docs: add local quickstart

docs/en/getting-started/quickstart.md

@@ -0,0 +1,254 @@
+---
+title: "Toolbox Quickstart"
+type: docs
+weight: 1
+description: This guide would help you set up a basic agentic application using toolbox.
+
+---
+
+## Step 1: Set up a database
+
+[Install postgres and configure a
+database](https://neon.tech/postgresql/postgresql-getting-started) for your
+system.
+
+This process creates a database `postgres` with superuser `postgres`.
+
+## Step 2: Import data into the database
+
+1. Connect to the database using command line.
+
+    ```bash
+    psql -U postgres -d postgres
+    ```
+
+    Here, the first postgres denotes the user and the second one denotes the
+    database name.
+
+1. Create a table using the following command.
+
+    ```sql
+    CREATE TABLE hotels(
+      id            INTEGER  NOT NULL PRIMARY KEY,
+      name          VARCHAR NOT NULL,
+      location      VARCHAR NOT NULL,
+      price_tier    VARCHAR NOT NULL,
+      checkin_date  DATE  NOT NULL,
+      checkout_date DATE  NOT NULL,
+      booked        BIT  NOT NULL
+    );
+    ```
+    <!-- 1. Download the data csv file (TODO: Add csv filepath) -->
+
+1. Insert data into the table.
+
+    ```sql
+    INSERT INTO hotels(id, name, location, price_tier, checkin_date, checkout_date, booked) VALUES 
+    (1, 'Hilton Basel', 'Basel', 'Luxury', '2024-04-22', '2024-04-20', B'0'),
+    (2, 'Marriott Zurich', 'Zurich', 'Upscale', '2024-04-14', '2024-04-21', B'0'), 
+    (3, 'Hyatt Regency Basel', 'Basel', 'Upper Upscale', '2024-04-02', '2024-04-20', B'0'),
+    (4, 'Radisson Blu Lucerne', 'Lucerne', 'Midscale', '2024-04-24', '2024-04-05', B'0'), 
+    (5, 'Best Western Bern', 'Bern', 'Upper Midscale', '2024-04-23', '2024-04-01', B'0'),
+    (6, 'InterContinental Geneva', 'Geneva', 'Luxury', '2024-04-23', '2024-04-28', B'0'),
+    (7, 'Sheraton Zurich', 'Zurich', 'Upper Upscale', '2024-04-27', '2024-04-02', B'0'),
+    (8, 'Holiday Inn Basel', 'Basel', 'Upper Midscale', '2024-04-24', '2024-04-09', B'0'),
+    (9, 'Courtyard Zurich', 'Zurich', 'Upscale', '2024-04-03', '2024-04-13', B'0'),
+    (10, 'Comfort Inn Bern', 'Bern', 'Midscale', '2024-04-04', '2024-04-16', B'0');
+    ```
+
+## Step 3: Create a tools config file
+
+Create a `tools.yaml` file with the following content, updating the `password` field:
+
+```yaml
+sources:
+    my-pg-source:
+        kind: postgres
+        host: 127.0.0.1
+        port: 5432
+        database: postgres
+        user: postgres
+        password: {password}
+tools:
+  search-hotels:
+    kind: postgres-sql
+    source: my-pg-source
+    description: Search for hotels based on location and name. 
+      Returns a list of hotel dictionaries matching the search criteria.
+    parameters:
+      - name: location
+        type: string
+        description: The location of the hotel.
+      - name: name
+        type: string
+        description: The name of the hotel.
+    statement: SELECT * FROM hotels WHERE location ILIKE '%' || $1 || '%' AND
+        name ILIKE '%' || $2 || '%';
+  book-hotel:
+    kind: postgres-sql
+    source: my-pg-source
+    description: Book a hotel by its ID. Returns a message indicating 
+       whether the hotel was successfully booked or not.
+    parameters:
+      - name: hotel_id
+        type: string
+        description: The ID of the hotel to book.
+    statement: UPDATE hotels SET booked = B'1' WHERE id = $1;
+  update-hotel:
+    kind: postgres-sql
+    source: my-pg-source
+    description: Update a hotel's check-in and check-out dates by its ID. Returns a 
+        message indicating  whether the hotel was successfully updated or not.
+    parameters:
+      - name: hotel_id
+        type: string
+        description: The ID of the hotel to update.
+      - name: checkin_date
+        type: string
+        description: The new check-in date of the hotel.
+      - name: checkout_date
+        type: string
+        description: The new check-out date of the hotel.
+    statement: UPDATE hotels SET checkin_date = CAST($2 as date),
+        checkout_date = CAST($3 as date) WHERE id = $1;
+  cancel-hotel:
+    kind: postgres-sql
+    source: my-pg-source
+    description: Cancel a hotel by its ID.
+    parameters:
+      - name: hotel_id
+        type: string
+        description: The ID of the hotel to cancel.
+    statement: UPDATE hotels SET booked = B'0' WHERE id = $1;
+```
+
+The config file defines four tools:
+`search-hotels`, `book-hotel`, `update-hotel` and `cancel-hotel`.
+
+Each tool specifies its description,
+[kind](https://github.com/googleapis/genai-toolbox/tree/main/docs/sources#kinds-of-sources),
+[source](https://github.com/googleapis/genai-toolbox/blob/main/docs/sources/README.md), required parameters
+and the corresponding SQL statements to execute upon tool invocation.
+
+## Step 4: Start a toolbox server locally
+
+1. Download the latest toolbox binary.
+
+    ```bash
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.0.5/linux/amd64/toolbox
+    ```
+
+  > **_NOTE:_**  Use the [correct binary](https://github.com/googleapis/genai-toolbox/releases) corresponding to your OS and CPU architecture.
+
+1. Provide binary execution permissions.
+
+    ```bash
+    chmod +x toolbox
+    ```
+
+1. Run the Toolbox server.
+
+    ```bash
+    ./toolbox --tools_file "tools.yaml"
+    ```
+
+## Step 5: Start building using Toolbox
+
+1. Install the `toolbox_langchain_sdk` package.
+
+    ```bash
+    pip install toolbox_langchain_sdk
+    ```
+
+    > **_NOTE:_**
+    > Right now, the toolbox_langchain_sdk package is not available on pip. To
+    > use the sdk, download the source code from [git](https://github.com/googleapis/genai-toolbox/tree/main/sdks/langchain) and install it locally
+    > using the command:
+    >
+    > ```bash
+    > pip install .
+    > ```
+
+1. Create a python script to connect to the toolbox SDK.
+
+    ```python
+    import asyncio
+    from toolbox_langchain_sdk import ToolboxClient
+
+    async def main():
+      client = ToolboxClient("http://127.0.0.1:5000")
+      # All our code will be added here
+      pass
+
+    asyncio.run(main())
+    ```
+
+1. Try out the `search-hotels` tool.
+
+    ```python
+    search_tool = await client.load_tool('search-hotels')
+    response = await search_tool.ainvoke({"location": "Zurich", "name": ""})
+    print(response)
+    ```
+
+1. Load all tools.
+
+    ```python
+    tools = await client.load_toolset()
+    ```
+
+1. Install required modules.
+
+    ```bash
+    pip install langgraph langchain-google-vertexai
+    ```
+
+1. Create a LangGraph [ReAct
+   agent](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.chat_agent_executor.create_react_agent).
+
+    ```python
+    from langgraph.prebuilt import create_react_agent
+    from langchain_google_vertexai import ChatVertexAI
+    from langgraph.checkpoint.memory import MemorySaver
+
+    model = ChatVertexAI(model_name="gemini-pro", project="my-project") # Change the GCP project here
+    agent = create_react_agent(model, tools, checkpointer=MemorySaver())
+    ```
+
+1. Define the initial prompt and user queries.
+
+    ```python
+    prompt = """
+      You're a helpful hotel assistant. You handle hotel searching, booking and
+      cancellations. When the user searches for a hotel, mention it's name, id, 
+      location and price tier. Always mention hotel ids while performing any 
+      searches. This is very important for any operations. For any bookings or 
+      cancellations, please provide the appropriate confirmation.
+      Don't ask for confirmations from the user.
+    """
+
+    queries = [
+        "Find hotels in Basel with Basel in it's name.",
+        "Can you book the Hilton Basel for me?",
+        "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+        "My check in dates would be from April 10, 2024 to April 19, 2024.",
+    ]
+    ```
+
+1. Run the queries and observe the output!
+
+    ```python
+    config = {"configurable": {"thread_id": "thread-1"}}
+
+    for query in queries:
+        inputs = {"messages": [("user", prompt + query)]}
+        response = await agent.ainvoke(inputs, stream_mode="values", config=config)
+        print(response["messages"][-1].content)
+    ```
+
+    To verify the agent's actions, you can examine the hotels table. You should
+    observe that the `booked` column for the `Hyatt Regency Basel` has changed
+    from `0` to `1`, indicating that the hotel has been successfully booked.
+    Additionally, the `checkin_date` and `checkout_date` have been updated to
+    `2024-04-10` and `2024-04-19` from `2024-04-02` and `2024-04-20`
+    respectively.