Create devcontainer.json

.devcontainer/devcontainer.json

@@ -0,0 +1,20 @@
+{
+    "name": "my-project-devcontainer",
+    "image": "mcr.microsoft.com/devcontainers/universal:2",
+    "features": {
+      "ghcr.io/devcontainers-contrib/features/ts-node:1": {},
+      "ghcr.io/devcontainers-contrib/features/bash-command:1": {},
+      "ghcr.io/devcontainers-contrib/features/jshint:2": {},
+      "ghcr.io/devcontainers-contrib/features/json-server:1": {},
+      "ghcr.io/devcontainers-contrib/features/localtunnel-npm:1": {},
+      "ghcr.io/devcontainers-contrib/features/live-server:1": {},
+      "ghcr.io/devcontainers-contrib/features/jest:2": {},
+      "ghcr.io/devcontainers/features/java:1": {},
+      "ghcr.io/devcontainers-contrib/features/npm-package:1": {},
+      "ghcr.io/devcontainers-contrib/features/mypy:2": {},
+      "ghcr.io/devcontainers/features/node:1": {},
+      "ghcr.io/hspaans/devcontainer-features/pymarkdownlnt:1": {},
+      "ghcr.io/devcontainers-contrib/features/ripgrep:1": {},
+      "ghcr.io/devcontainers-contrib/features/qrcode:2": {}
+    }
+}

.vscode/extensions.json

@@ -0,0 +1,6 @@
+{
+  "recommendations": [
+    "ms-azuretools.vscode-azurefunctions",
+    "ms-python.python"
+  ]
+}

.vscode/launch.json

@@ -0,0 +1,15 @@
+{
+  "version": "0.2.0",
+  "configurations": [
+    {
+      "name": "Attach to Python Functions",
+      "type": "debugpy",
+      "request": "attach",
+      "connect": {
+        "host": "localhost",
+        "port": 9091
+      },
+      "preLaunchTask": "func: host start"
+    }
+  ]
+}

.vscode/settings.json

@@ -0,0 +1,9 @@
+{
+    "azureFunctions.deploySubpath": "examples/chatgpt/rag-quickstart/azure",
+    "azureFunctions.scmDoBuildDuringDeployment": true,
+    "azureFunctions.pythonVenv": ".venv",
+    "azureFunctions.projectLanguage": "Python",
+    "azureFunctions.projectRuntime": "~4",
+    "debug.internalConsoleOptions": "neverOpen",
+    "azureFunctions.projectSubpath": "examples/chatgpt/rag-quickstart/azure"
+}

.vscode/tasks.json

@@ -0,0 +1,33 @@
+{
+  "version": "2.0.0",
+  "tasks": [
+    {
+      "type": "func",
+      "label": "func: host start",
+      "command": "host start",
+      "problemMatcher": "$func-python-watch",
+      "isBackground": true,
+      "dependsOn": "pip install (functions)",
+      "options": {
+        "cwd": "${workspaceFolder}/examples/chatgpt/rag-quickstart/azure"
+      }
+    },
+    {
+      "label": "pip install (functions)",
+      "type": "shell",
+      "osx": {
+        "command": "${config:azureFunctions.pythonVenv}/bin/python -m pip install -r requirements.txt"
+      },
+      "windows": {
+        "command": "${config:azureFunctions.pythonVenv}/Scripts/python -m pip install -r requirements.txt"
+      },
+      "linux": {
+        "command": "${config:azureFunctions.pythonVenv}/bin/python -m pip install -r requirements.txt"
+      },
+      "problemMatcher": [],
+      "options": {
+        "cwd": "${workspaceFolder}/examples/chatgpt/rag-quickstart/azure"
+      }
+    }
+  ]
+}

examples/azure/functions.ipynb

@@ -26,19 +26,53 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: openai<2.0.0,>=1.0.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (1.37.1)\n",
+      "Requirement already satisfied: anyio<5,>=3.5.0 in /home/codespace/.local/lib/python3.10/site-packages (from openai<2.0.0,>=1.0.0) (4.4.0)\n",
+      "Requirement already satisfied: distro<2,>=1.7.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from openai<2.0.0,>=1.0.0) (1.9.0)\n",
+      "Requirement already satisfied: httpx<1,>=0.23.0 in /home/codespace/.local/lib/python3.10/site-packages (from openai<2.0.0,>=1.0.0) (0.27.0)\n",
+      "Requirement already satisfied: pydantic<3,>=1.9.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from openai<2.0.0,>=1.0.0) (2.8.2)\n",
+      "Requirement already satisfied: sniffio in /home/codespace/.local/lib/python3.10/site-packages (from openai<2.0.0,>=1.0.0) (1.3.1)\n",
+      "Requirement already satisfied: tqdm>4 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from openai<2.0.0,>=1.0.0) (4.66.4)\n",
+      "Requirement already satisfied: typing-extensions<5,>=4.7 in /home/codespace/.local/lib/python3.10/site-packages (from openai<2.0.0,>=1.0.0) (4.12.2)\n",
+      "Requirement already satisfied: idna>=2.8 in /home/codespace/.local/lib/python3.10/site-packages (from anyio<5,>=3.5.0->openai<2.0.0,>=1.0.0) (3.7)\n",
+      "Requirement already satisfied: exceptiongroup>=1.0.2 in /home/codespace/.local/lib/python3.10/site-packages (from anyio<5,>=3.5.0->openai<2.0.0,>=1.0.0) (1.2.1)\n",
+      "Requirement already satisfied: certifi in /home/codespace/.local/lib/python3.10/site-packages (from httpx<1,>=0.23.0->openai<2.0.0,>=1.0.0) (2024.7.4)\n",
+      "Requirement already satisfied: httpcore==1.* in /home/codespace/.local/lib/python3.10/site-packages (from httpx<1,>=0.23.0->openai<2.0.0,>=1.0.0) (1.0.5)\n",
+      "Requirement already satisfied: h11<0.15,>=0.13 in /home/codespace/.local/lib/python3.10/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->openai<2.0.0,>=1.0.0) (0.14.0)\n",
+      "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from pydantic<3,>=1.9.0->openai<2.0.0,>=1.0.0) (0.7.0)\n",
+      "Requirement already satisfied: pydantic-core==2.20.1 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from pydantic<3,>=1.9.0->openai<2.0.0,>=1.0.0) (2.20.1)\n",
+      "Requirement already satisfied: python-dotenv in /usr/local/python/3.10.13/lib/python3.10/site-packages (1.0.1)\n"
+     ]
+    }
+   ],
    "source": [
     "! pip install \"openai>=1.0.0,<2.0.0\"\n",
     "! pip install python-dotenv"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import os\n",
     "import openai\n",
@@ -58,11 +92,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
-    "use_azure_active_directory = False  # Set this flag to True if you are using Azure Active Directory"
+    "use_azure_active_directory = True  # Set this flag to True if you are using Azure Active Directory"
    ]
   },
   {
@@ -76,7 +110,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -103,16 +137,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: azure-identity>=1.15.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (1.17.1)\n",
+      "Requirement already satisfied: azure-core>=1.23.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from azure-identity>=1.15.0) (1.30.2)\n",
+      "Requirement already satisfied: cryptography>=2.5 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from azure-identity>=1.15.0) (43.0.0)\n",
+      "Requirement already satisfied: msal>=1.24.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from azure-identity>=1.15.0) (1.30.0)\n",
+      "Requirement already satisfied: msal-extensions>=0.3.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from azure-identity>=1.15.0) (1.2.0)\n",
+      "Requirement already satisfied: typing-extensions>=4.0.0 in /home/codespace/.local/lib/python3.10/site-packages (from azure-identity>=1.15.0) (4.12.2)\n",
+      "Requirement already satisfied: requests>=2.21.0 in /home/codespace/.local/lib/python3.10/site-packages (from azure-core>=1.23.0->azure-identity>=1.15.0) (2.32.3)\n",
+      "Requirement already satisfied: six>=1.11.0 in /home/codespace/.local/lib/python3.10/site-packages (from azure-core>=1.23.0->azure-identity>=1.15.0) (1.16.0)\n",
+      "Requirement already satisfied: cffi>=1.12 in /home/codespace/.local/lib/python3.10/site-packages (from cryptography>=2.5->azure-identity>=1.15.0) (1.16.0)\n",
+      "Requirement already satisfied: PyJWT<3,>=1.0.0 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from PyJWT[crypto]<3,>=1.0.0->msal>=1.24.0->azure-identity>=1.15.0) (2.8.0)\n",
+      "Requirement already satisfied: portalocker<3,>=1.4 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from msal-extensions>=0.3.0->azure-identity>=1.15.0) (2.10.1)\n",
+      "Requirement already satisfied: pycparser in /home/codespace/.local/lib/python3.10/site-packages (from cffi>=1.12->cryptography>=2.5->azure-identity>=1.15.0) (2.22)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /home/codespace/.local/lib/python3.10/site-packages (from requests>=2.21.0->azure-core>=1.23.0->azure-identity>=1.15.0) (3.3.2)\n",
+      "Requirement already satisfied: idna<4,>=2.5 in /home/codespace/.local/lib/python3.10/site-packages (from requests>=2.21.0->azure-core>=1.23.0->azure-identity>=1.15.0) (3.7)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/python/3.10.13/lib/python3.10/site-packages (from requests>=2.21.0->azure-core>=1.23.0->azure-identity>=1.15.0) (2.0.7)\n",
+      "Requirement already satisfied: certifi>=2017.4.17 in /home/codespace/.local/lib/python3.10/site-packages (from requests>=2.21.0->azure-core>=1.23.0->azure-identity>=1.15.0) (2024.7.4)\n"
+     ]
+    }
+   ],
    "source": [
     "! pip install \"azure-identity>=1.15.0\""
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -336,7 +393,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.0"
+   "version": "3.10.13"
   },
   "vscode": {
    "interpreter": {

examples/chatgpt/rag-quickstart/azure/.funcignore

@@ -1 +1,3 @@
 
+
+.venv

examples/third_party/financial_document_analysis_with_llamaindex.ipynb

@@ -95,7 +95,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install llama-index pypdf"
+    "%pip install llama-index pypdf"
    ]
   },
   {

examples/third_party/snip

@@ -0,0 +1,113 @@
+/**
+ * This script samples automation of multi-step tasks that can be tedious to manually perform on all tables and
+ * worksheets.
+ *
+ * This sample appends sample data and applies formatting and border edits to all tables in the worksheet,
+ * then freezes the first row and column.
+ *
+ * There needs to be an existing table for this script to run.
+ */
+function main(workbook: ExcelScript.Workbook) {
+  const currentSheet = workbook.getActiveWorksheet();
+
+  // Get the tables.
+  let tables = currentSheet.getTables();
+
+  // Sample data to append.
+  let data = [
+    ["value1", "value2"],
+    ["value3", ""],
+  ];
+
+  // Header font customizations.
+  let headerFontName = "Calibri";
+  let headerFontColor = "white";
+  let headerFontSize = 12;
+  let headerFillColor = "black";
+
+  // Border customizations.
+  const thinWeight = ExcelScript.BorderWeight.thin;
+  const thickWeight = ExcelScript.BorderWeight.thick;
+  const doubleStyle = ExcelScript.BorderLineStyle.double;
+  const continuousStyle = ExcelScript.BorderLineStyle.continuous;
+
+  // Border edge colors.
+  let rightEdgeColor = "blue";
+  let leftEdgeColor = "red";
+
+  // Iterate over each table.
+  tables.forEach((table) => {
+    let lastRow = table.getRange().getRowCount();
+    let columns = table.getHeaderRowRange().getColumnIndex();
+
+    // Append the sample data to the last empty row of the table(s).
+    let range = currentSheet.getRangeByIndexes(
+      lastRow,
+      columns,
+      data.length,
+      data[0].length
+    );
+
+    range.setValues(data);
+
+    // Format and border editing.
+
+    // Get header row and header font.
+    const headerRow = table.getHeaderRowRange().getFormat();
+    const headerRowFont = table.getHeaderRowRange().getFormat().getFont();
+
+    // Format the header row.
+    headerRowFont.setName(headerFontName);
+    headerRowFont.setColor(headerFontColor);
+    headerRowFont.setSize(headerFontSize);
+    headerRow.getFill().setColor(headerFillColor);
+
+    // Get right and left edge border of table.
+    const rightEdge = table
+      .getRange()
+      .getFormat()
+      .getRangeBorder(ExcelScript.BorderIndex.edgeRight);
+    const leftEdge = table
+      .getRange()
+      .getFormat()
+      .getRangeBorder(ExcelScript.BorderIndex.edgeLeft);
+
+    // Format the right and left edge borders.
+    rightEdge.setColor(rightEdgeColor);
+    rightEdge.setStyle(continuousStyle);
+    leftEdge.setColor(leftEdgeColor);
+    leftEdge.setWeight(thickWeight);
+
+    // Get bottom border of a select row.
+    // Change the index number in getRow() to select a specific row.
+    let edgeBottomSelectRow = table
+      .getRangeBetweenHeaderAndTotal()
+      .getRow(0)
+      .getFormat()
+      .getRangeBorder(ExcelScript.BorderIndex.edgeBottom);
+
+    // Get inside vertical border of select row.
+    // Change the index number in getRow() to select a specific row.
+    let insideVerticalSelectRow = table
+      .getRangeBetweenHeaderAndTotal()
+      .getRow(0)
+      .getFormat()
+      .getRangeBorder(ExcelScript.BorderIndex.insideVertical);
+
+    // Set border style for select Row.
+    edgeBottomSelectRow.setStyle(doubleStyle);
+    edgeBottomSelectRow.setWeight(thinWeight);
+    edgeBottomSelectRow.setColor("red");
+    insideVerticalSelectRow.setStyle(continuousStyle);
+    insideVerticalSelectRow.setColor("red");
+    insideVerticalSelectRow.setWeight(thinWeight);
+  });
+
+  // Freeze first row and column.
+  currentSheet.getFreezePanes().freezeRows();
+  currentSheet.getFreezePanes().freezeColumns();
+
+  // Autofit rows and columns.
+  currentSheet.getRange().getFormat().autofitColumns();
+  currentSheet.getRange().getFormat().autofitRows();
+}

examples/utils/embeddings_utils.py

@@ -15,7 +15,9 @@
 client = OpenAI(max_retries=5)
 
 
-def get_embedding(text: str, model="text-embedding-3-small", **kwargs) -> List[float]:
+def get_embedding(
+    text: str, model="text-embedding-3-small", **kwargs
+) -> List[float]:
     # replace newlines, which can negatively affect performance.
     text = text.replace("\n", " ")