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Using RAG
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<h1 id="using-the-python-sdk">Using the Python SDK</h1>
|
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<p>This is a guide on using the RowBoat Python SDK as an alternative to the <a href="/using_the_api">RowBoat HTTP API</a> to power conversations with the assistant created in Studio.</p>
|
|
<h2 id="prerequisites">Prerequisites</h2>
|
|
<ul>
|
|
<li><code>pip install rowboat</code></li>
|
|
<li><a href="/using_the_api/#deploy-your-assistant-to-production-on-studio">Deploy your assistant to production</a></li>
|
|
<li><a href="/using_the_api/#obtain-api-key-and-project-id">Obtain your <code><API_KEY></code> and <code><PROJECT_ID></code></a></li>
|
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</ul>
|
|
<h3 id="api-host">API Host</h3>
|
|
<ul>
|
|
<li>For the open source installation, the <code><HOST></code> is <a href="http://localhost:3000">http://localhost:3000</a></li>
|
|
<li>When using the hosted app, the <code><HOST></code> is <a href="https://app.rowboatlabs.com">https://app.rowboatlabs.com</a></li>
|
|
</ul>
|
|
<h2 id="usage">Usage</h2>
|
|
<h3 id="basic-usage-with-statefulchat">Basic Usage with StatefulChat</h3>
|
|
<p>The easiest way to interact with Rowboat is using the <code>StatefulChat</code> class, which maintains conversation state automatically:</p>
|
|
<pre><code class="language-python">from rowboat import Client, StatefulChat
|
|
|
|
# Initialize the client
|
|
client = Client(
|
|
host="<HOST>",
|
|
project_id="<PROJECT_ID>",
|
|
api_key="<API_KEY>"
|
|
)
|
|
|
|
# Create a stateful chat session
|
|
chat = StatefulChat(client)
|
|
|
|
# Have a conversation
|
|
response = chat.run("What is the capital of France?")
|
|
print(response)
|
|
# The capital of France is Paris.
|
|
|
|
# Continue the conversation - the context is maintained automatically
|
|
response = chat.run("What other major cities are in that country?")
|
|
print(response)
|
|
# Other major cities in France include Lyon, Marseille, Toulouse, and Nice.
|
|
|
|
response = chat.run("What's the population of the first city you mentioned?")
|
|
print(response)
|
|
# Lyon has a population of approximately 513,000 in the city proper.
|
|
</code></pre>
|
|
<h3 id="advanced-usage">Advanced Usage</h3>
|
|
<h4 id="using-a-specific-workflow">Using a specific workflow</h4>
|
|
<p>You can specify a workflow ID to use a particular conversation configuration:</p>
|
|
<pre><code class="language-python">chat = StatefulChat(
|
|
client,
|
|
workflow_id="<WORKFLOW_ID>"
|
|
)
|
|
</code></pre>
|
|
<h4 id="using-a-test-profile">Using a test profile</h4>
|
|
<p>You can specify a test profile ID to use a specific test configuration:</p>
|
|
<pre><code class="language-python">chat = StatefulChat(
|
|
client,
|
|
test_profile_id="<TEST_PROFILE_ID>"
|
|
)
|
|
</code></pre>
|
|
<h3 id="low-level-usage">Low-Level Usage</h3>
|
|
<p>For more control over the conversation, you can use the <code>Client</code> class directly:</p>
|
|
<pre><code class="language-python">from rowboat.schema import UserMessage
|
|
|
|
# Initialize the client
|
|
client = Client(
|
|
host="<HOST>",
|
|
project_id="<PROJECT_ID>",
|
|
api_key="<API_KEY>"
|
|
)
|
|
|
|
# Create messages
|
|
messages = [
|
|
UserMessage(role='user', content="Hello, how are you?")
|
|
]
|
|
|
|
# Get response
|
|
response = client.chat(messages=messages)
|
|
print(response.messages[-1].content)
|
|
|
|
# For subsequent messages, you need to manage the message history and state manually
|
|
messages.extend(response.messages)
|
|
messages.append(UserMessage(role='user', content="What's your name?"))
|
|
response = client.chat(messages=messages, state=response.state)
|
|
</code></pre>
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