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Human input
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Parallel workflow
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Agent routing
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Gemini
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Gemma
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Claude
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Agent Platform hosted
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Apigee AI Gateway
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Model routing
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OpenAI
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Ollama
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vLLM
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LiteLLM
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LiteRT-LM
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Agent Runtime
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Ambient Agents
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Resume Agents
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Cancel Agent Runs
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View deployed agent in Cloud Console
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Find Google Cloud project information
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Test using REST calls
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Check connection to agent
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Send an agent request
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Test using Python
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Sending Multimodal Queries
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Cloud Run
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<a href="../../gke/" class="md-nav__link">
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GKE
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Logging
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Metrics
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Custom Metrics
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<h1 id="test-deployed-agents-in-agent-runtime">Test deployed agents in Agent Runtime<a class="headerlink" href="#test-deployed-agents-in-agent-runtime" title="Permanent link">&para;</a></h1>
<div class="language-support-tag" title="Agent Runtime currently supports Python and Go.">
<span class="lst-supported">Supported in ADK</span><span class="lst-python">Python</span><span class="lst-go">Go v1.2.0</span>
</div>
<p>These instructions explain how to test an ADK agent deployed to the
<a href="https://cloud.google.com/vertex-ai/generative-ai/docs/agent-engine/overview">Agent Runtime</a>
runtime environment. Before using these instructions, you need to have completed
the deployment of your agent to the Agent Runtime runtime environment using one
of the <a href="/deploy/agent-runtime/">available methods</a>. This guide shows you
how to view, interact, and test your deployed agent through the Google Cloud
Console, and interact with the agent using REST API calls or the Agent Platform SDK
for Python.</p>
<h2 id="view-deployed-agent-in-cloud-console">View deployed agent in Cloud Console<a class="headerlink" href="#view-deployed-agent-in-cloud-console" title="Permanent link">&para;</a></h2>
<p>To view your deployed agent in the Cloud Console:</p>
<ul>
<li>Navigate to the Agent Runtime page in the Google Cloud Console:
<a href="https://console.cloud.google.com/vertex-ai/agents/agent-engines">https://console.cloud.google.com/vertex-ai/agents/agent-engines</a></li>
</ul>
<p>This page lists all deployed agents in your currently selected Google Cloud
project. If you do not see your agent listed, make sure you have your
target project selected in Google Cloud Console. For more information on
selecting an existing Google Cloud project, see
<a href="https://cloud.google.com/resource-manager/docs/creating-managing-projects#identifying_projects">Creating and managing projects</a>.</p>
<h2 id="find-google-cloud-project-information">Find Google Cloud project information<a class="headerlink" href="#find-google-cloud-project-information" title="Permanent link">&para;</a></h2>
<p>You need the address and resource identification for your project (<code>PROJECT_ID</code>,
<code>LOCATION_ID</code>, <code>RESOURCE_ID</code>) to be able to test your deployment. You can use Cloud
Console or the <code>gcloud</code> command line tool to find this information.</p>
<details class="note">
<summary>Agent Platform express mode API key</summary>
<p>If you are using Agent Platform express mode, you can skip this step and use your API key.</p>
</details>
<p>To find your project information with Google Cloud Console:</p>
<ol>
<li>
<p>In the Google Cloud Console, navigate to the Agent Runtime page:
<a href="https://console.cloud.google.com/vertex-ai/agents/agent-engines">https://console.cloud.google.com/vertex-ai/agents/agent-engines</a></p>
</li>
<li>
<p>Choose the instance you want to view.</p>
</li>
<li>
<p>At the top of the page, select <strong>Copy query URL</strong>, which should be in this format:</p>
<div class="language-text highlight"><pre><span></span><code>https://$(LOCATION_ID)-aiplatform.googleapis.com/v1/projects/$(PROJECT_ID)/locations/$(LOCATION_ID)/reasoningEngines/$(RESOURCE_ID):query
</code></pre></div>
</li>
</ol>
<p>To find your project information with the <code>gcloud</code> command line tool:</p>
<ol>
<li>
<p>In your development environment, make sure you are authenticated to
Google Cloud and run the following command to list your project:</p>
<div class="language-shell highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>gcloud<span class="w"> </span>projects<span class="w"> </span>list
</span></code></pre></div>
</li>
<li>
<p>With the Project ID you used for deployment, run this command to get
the additional details:</p>
<div class="language-shell highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>gcloud<span class="w"> </span>asset<span class="w"> </span>search-all-resources<span class="w"> </span><span class="se">\</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="w"> </span>--scope<span class="o">=</span>projects/<span class="k">$(</span>PROJECT_ID<span class="k">)</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span>--asset-types<span class="o">=</span><span class="s1">'aiplatform.googleapis.com/ReasoningEngine'</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-1-4"><a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span>--format<span class="o">=</span><span class="s2">"table(name,assetType,location,reasoning_engine_id)"</span>
</span></code></pre></div>
</li>
</ol>
<h2 id="test-using-rest-calls">Test using REST calls<a class="headerlink" href="#test-using-rest-calls" title="Permanent link">&para;</a></h2>
<p>A simple way to interact with your deployed agent in Agent Runtime is to use REST
calls with the <code>curl</code> tool. This section describes how to check your
connection to the agent and also to test processing of a request by the deployed
agent.</p>
<h3 id="check-connection-to-agent">Check connection to agent<a class="headerlink" href="#check-connection-to-agent" title="Permanent link">&para;</a></h3>
<p>You can check your connection to the running agent using the <strong>Query URL</strong>
available in the Agent Runtime section of the Cloud Console. This check does not
execute the deployed agent, but returns information about the agent.</p>
<p>To send a REST call and get a response from deployed agent:</p>
<ul>
<li>
<p>In a terminal window of your development environment, build a request
and execute it:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="1:2"><input checked="checked" id="google-cloud-project" name="__tabbed_1" type="radio" /><input id="agent-platform-express-mode" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="google-cloud-project">Google Cloud Project</label><label for="agent-platform-express-mode">Agent Platform express mode</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-shell highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>curl<span class="w"> </span>-X<span class="w"> </span>GET<span class="w"> </span><span class="se">\</span>
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">"Authorization: Bearer </span><span class="k">$(</span>gcloud<span class="w"> </span>auth<span class="w"> </span>print-access-token<span class="k">)</span><span class="s2">"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="w"> </span><span class="s2">"https://</span><span class="k">$(</span>LOCATION_ID<span class="k">)</span><span class="s2">-aiplatform.googleapis.com/v1/projects/</span><span class="k">$(</span>PROJECT_ID<span class="k">)</span><span class="s2">/locations/</span><span class="k">$(</span>LOCATION_ID<span class="k">)</span><span class="s2">/reasoningEngines"</span>
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-shell highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>curl<span class="w"> </span>-X<span class="w"> </span>GET<span class="w"> </span><span class="se">\</span>
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">"x-goog-api-key:YOUR-EXPRESS-MODE-API-KEY"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="w"> </span><span class="s2">"https://aiplatform.googleapis.com/v1/reasoningEngines"</span>
</span></code></pre></div>
</div>
</div>
</div>
</li>
</ul>
<p>If your deployment was successful, this request responds with a list of valid
requests and expected data formats.</p>
<div class="admonition tip">
<p class="admonition-title">Remove <code>:query</code> parameter for connection URL</p>
<p>If you use the <strong>Query URL</strong> available in the Agent Runtime section of the Cloud
Console, make sure to remove the <code>:query</code> parameter from end of the address.</p>
</div>
<div class="admonition tip">
<p class="admonition-title">Access for agent connections</p>
<p>This connection test requires the calling user has a valid access token for the
deployed agent. When testing from other environments, make sure the calling user
has access to connect to the agent in your Google Cloud project.</p>
</div>
<h3 id="send-an-agent-request">Send an agent request<a class="headerlink" href="#send-an-agent-request" title="Permanent link">&para;</a></h3>
<p>When getting responses from your agent project, you must first create a
session, receive a Session ID, and then send your requests using that Session
ID. This process is described in the following instructions.</p>
<p>To test interaction with the deployed agent via REST:</p>
<ol>
<li>
<p>In a terminal window of your development environment, create a session
by building a request using this template:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="2:2"><input checked="checked" id="google-cloud-project_1" name="__tabbed_2" type="radio" /><input id="agent-platform-express-mode_1" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="google-cloud-project_1">Google Cloud Project</label><label for="agent-platform-express-mode_1">Agent Platform express mode</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-shell highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>curl<span class="w"> </span><span class="se">\</span>
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">"Authorization: Bearer </span><span class="k">$(</span>gcloud<span class="w"> </span>auth<span class="w"> </span>print-access-token<span class="k">)</span><span class="s2">"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-4-3"><a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">"Content-Type: application/json"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-4-4"><a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="w"> </span>https://<span class="k">$(</span>LOCATION_ID<span class="k">)</span>-aiplatform.googleapis.com/v1/projects/<span class="k">$(</span>PROJECT_ID<span class="k">)</span>/locations/<span class="k">$(</span>LOCATION_ID<span class="k">)</span>/reasoningEngines/<span class="k">$(</span>RESOURCE_ID<span class="k">)</span>:query<span class="w"> </span><span class="se">\</span>
</span><span id="__span-4-5"><a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">'{"class_method": "async_create_session", "input": {"user_id": "u_123"},}'</span>
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-shell highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>curl<span class="w"> </span><span class="se">\</span>
</span><span id="__span-5-2"><a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">"x-goog-api-key:YOUR-EXPRESS-MODE-API-KEY"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-5-3"><a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="w"> </span>-H<span class="w"> </span><span class="s2">"Content-Type: application/json"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-5-4"><a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="w"> </span>https://aiplatform.googleapis.com/v1/reasoningEngines/<span class="k">$(</span>RESOURCE_ID<span class="k">)</span>:query<span class="w"> </span><span class="se">\</span>
</span><span id="__span-5-5"><a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="w"> </span>-d<span class="w"> </span><span class="s1">'{"class_method": "async_create_session", "input": {"user_id": "u_123"},}'</span>
</span></code></pre></div>
</div>
</div>
</div>
</li>
<li>
<p>In the response from the previous command, extract the created <strong>Session ID</strong>
from the <strong>id</strong> field:</p>
<div class="language-json highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="p">{</span>
</span><span id="__span-6-2"><a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="w"> </span><span class="nt">"output"</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-6-3"><a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="w"> </span><span class="nt">"userId"</span><span class="p">:</span><span class="w"> </span><span class="s2">"u_123"</span><span class="p">,</span>
</span><span id="__span-6-4"><a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="w"> </span><span class="nt">"lastUpdateTime"</span><span class="p">:</span><span class="w"> </span><span class="mf">1757690426.337745</span><span class="p">,</span>
</span><span id="__span-6-5"><a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a><span class="w"> </span><span class="nt">"state"</span><span class="p">:</span><span class="w"> </span><span class="p">{},</span>
</span><span id="__span-6-6"><a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a><span class="w"> </span><span class="nt">"id"</span><span class="p">:</span><span class="w"> </span><span class="s2">"4857885913439920384"</span><span class="p">,</span><span class="w"> </span><span class="err">#</span><span class="w"> </span><span class="err">Sessio</span><span class="kc">n</span><span class="w"> </span><span class="err">ID</span>
</span><span id="__span-6-7"><a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="w"> </span><span class="nt">"appName"</span><span class="p">:</span><span class="w"> </span><span class="s2">"9888888855577777776"</span><span class="p">,</span>
</span><span id="__span-6-8"><a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a><span class="w"> </span><span class="nt">"events"</span><span class="p">:</span><span class="w"> </span><span class="p">[]</span>
</span><span id="__span-6-9"><a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-6-10"><a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a><span class="p">}</span>
</span></code></pre></div>
</li>
<li>
<p>In a terminal window of your development environment, send a message to
your agent by building a request using this template and the Session ID
created in the previous step:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="3:2"><input checked="checked" id="google-cloud-project_2" name="__tabbed_3" type="radio" /><input id="agent-platform-express-mode_2" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="google-cloud-project_2">Google Cloud Project</label><label for="agent-platform-express-mode_2">Agent Platform express mode</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-shell highlight"><pre><span></span><code><span id="__span-7-1"><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>curl<span class="w"> </span><span class="se">\</span>
</span><span id="__span-7-2"><a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a>-H<span class="w"> </span><span class="s2">"Authorization: Bearer </span><span class="k">$(</span>gcloud<span class="w"> </span>auth<span class="w"> </span>print-access-token<span class="k">)</span><span class="s2">"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-7-3"><a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a>-H<span class="w"> </span><span class="s2">"Content-Type: application/json"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-7-4"><a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a>https://<span class="k">$(</span>LOCATION_ID<span class="k">)</span>-aiplatform.googleapis.com/v1/projects/<span class="k">$(</span>PROJECT_ID<span class="k">)</span>/locations/<span class="k">$(</span>LOCATION_ID<span class="k">)</span>/reasoningEngines/<span class="k">$(</span>RESOURCE_ID<span class="k">)</span>:streamQuery?alt<span class="o">=</span>sse<span class="w"> </span>-d<span class="w"> </span><span class="s1">'{</span>
</span><span id="__span-7-5"><a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="s1">"class_method": "async_stream_query",</span>
</span><span id="__span-7-6"><a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a><span class="s1">"input": {</span>
</span><span id="__span-7-7"><a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a><span class="s1"> "user_id": "u_123",</span>
</span><span id="__span-7-8"><a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a><span class="s1"> "session_id": "4857885913439920384",</span>
</span><span id="__span-7-9"><a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a><span class="s1"> "message": "Hey whats the weather in new york today?",</span>
</span><span id="__span-7-10"><a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a><span class="s1">}</span>
</span><span id="__span-7-11"><a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a><span class="s1">}'</span>
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-shell highlight"><pre><span></span><code><span id="__span-8-1"><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>curl<span class="w"> </span><span class="se">\</span>
</span><span id="__span-8-2"><a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a>-H<span class="w"> </span><span class="s2">"x-goog-api-key:YOUR-EXPRESS-MODE-API-KEY"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-8-3"><a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a>-H<span class="w"> </span><span class="s2">"Content-Type: application/json"</span><span class="w"> </span><span class="se">\</span>
</span><span id="__span-8-4"><a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a>https://aiplatform.googleapis.com/v1/reasoningEngines/<span class="k">$(</span>RESOURCE_ID<span class="k">)</span>:streamQuery?alt<span class="o">=</span>sse<span class="w"> </span>-d<span class="w"> </span><span class="s1">'{</span>
</span><span id="__span-8-5"><a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a><span class="s1">"class_method": "async_stream_query",</span>
</span><span id="__span-8-6"><a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a><span class="s1">"input": {</span>
</span><span id="__span-8-7"><a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a><span class="s1"> "user_id": "u_123",</span>
</span><span id="__span-8-8"><a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a><span class="s1"> "session_id": "4857885913439920384",</span>
</span><span id="__span-8-9"><a id="__codelineno-8-9" name="__codelineno-8-9" href="#__codelineno-8-9"></a><span class="s1"> "message": "Hey whats the weather in new york today?",</span>
</span><span id="__span-8-10"><a id="__codelineno-8-10" name="__codelineno-8-10" href="#__codelineno-8-10"></a><span class="s1">}</span>
</span><span id="__span-8-11"><a id="__codelineno-8-11" name="__codelineno-8-11" href="#__codelineno-8-11"></a><span class="s1">}'</span>
</span></code></pre></div>
</div>
</div>
</div>
</li>
</ol>
<p>This request should generate a response from your deployed agent code in JSON
format. For more information about interacting with a deployed ADK agent in
Agent Runtime using REST calls, see
<a href="https://cloud.google.com/vertex-ai/generative-ai/docs/agent-engine/manage/overview#console">Manage deployed agents</a>
and
<a href="https://cloud.google.com/vertex-ai/generative-ai/docs/agent-engine/use/adk">Use an Agent Development Kit agent</a>
in the Agent Runtime documentation.</p>
<h2 id="test-using-python">Test using Python<a class="headerlink" href="#test-using-python" title="Permanent link">&para;</a></h2>
<p>You can use Python code for more sophisticated and repeatable testing of your
agent deployed in Agent Runtime. These instructions describe how to create
a session with the deployed agent, and then send a request to the agent for
processing.</p>
<h3 id="create-a-remote-session">Create a remote session<a class="headerlink" href="#create-a-remote-session" title="Permanent link">&para;</a></h3>
<p>Use the <code>remote_app</code> object to create a connection to a deployed, remote agent:</p>
<div class="language-py highlight"><pre><span></span><code><span id="__span-9-1"><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="c1"># If you are in a new script or used the ADK CLI to deploy, you can connect like this:</span>
</span><span id="__span-9-2"><a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="c1"># remote_app = agent_engines.get("your-agent-resource-name")</span>
</span><span id="__span-9-3"><a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="n">remote_session</span> <span class="o">=</span> <span class="k">await</span> <span class="n">remote_app</span><span class="o">.</span><span class="n">async_create_session</span><span class="p">(</span><span class="n">user_id</span><span class="o">=</span><span class="s2">"u_456"</span><span class="p">)</span>
</span><span id="__span-9-4"><a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="nb">print</span><span class="p">(</span><span class="n">remote_session</span><span class="p">)</span>
</span></code></pre></div>
<p>Expected output for <code>create_session</code> (remote):</p>
<div class="language-console highlight"><pre><span></span><code><span id="__span-10-1"><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="go">{'events': [],</span>
</span><span id="__span-10-2"><a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="go">'user_id': 'u_456',</span>
</span><span id="__span-10-3"><a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="go">'state': {},</span>
</span><span id="__span-10-4"><a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="go">'id': '7543472750996750336',</span>
</span><span id="__span-10-5"><a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="go">'app_name': '7917477678498709504',</span>
</span><span id="__span-10-6"><a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a><span class="go">'last_update_time': 1743683353.030133}</span>
</span></code></pre></div>
<p>The <code>id</code> value is the session ID, and <code>app_name</code> is the resource ID of the
deployed agent on Agent Runtime.</p>
<h4 id="send-queries-to-your-remote-agent">Send queries to your remote agent<a class="headerlink" href="#send-queries-to-your-remote-agent" title="Permanent link">&para;</a></h4>
<div class="language-py highlight"><pre><span></span><code><span id="__span-11-1"><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="k">async</span> <span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">remote_app</span><span class="o">.</span><span class="n">async_stream_query</span><span class="p">(</span>
</span><span id="__span-11-2"><a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a> <span class="n">user_id</span><span class="o">=</span><span class="s2">"u_456"</span><span class="p">,</span>
</span><span id="__span-11-3"><a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a> <span class="n">session_id</span><span class="o">=</span><span class="n">remote_session</span><span class="p">[</span><span class="s2">"id"</span><span class="p">],</span>
</span><span id="__span-11-4"><a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a> <span class="n">message</span><span class="o">=</span><span class="s2">"whats the weather in new york"</span><span class="p">,</span>
</span><span id="__span-11-5"><a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a><span class="p">):</span>
</span><span id="__span-11-6"><a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a> <span class="nb">print</span><span class="p">(</span><span class="n">event</span><span class="p">)</span>
</span></code></pre></div>
<p>Expected output for <code>async_stream_query</code> (remote):</p>
<div class="language-console highlight"><pre><span></span><code><span id="__span-12-1"><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="go">{'parts': [{'function_call': {'id': 'af-f1906423-a531-4ecf-a1ef-723b05e85321', 'args': {'city': 'new york'}, 'name': 'get_weather'}}], 'role': 'model'}</span>
</span><span id="__span-12-2"><a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a><span class="go">{'parts': [{'function_response': {'id': 'af-f1906423-a531-4ecf-a1ef-723b05e85321', 'name': 'get_weather', 'response': {'status': 'success', 'report': 'The weather in New York is sunny with a temperature of 25 degrees Celsius (41 degrees Fahrenheit).'}}}], 'role': 'user'}</span>
</span><span id="__span-12-3"><a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a><span class="go">{'parts': [{'text': 'The weather in New York is sunny with a temperature of 25 degrees Celsius (41 degrees Fahrenheit).'}], 'role': 'model'}</span>
</span></code></pre></div>
<p>For more information about interacting with a deployed ADK agent in
Agent Runtime, see
<a href="https://cloud.google.com/vertex-ai/generative-ai/docs/agent-engine/manage/overview">Manage deployed agents</a>
and
<a href="https://cloud.google.com/vertex-ai/generative-ai/docs/agent-engine/use/adk">Use a Agent Development Kit agent</a>
in the Agent Runtime documentation.</p>
<h3 id="sending-multimodal-queries">Sending Multimodal Queries<a class="headerlink" href="#sending-multimodal-queries" title="Permanent link">&para;</a></h3>
<p>To send multimodal queries (e.g., including images) to your agent, you can construct the <code>message</code> parameter of <code>async_stream_query</code> with a list of <code>types.Part</code> objects. Each part can be text or an image.</p>
<p>To include an image, you can use <code>types.Part.from_uri</code>, providing a Google Cloud Storage (GCS) URI for the image.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-13-1"><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">google.genai</span><span class="w"> </span><span class="kn">import</span> <span class="n">types</span>
</span><span id="__span-13-2"><a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a>
</span><span id="__span-13-3"><a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a><span class="n">image_part</span> <span class="o">=</span> <span class="n">types</span><span class="o">.</span><span class="n">Part</span><span class="o">.</span><span class="n">from_uri</span><span class="p">(</span>
</span><span id="__span-13-4"><a id="__codelineno-13-4" name="__codelineno-13-4" href="#__codelineno-13-4"></a> <span class="n">file_uri</span><span class="o">=</span><span class="s2">"gs://cloud-samples-data/generative-ai/image/scones.jpg"</span><span class="p">,</span>
</span><span id="__span-13-5"><a id="__codelineno-13-5" name="__codelineno-13-5" href="#__codelineno-13-5"></a> <span class="n">mime_type</span><span class="o">=</span><span class="s2">"image/jpeg"</span><span class="p">,</span>
</span><span id="__span-13-6"><a id="__codelineno-13-6" name="__codelineno-13-6" href="#__codelineno-13-6"></a><span class="p">)</span>
</span><span id="__span-13-7"><a id="__codelineno-13-7" name="__codelineno-13-7" href="#__codelineno-13-7"></a><span class="n">text_part</span> <span class="o">=</span> <span class="n">types</span><span class="o">.</span><span class="n">Part</span><span class="o">.</span><span class="n">from_text</span><span class="p">(</span>
</span><span id="__span-13-8"><a id="__codelineno-13-8" name="__codelineno-13-8" href="#__codelineno-13-8"></a> <span class="n">text</span><span class="o">=</span><span class="s2">"What is in this image?"</span><span class="p">,</span>
</span><span id="__span-13-9"><a id="__codelineno-13-9" name="__codelineno-13-9" href="#__codelineno-13-9"></a><span class="p">)</span>
</span><span id="__span-13-10"><a id="__codelineno-13-10" name="__codelineno-13-10" href="#__codelineno-13-10"></a>
</span><span id="__span-13-11"><a id="__codelineno-13-11" name="__codelineno-13-11" href="#__codelineno-13-11"></a><span class="k">async</span> <span class="k">for</span> <span class="n">event</span> <span class="ow">in</span> <span class="n">remote_app</span><span class="o">.</span><span class="n">async_stream_query</span><span class="p">(</span>
</span><span id="__span-13-12"><a id="__codelineno-13-12" name="__codelineno-13-12" href="#__codelineno-13-12"></a> <span class="n">user_id</span><span class="o">=</span><span class="s2">"u_456"</span><span class="p">,</span>
</span><span id="__span-13-13"><a id="__codelineno-13-13" name="__codelineno-13-13" href="#__codelineno-13-13"></a> <span class="n">session_id</span><span class="o">=</span><span class="n">remote_session</span><span class="p">[</span><span class="s2">"id"</span><span class="p">],</span>
</span><span id="__span-13-14"><a id="__codelineno-13-14" name="__codelineno-13-14" href="#__codelineno-13-14"></a> <span class="n">message</span><span class="o">=</span><span class="p">[</span><span class="n">text_part</span><span class="p">,</span> <span class="n">image_part</span><span class="p">],</span>
</span><span id="__span-13-15"><a id="__codelineno-13-15" name="__codelineno-13-15" href="#__codelineno-13-15"></a><span class="p">):</span>
</span><span id="__span-13-16"><a id="__codelineno-13-16" name="__codelineno-13-16" href="#__codelineno-13-16"></a> <span class="nb">print</span><span class="p">(</span><span class="n">event</span><span class="p">)</span>
</span></code></pre></div>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>While the underlying communication with the model may involve Base64
encoding for images, the recommended and supported method for sending image
data to an agent deployed on Agent Runtime is by providing a GCS URI.</p>
</div>
<h2 id="clean-up-deployments">Clean up deployments<a class="headerlink" href="#clean-up-deployments" title="Permanent link">&para;</a></h2>
<p>If you have performed deployments as tests, it is a good practice to clean up
your cloud resources after you have finished. You can delete the deployed Agent
Runtime instance to avoid any unexpected charges on your Google Cloud account.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-14-1"><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="n">remote_app</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</span></code></pre></div>
<p>The <code>force=True</code> parameter also deletes any child resources that were generated
from the deployed agent, such as sessions. You can also delete your deployed
agent via the
<a href="https://console.cloud.google.com/vertex-ai/agents/agent-engines">Agent Runtime UI</a>
on Google Cloud.</p>
</article>
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