz",
-            "integrity": "sha512-JD9MUnLbPL0WdVK8AWC7F7tTG2OS6u/AKKnsK+NdRhUiVdnzyR1S3kKQCaRLOiaULvUiqK6Z4JQE635VgtCFeg==",
+            "version": "7.25.9",
+            "resolved": "https://registry.npmjs.org/@babel/plugin-transform-react-jsx-self/-/plugin-transform-react-jsx-self-7.25.9.tgz",
+            "integrity": "sha512-y8quW6p0WHkEhmErnfe58r7x0A70uKphQm8Sp8cV7tjNQwK56sNVK0M73LK3WuYmsuyrftut4xAkjjgU0twaMg==",
             "dev": true,
             "dependencies": {
-                "@babel/helper-plugin-utils": "^7.25.7"
+                "@babel/helper-plugin-utils": "^7.25.9"
             },
             "engines": {
                 "node": ">=6.9.0"
@@ -276,12 +249,12 @@
             }
         },
         "node_modules/@babel/plugin-transform-react-jsx-source": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/plugin-transform-react-jsx-source/-/plugin-transform-react-jsx-source-7.25.7.tgz",
-            "integrity": "sha512-S/JXG/KrbIY06iyJPKfxr0qRxnhNOdkNXYBl/rmwgDd72cQLH9tEGkDm/yJPGvcSIUoikzfjMios9i+xT/uv9w==",
+            "version": "7.25.9",
+            "resolved": "https://registry.npmjs.org/@babel/plugin-transform-react-jsx-source/-/plugin-transform-react-jsx-source-7.25.9.tgz",
+            "integrity": "sha512-+iqjT8xmXhhYv4/uiYd8FNQsraMFZIfxVSqxxVSZP0WbbSAWvBXAul0m/zu+7Vv4O/3WtApy9pmaTMiumEZgfg==",
             "dev": true,
             "dependencies": {
-                "@babel/helper-plugin-utils": "^7.25.7"
+                "@babel/helper-plugin-utils": "^7.25.9"
             },
             "engines": {
                 "node": ">=6.9.0"
@@ -301,30 +274,30 @@
             }
         },
         "node_modules/@babel/template": {
-            "version": "7.25.7",
-            "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.25.7.tgz",
-            "integrity": "sha512-wRwtAgI3bAS+JGU2upWNL9lSlDcRCqD05BZ1n3X2ONLH1WilFP6O1otQjeMK/1g0pvYcXC7b/qVUB1keofjtZA==",
+            "version": "7.25.9",
+            "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.25.9.tgz",
+            "integrity": "sha512-9DGttpmPvIxBb/2uwpVo3dqJ+O6RooAFOS+lB+xDqoE2PVCE8nfoHMdZLpfCQRLwvohzXISPZcgxt80xLfsuwg==",
             "dev": true,
             "dependencies": {
-                "@babel/code-frame": "^7.25.7",
-                "@babel/parser": "^7.25.7",
-                "@babel/types": "^7.25.7"
+                "@babel/code-frame": "^7.25.9",
+                "@babel/parser": "^7.25.9",
+                "@babel/types": "^7.25.9"
             },
             "engines": {
                 "node": ">=6.9.0"
             }
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         "node_modules/@babel/traverse": {
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+            "version": "7.26.4",
+            "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.26.4.tgz",
+            "integrity": "sha512-fH+b7Y4p3yqvApJALCPJcwb0/XaOSgtK4pzV6WVjPR5GLFQBRI7pfoX2V2iM48NXvX07NUxxm1Vw98YjqTcU5w==",
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@@ -1157,66 +1156,67 @@
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@@ -1228,11 +1228,11 @@
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@@ -1244,21 +1244,22 @@
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@@ -1270,14 +1271,14 @@
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@@ -1289,17 +1290,18 @@
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@@ -1311,16 +1313,16 @@
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@@ -1362,9 +1364,9 @@
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@@ -1374,14 +1376,14 @@
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+            "resolved": "https://registry.npmjs.org/@fluentui/react-image/-/react-image-9.1.78.tgz",
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@@ -1415,17 +1417,17 @@
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@@ -1972,22 +1976,22 @@
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@@ -2093,20 +2097,20 @@
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@@ -2216,18 +2221,18 @@
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@@ -2239,25 +2244,25 @@
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@@ -2269,12 +2274,12 @@
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@@ -11668,13 +11614,13 @@
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-                "picocolors": "^1.1.0"
+                "picocolors": "^1.1.1"
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@@ -11687,21 +11633,21 @@
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diff --git a/frontend/package.json b/frontend/package.json
index d9d9797..352aaca 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -17,32 +17,32 @@
     },
     "dependencies": {
         "@fluentui/react": "^8.112.5",
-        "@fluentui/react-components": "^9.54.13",
-        "@fluentui/react-icons": "^2.0.249",
-        "@react-spring/web": "^9.7.3",
-        "@microsoft/ai-chat-protocol": "1.0.0-beta.20240610.1",
+        "@fluentui/react-components": "^9.56.2",
+        "@fluentui/react-icons": "^2.0.265",
+        "@react-spring/web": "^9.7.5",
+        "@microsoft/ai-chat-protocol": "1.0.0-beta.20240814.1",
         "dompurify": "^3.1.6",
         "react": "^18.3.1",
         "react-dom": "^18.3.1",
-        "react-router-dom": "^6.23.1",
-        "react-syntax-highlighter": "^15.5.0",
+        "react-router-dom": "^6.28.0",
+        "react-syntax-highlighter": "^15.6.1",
         "scheduler": "^0.20.2"
     },
     "devDependencies": {
         "@eslint/js": "^9.5.0",
         "@types/dom-speech-recognition": "^0.0.4",
         "@types/dompurify": "^3.0.5",
-        "@types/react": "^18.3.3",
-        "@types/react-dom": "^18.3.0",
+        "@types/react": "^18.3.12",
+        "@types/react-dom": "^18.3.1",
         "@types/react-syntax-highlighter": "^15.5.13",
-        "@vitejs/plugin-react": "^4.3.2",
+        "@vitejs/plugin-react": "^4.3.3",
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         "prettier": "^3.3.3",
         "typescript": "^5.6.3",
         "typescript-eslint": "^7.13.1",
-        "vite": "^5.4.8",
+        "vite": "^5.4.11",
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     }
 }
diff --git a/rag-azure-openai-cosmosdb-langchain-notebook.ipynb b/rag-azure-openai-cosmosdb-langchain-notebook.ipynb
index 82ab3c8..a257079 100644
--- a/rag-azure-openai-cosmosdb-langchain-notebook.ipynb
+++ b/rag-azure-openai-cosmosdb-langchain-notebook.ipynb
@@ -13,8 +13,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install langchain==0.3.4\n",
-    "%pip install langchain-openai==0.2.3\n",
+    "%pip install langchain==0.3.14\n",
+    "%pip install langchain-openai==0.2.14\n",
     "%pip install pymongo==4.10.1"
    ]
   },
@@ -269,7 +269,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Create Vector Index (IVF)"
+    "# Create Vector Index (HNSW)"
    ]
   },
   {
@@ -302,7 +302,7 @@
     "num_lists = 100\n",
     "dimensions = 1536\n",
     "similarity_algorithm = CosmosDBSimilarityType.COS\n",
-    "kind = CosmosDBVectorSearchType.VECTOR_IVF\n",
+    "kind = CosmosDBVectorSearchType.VECTOR_HNSW\n",
     "m = 16\n",
     "ef_construction = 64\n",
     "\n",
diff --git a/src/requirements.txt b/src/requirements.txt
index 5f02fbf..4ce1ee7 100644
--- a/src/requirements.txt
+++ b/src/requirements.txt
@@ -6,34 +6,38 @@
 #
 aiofiles==24.1.0
     # via quart
-aiohappyeyeballs==2.4.3
+aiohappyeyeballs==2.4.4
     # via aiohttp
-aiohttp==3.10.10
+aiohttp==3.11.11
     # via
     #   langchain
     #   langchain-community
-aiosignal==1.3.1
+aiosignal==1.3.2
     # via aiohttp
 annotated-types==0.7.0
     # via pydantic
-anyio==4.6.2.post1
+anyio==4.8.0
     # via
     #   httpx
     #   openai
-attrs==24.2.0
+async-timeout==4.0.3
+    # via
+    #   aiohttp
+    #   langchain
+attrs==24.3.0
     # via aiohttp
-blinker==1.8.2
+blinker==1.9.0
     # via
     #   flask
     #   quart
-certifi==2024.8.30
+certifi==2024.12.14
     # via
     #   httpcore
     #   httpx
     #   requests
-charset-normalizer==3.4.0
+charset-normalizer==3.4.1
     # via requests
-click==8.1.7
+click==8.1.8
     # via
     #   flask
     #   quart
@@ -43,14 +47,17 @@ distro==1.9.0
     # via openai
 dnspython==2.7.0
     # via pymongo
-flask==3.0.3
+exceptiongroup==1.2.2
+    # via
+    #   anyio
+    #   hypercorn
+    #   taskgroup
+flask==3.1.0
     # via quart
 frozenlist==1.5.0
     # via
     #   aiohttp
     #   aiosignal
-greenlet==3.0.3
-    # via sqlalchemy
 h11==0.14.0
     # via
     #   httpcore
@@ -60,12 +67,14 @@ h2==4.1.0
     # via hypercorn
 hpack==4.0.0
     # via h2
-httpcore==1.0.6
+httpcore==1.0.7
     # via httpx
-httpx==0.27.2
+httpx==0.28.1
     # via
     #   langsmith
     #   openai
+httpx-sse==0.4.0
+    # via langchain-community
 hypercorn==0.17.3
     # via
     #   quart
@@ -82,33 +91,33 @@ itsdangerous==2.2.0
     # via
     #   flask
     #   quart
-jinja2==3.1.4
+jinja2==3.1.5
     # via
     #   flask
     #   quart
-jiter==0.6.1
+jiter==0.8.2
     # via openai
 jsonpatch==1.33
     # via langchain-core
 jsonpointer==3.0.0
     # via jsonpatch
-langchain==0.3.4
+langchain==0.3.14
     # via
     #   langchain-community
     #   quartapp (src/pyproject.toml)
-langchain-community==0.3.3
+langchain-community==0.3.14
     # via quartapp (src/pyproject.toml)
-langchain-core==0.3.13
+langchain-core==0.3.29
     # via
     #   langchain
     #   langchain-community
     #   langchain-openai
     #   langchain-text-splitters
-langchain-openai==0.2.3
+langchain-openai==0.2.14
     # via quartapp (src/pyproject.toml)
-langchain-text-splitters==0.3.0
+langchain-text-splitters==0.3.4
     # via langchain
-langsmith==0.1.137
+langsmith==0.2.10
     # via
     #   langchain
     #   langchain-community
@@ -118,7 +127,7 @@ markupsafe==3.0.2
     #   jinja2
     #   quart
     #   werkzeug
-marshmallow==3.23.0
+marshmallow==3.23.3
     # via dataclasses-json
 multidict==6.1.0
     # via
@@ -130,26 +139,30 @@ numpy==1.26.4
     # via
     #   langchain
     #   langchain-community
-openai==1.52.2
+openai==1.59.3
     # via langchain-openai
-orjson==3.10.10
+orjson==3.10.13
     # via langsmith
-packaging==24.1
+packaging==24.2
     # via
     #   langchain-core
     #   marshmallow
 priority==2.0.0
     # via hypercorn
-pydantic==2.9.2
+propcache==0.2.1
+    # via
+    #   aiohttp
+    #   yarl
+pydantic==2.10.4
     # via
     #   langchain
     #   langchain-core
     #   langsmith
     #   openai
     #   pydantic-settings
-pydantic-core==2.23.4
+pydantic-core==2.27.2
     # via pydantic
-pydantic-settings==2.5.2
+pydantic-settings==2.7.1
     # via langchain-community
 pymongo==4.10.1
     # via quartapp (src/pyproject.toml)
@@ -162,25 +175,29 @@ pyyaml==6.0.2
     #   langchain
     #   langchain-community
     #   langchain-core
-quart==0.19.8
+quart==0.20.0
     # via quartapp (src/pyproject.toml)
-regex==2024.9.11
+regex==2024.11.6
     # via tiktoken
 requests==2.32.3
     # via
     #   langchain
     #   langchain-community
     #   langsmith
+    #   requests-toolbelt
     #   tiktoken
+requests-toolbelt==1.0.0
+    # via langsmith
 sniffio==1.3.1
     # via
     #   anyio
-    #   httpx
     #   openai
 sqlalchemy==2.0.36
     # via
     #   langchain
     #   langchain-community
+taskgroup==0.2.2
+    # via hypercorn
 tenacity==8.5.0
     # via
     #   langchain
@@ -188,25 +205,31 @@ tenacity==8.5.0
     #   langchain-core
 tiktoken==0.8.0
     # via langchain-openai
-tqdm==4.66.5
+tomli==2.2.1
+    # via hypercorn
+tqdm==4.67.1
     # via openai
 typing-extensions==4.12.2
     # via
+    #   anyio
+    #   hypercorn
     #   langchain-core
+    #   multidict
     #   openai
     #   pydantic
     #   pydantic-core
     #   sqlalchemy
+    #   taskgroup
     #   typing-inspect
 typing-inspect==0.9.0
     # via dataclasses-json
-urllib3==2.2.3
+urllib3==2.3.0
     # via requests
-werkzeug==3.0.6
+werkzeug==3.1.3
     # via
     #   flask
     #   quart
 wsproto==1.2.0
     # via hypercorn
-yarl==1.16.0
+yarl==1.18.3
     # via aiohttp
diff --git a/src/scripts/add_data.py b/src/scripts/add_data.py
index 968189b..abf17fd 100644
--- a/src/scripts/add_data.py
+++ b/src/scripts/add_data.py
@@ -84,14 +84,14 @@ async def add_data(input_args: Namespace) -> None:
     num_lists = 100
     dimensions = 1536
     similarity_algorithm = CosmosDBSimilarityType.COS
-    kind = CosmosDBVectorSearchType.VECTOR_IVF
+    kind = CosmosDBVectorSearchType.VECTOR_HNSW
     m = 16
     ef_construction = 64
 
     # Create the index overt the collection
     index_creation = vector_store.create_index(num_lists, dimensions, similarity_algorithm, kind, m, ef_construction)
 
-    logging.info(f"✨ Successfully Created the IVF Index Over the data...{index_creation}")
+    logging.info(f"✨ Successfully Created the HNSW Index Over the data...{index_creation}")
     logging.info("✅✅ Done! ✅✅")