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<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="creating-tracesspans"><code>Creating traces/spans</code></h1>
<div class="doc doc-object doc-module">
<a id="cai.sdk.agents.tracing.create"></a>
<div class="doc doc-contents first">
<div class="doc doc-children">
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.trace" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">trace</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">trace</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">workflow_name</span><span class="p">:</span> <span class="n"><span title="str">str</span></span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">trace_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">group_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">metadata</span><span class="p">:</span> <span class="n"><span title="dict">dict</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-7"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new trace. The trace will not be started automatically; you should either use
it as a context manager (<code>with trace(...):</code>) or call <code>trace.start()</code> + <code>trace.finish()</code>
manually.</p>
<p>In addition to the workflow name and optional grouping identifier, you can provide
an arbitrary metadata dictionary to attach additional user-defined information to
the trace.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>workflow_name</code>
</td>
<td>
<code><span title="str">str</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the logical app or workflow. For example, you might provide
"code_bot" for a coding agent, or "customer_support_agent" for a customer support agent.</p>
</div>
</td>
<td>
<em>required</em>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>trace_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the trace. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_trace_id()</code> to generate a trace ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>group_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>Optional grouping identifier to link multiple traces from the same conversation
or process. For instance, you might use a chat thread ID.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>metadata</code>
</td>
<td>
<code><span title="dict">dict</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>Optional dictionary of additional metadata to attach to the trace.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Trace but the Trace will not be recorded. This will
not be checked if there's an existing trace and <code>even_if_trace_running</code> is True.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<p><span class="doc-section-title">Returns:</span></p>
<table>
<thead>
<tr>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></code>
</td>
<td>
<div class="doc-md-description">
<p>The newly created trace object.</p>
</div>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">28</span>
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<span class="normal">71</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-28"><span class="k">def</span><span class="w"> </span><span class="nf">trace</span><span class="p">(</span>
</span><span id="__span-0-29"> <span class="n">workflow_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="__span-0-30"> <span class="n">trace_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-31"> <span class="n">group_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-32"> <span class="n">metadata</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-33"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-34"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Trace</span><span class="p">:</span>
</span><span id="__span-0-35"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-36"><span class="sd"> Create a new trace. The trace will not be started automatically; you should either use</span>
</span><span id="__span-0-37"><span class="sd"> it as a context manager (`with trace(...):`) or call `trace.start()` + `trace.finish()`</span>
</span><span id="__span-0-38"><span class="sd"> manually.</span>
</span><span id="__span-0-39">
</span><span id="__span-0-40"><span class="sd"> In addition to the workflow name and optional grouping identifier, you can provide</span>
</span><span id="__span-0-41"><span class="sd"> an arbitrary metadata dictionary to attach additional user-defined information to</span>
</span><span id="__span-0-42"><span class="sd"> the trace.</span>
</span><span id="__span-0-43">
</span><span id="__span-0-44"><span class="sd"> Args:</span>
</span><span id="__span-0-45"><span class="sd"> workflow_name: The name of the logical app or workflow. For example, you might provide</span>
</span><span id="__span-0-46"><span class="sd"> &quot;code_bot&quot; for a coding agent, or &quot;customer_support_agent&quot; for a customer support agent.</span>
</span><span id="__span-0-47"><span class="sd"> trace_id: The ID of the trace. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-48"><span class="sd"> recommend using `util.gen_trace_id()` to generate a trace ID, to guarantee that IDs are</span>
</span><span id="__span-0-49"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-50"><span class="sd"> group_id: Optional grouping identifier to link multiple traces from the same conversation</span>
</span><span id="__span-0-51"><span class="sd"> or process. For instance, you might use a chat thread ID.</span>
</span><span id="__span-0-52"><span class="sd"> metadata: Optional dictionary of additional metadata to attach to the trace.</span>
</span><span id="__span-0-53"><span class="sd"> disabled: If True, we will return a Trace but the Trace will not be recorded. This will</span>
</span><span id="__span-0-54"><span class="sd"> not be checked if there&#39;s an existing trace and `even_if_trace_running` is True.</span>
</span><span id="__span-0-55">
</span><span id="__span-0-56"><span class="sd"> Returns:</span>
</span><span id="__span-0-57"><span class="sd"> The newly created trace object.</span>
</span><span id="__span-0-58"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-59"> <span class="n">current_trace</span> <span class="o">=</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">get_current_trace</span><span class="p">()</span>
</span><span id="__span-0-60"> <span class="k">if</span> <span class="n">current_trace</span><span class="p">:</span>
</span><span id="__span-0-61"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
</span><span id="__span-0-62"> <span class="s2">&quot;Trace already exists. Creating a new trace, but this is probably a mistake.&quot;</span>
</span><span id="__span-0-63"> <span class="p">)</span>
</span><span id="__span-0-64">
</span><span id="__span-0-65"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_trace</span><span class="p">(</span>
</span><span id="__span-0-66"> <span class="n">name</span><span class="o">=</span><span class="n">workflow_name</span><span class="p">,</span>
</span><span id="__span-0-67"> <span class="n">trace_id</span><span class="o">=</span><span class="n">trace_id</span><span class="p">,</span>
</span><span id="__span-0-68"> <span class="n">group_id</span><span class="o">=</span><span class="n">group_id</span><span class="p">,</span>
</span><span id="__span-0-69"> <span class="n">metadata</span><span class="o">=</span><span class="n">metadata</span><span class="p">,</span>
</span><span id="__span-0-70"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-71"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.get_current_trace" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">get_current_trace</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">get_current_trace</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="kc">None</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Returns the currently active trace, if present.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">74</span>
<span class="normal">75</span>
<span class="normal">76</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-74"><span class="k">def</span><span class="w"> </span><span class="nf">get_current_trace</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n">Trace</span> <span class="o">|</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-75"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Returns the currently active trace, if present.&quot;&quot;&quot;</span>
</span><span id="__span-0-76"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">get_current_trace</span><span class="p">()</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.get_current_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">get_current_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">get_current_span</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Returns the currently active span, if present.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">79</span>
<span class="normal">80</span>
<span class="normal">81</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-79"><span class="k">def</span><span class="w"> </span><span class="nf">get_current_span</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-80"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Returns the currently active span, if present.&quot;&quot;&quot;</span>
</span><span id="__span-0-81"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">get_current_span</span><span class="p">()</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.agent_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">agent_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">agent_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">name</span><span class="p">:</span> <span class="n"><span title="str">str</span></span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">handoffs</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" href="../../../tui/commands_reference/#list">list</a></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">tools</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" href="../../../tui/commands_reference/#list">list</a></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">output_type</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-7"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-8"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-9"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.AgentSpanData">AgentSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new agent span. The span will not be started automatically, you should either do
<code>with agent_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>name</code>
</td>
<td>
<code><span title="str">str</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the agent.</p>
</div>
</td>
<td>
<em>required</em>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>handoffs</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" href="../../../tui/commands_reference/#list">list</a>[<span title="str">str</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>Optional list of agent names to which this agent could hand off control.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>tools</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" href="../../../tui/commands_reference/#list">list</a>[<span title="str">str</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>Optional list of tool names available to this agent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>output_type</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>Optional name of the output type produced by the agent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<p><span class="doc-section-title">Returns:</span></p>
<table>
<thead>
<tr>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="cai.sdk.agents.tracing.span_data.AgentSpanData">AgentSpanData</span>]</code>
</td>
<td>
<div class="doc-md-description">
<p>The newly created agent span.</p>
</div>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"> 84</span>
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<span class="normal">105</span>
<span class="normal">106</span>
<span class="normal">107</span>
<span class="normal">108</span>
<span class="normal">109</span>
<span class="normal">110</span>
<span class="normal">111</span>
<span class="normal">112</span>
<span class="normal">113</span>
<span class="normal">114</span>
<span class="normal">115</span>
<span class="normal">116</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-84"><span class="k">def</span><span class="w"> </span><span class="nf">agent_span</span><span class="p">(</span>
</span><span id="__span-0-85"> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="__span-0-86"> <span class="n">handoffs</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-87"> <span class="n">tools</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-88"> <span class="n">output_type</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-89"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-90"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-91"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-92"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">AgentSpanData</span><span class="p">]:</span>
</span><span id="__span-0-93"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new agent span. The span will not be started automatically, you should either do</span>
</span><span id="__span-0-94"><span class="sd"> `with agent_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-95">
</span><span id="__span-0-96"><span class="sd"> Args:</span>
</span><span id="__span-0-97"><span class="sd"> name: The name of the agent.</span>
</span><span id="__span-0-98"><span class="sd"> handoffs: Optional list of agent names to which this agent could hand off control.</span>
</span><span id="__span-0-99"><span class="sd"> tools: Optional list of tool names available to this agent.</span>
</span><span id="__span-0-100"><span class="sd"> output_type: Optional name of the output type produced by the agent.</span>
</span><span id="__span-0-101"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-102"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-103"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-104"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-105"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-106"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-107">
</span><span id="__span-0-108"><span class="sd"> Returns:</span>
</span><span id="__span-0-109"><span class="sd"> The newly created agent span.</span>
</span><span id="__span-0-110"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-111"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-112"> <span class="n">span_data</span><span class="o">=</span><span class="n">AgentSpanData</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">,</span> <span class="n">handoffs</span><span class="o">=</span><span class="n">handoffs</span><span class="p">,</span> <span class="n">tools</span><span class="o">=</span><span class="n">tools</span><span class="p">,</span> <span class="n">output_type</span><span class="o">=</span><span class="n">output_type</span><span class="p">),</span>
</span><span id="__span-0-113"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-114"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-115"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-116"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.function_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">function_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">function_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">name</span><span class="p">:</span> <span class="n"><span title="str">str</span></span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="nb">input</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">output</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-7"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-8"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.FunctionSpanData">FunctionSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new function span. The span will not be started automatically, you should either do
<code>with function_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>name</code>
</td>
<td>
<code><span title="str">str</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the function.</p>
</div>
</td>
<td>
<em>required</em>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>input</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The input to the function.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>output</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The output of the function.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<p><span class="doc-section-title">Returns:</span></p>
<table>
<thead>
<tr>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="cai.sdk.agents.tracing.span_data.FunctionSpanData">FunctionSpanData</span>]</code>
</td>
<td>
<div class="doc-md-description">
<p>The newly created function span.</p>
</div>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">119</span>
<span class="normal">120</span>
<span class="normal">121</span>
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<span class="normal">123</span>
<span class="normal">124</span>
<span class="normal">125</span>
<span class="normal">126</span>
<span class="normal">127</span>
<span class="normal">128</span>
<span class="normal">129</span>
<span class="normal">130</span>
<span class="normal">131</span>
<span class="normal">132</span>
<span class="normal">133</span>
<span class="normal">134</span>
<span class="normal">135</span>
<span class="normal">136</span>
<span class="normal">137</span>
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<span class="normal">146</span>
<span class="normal">147</span>
<span class="normal">148</span>
<span class="normal">149</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-119"><span class="k">def</span><span class="w"> </span><span class="nf">function_span</span><span class="p">(</span>
</span><span id="__span-0-120"> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="__span-0-121"> <span class="nb">input</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-122"> <span class="n">output</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-123"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-124"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-125"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-126"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">FunctionSpanData</span><span class="p">]:</span>
</span><span id="__span-0-127"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new function span. The span will not be started automatically, you should either do</span>
</span><span id="__span-0-128"><span class="sd"> `with function_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-129">
</span><span id="__span-0-130"><span class="sd"> Args:</span>
</span><span id="__span-0-131"><span class="sd"> name: The name of the function.</span>
</span><span id="__span-0-132"><span class="sd"> input: The input to the function.</span>
</span><span id="__span-0-133"><span class="sd"> output: The output of the function.</span>
</span><span id="__span-0-134"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-135"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-136"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-137"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-138"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-139"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-140">
</span><span id="__span-0-141"><span class="sd"> Returns:</span>
</span><span id="__span-0-142"><span class="sd"> The newly created function span.</span>
</span><span id="__span-0-143"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-144"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-145"> <span class="n">span_data</span><span class="o">=</span><span class="n">FunctionSpanData</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">,</span> <span class="nb">input</span><span class="o">=</span><span class="nb">input</span><span class="p">,</span> <span class="n">output</span><span class="o">=</span><span class="n">output</span><span class="p">),</span>
</span><span id="__span-0-146"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-147"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-148"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-149"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.generation_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">generation_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">generation_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="nb">input</span><span class="p">:</span> <span class="n"><span title="collections.abc.Sequence">Sequence</span></span><span class="p">[</span><span class="n"><span title="collections.abc.Mapping">Mapping</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">output</span><span class="p">:</span> <span class="n"><span title="collections.abc.Sequence">Sequence</span></span><span class="p">[</span><span class="n"><span title="collections.abc.Mapping">Mapping</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">model</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">model_config</span><span class="p">:</span> <span class="n"><span title="collections.abc.Mapping">Mapping</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">usage</span><span class="p">:</span> <span class="n"><span title="dict">dict</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-7"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-8"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-9"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-10"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.GenerationSpanData">GenerationSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new generation span. The span will not be started automatically, you should either
do <code>with generation_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p>This span captures the details of a model generation, including the
input message sequence, any generated outputs, the model name and
configuration, and usage data. If you only need to capture a model
response identifier, use <code>response_span()</code> instead.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>input</code>
</td>
<td>
<code><span title="collections.abc.Sequence">Sequence</span>[<span title="collections.abc.Mapping">Mapping</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>]] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The sequence of input messages sent to the model.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>output</code>
</td>
<td>
<code><span title="collections.abc.Sequence">Sequence</span>[<span title="collections.abc.Mapping">Mapping</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>]] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The sequence of output messages received from the model.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>model</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The model identifier used for the generation.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>model_config</code>
</td>
<td>
<code><span title="collections.abc.Mapping">Mapping</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The model configuration (hyperparameters) used.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>usage</code>
</td>
<td>
<code><span title="dict">dict</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>A dictionary of usage information (input tokens, output tokens, etc.).</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<p><span class="doc-section-title">Returns:</span></p>
<table>
<thead>
<tr>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="cai.sdk.agents.tracing.span_data.GenerationSpanData">GenerationSpanData</span>]</code>
</td>
<td>
<div class="doc-md-description">
<p>The newly created generation span.</p>
</div>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">152</span>
<span class="normal">153</span>
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<span class="normal">160</span>
<span class="normal">161</span>
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<span class="normal">167</span>
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<span class="normal">196</span>
<span class="normal">197</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-152"><span class="k">def</span><span class="w"> </span><span class="nf">generation_span</span><span class="p">(</span>
</span><span id="__span-0-153"> <span class="nb">input</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-154"> <span class="n">output</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-155"> <span class="n">model</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-156"> <span class="n">model_config</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-157"> <span class="n">usage</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-158"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-159"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-160"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-161"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">GenerationSpanData</span><span class="p">]:</span>
</span><span id="__span-0-162"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new generation span. The span will not be started automatically, you should either</span>
</span><span id="__span-0-163"><span class="sd"> do `with generation_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-164">
</span><span id="__span-0-165"><span class="sd"> This span captures the details of a model generation, including the</span>
</span><span id="__span-0-166"><span class="sd"> input message sequence, any generated outputs, the model name and</span>
</span><span id="__span-0-167"><span class="sd"> configuration, and usage data. If you only need to capture a model</span>
</span><span id="__span-0-168"><span class="sd"> response identifier, use `response_span()` instead.</span>
</span><span id="__span-0-169">
</span><span id="__span-0-170"><span class="sd"> Args:</span>
</span><span id="__span-0-171"><span class="sd"> input: The sequence of input messages sent to the model.</span>
</span><span id="__span-0-172"><span class="sd"> output: The sequence of output messages received from the model.</span>
</span><span id="__span-0-173"><span class="sd"> model: The model identifier used for the generation.</span>
</span><span id="__span-0-174"><span class="sd"> model_config: The model configuration (hyperparameters) used.</span>
</span><span id="__span-0-175"><span class="sd"> usage: A dictionary of usage information (input tokens, output tokens, etc.).</span>
</span><span id="__span-0-176"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-177"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-178"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-179"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-180"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-181"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-182">
</span><span id="__span-0-183"><span class="sd"> Returns:</span>
</span><span id="__span-0-184"><span class="sd"> The newly created generation span.</span>
</span><span id="__span-0-185"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-186"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-187"> <span class="n">span_data</span><span class="o">=</span><span class="n">GenerationSpanData</span><span class="p">(</span>
</span><span id="__span-0-188"> <span class="nb">input</span><span class="o">=</span><span class="nb">input</span><span class="p">,</span>
</span><span id="__span-0-189"> <span class="n">output</span><span class="o">=</span><span class="n">output</span><span class="p">,</span>
</span><span id="__span-0-190"> <span class="n">model</span><span class="o">=</span><span class="n">model</span><span class="p">,</span>
</span><span id="__span-0-191"> <span class="n">model_config</span><span class="o">=</span><span class="n">model_config</span><span class="p">,</span>
</span><span id="__span-0-192"> <span class="n">usage</span><span class="o">=</span><span class="n">usage</span><span class="p">,</span>
</span><span id="__span-0-193"> <span class="p">),</span>
</span><span id="__span-0-194"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-195"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-196"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-197"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.response_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">response_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">response_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">response</span><span class="p">:</span> <span class="n"><span title="openai.types.responses.Response">Response</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-6"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.ResponseSpanData">ResponseSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new response span. The span will not be started automatically, you should either do
<code>with response_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>response</code>
</td>
<td>
<code><span title="openai.types.responses.Response">Response</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The OpenAI Response object.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">200</span>
<span class="normal">201</span>
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<span class="normal">205</span>
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<span class="normal">207</span>
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<span class="normal">211</span>
<span class="normal">212</span>
<span class="normal">213</span>
<span class="normal">214</span>
<span class="normal">215</span>
<span class="normal">216</span>
<span class="normal">217</span>
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<span class="normal">219</span>
<span class="normal">220</span>
<span class="normal">221</span>
<span class="normal">222</span>
<span class="normal">223</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-200"><span class="k">def</span><span class="w"> </span><span class="nf">response_span</span><span class="p">(</span>
</span><span id="__span-0-201"> <span class="n">response</span><span class="p">:</span> <span class="n">Response</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-202"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-203"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-204"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-205"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">ResponseSpanData</span><span class="p">]:</span>
</span><span id="__span-0-206"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new response span. The span will not be started automatically, you should either do</span>
</span><span id="__span-0-207"><span class="sd"> `with response_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-208">
</span><span id="__span-0-209"><span class="sd"> Args:</span>
</span><span id="__span-0-210"><span class="sd"> response: The OpenAI Response object.</span>
</span><span id="__span-0-211"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-212"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-213"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-214"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-215"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-216"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-217"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-218"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-219"> <span class="n">span_data</span><span class="o">=</span><span class="n">ResponseSpanData</span><span class="p">(</span><span class="n">response</span><span class="o">=</span><span class="n">response</span><span class="p">),</span>
</span><span id="__span-0-220"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-221"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-222"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-223"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.handoff_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">handoff_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">handoff_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">from_agent</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">to_agent</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-7"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.HandoffSpanData">HandoffSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new handoff span. The span will not be started automatically, you should either do
<code>with handoff_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>from_agent</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the agent that is handing off.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>to_agent</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the agent that is receiving the handoff.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<p><span class="doc-section-title">Returns:</span></p>
<table>
<thead>
<tr>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="cai.sdk.agents.tracing.span_data.HandoffSpanData">HandoffSpanData</span>]</code>
</td>
<td>
<div class="doc-md-description">
<p>The newly created handoff span.</p>
</div>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">226</span>
<span class="normal">227</span>
<span class="normal">228</span>
<span class="normal">229</span>
<span class="normal">230</span>
<span class="normal">231</span>
<span class="normal">232</span>
<span class="normal">233</span>
<span class="normal">234</span>
<span class="normal">235</span>
<span class="normal">236</span>
<span class="normal">237</span>
<span class="normal">238</span>
<span class="normal">239</span>
<span class="normal">240</span>
<span class="normal">241</span>
<span class="normal">242</span>
<span class="normal">243</span>
<span class="normal">244</span>
<span class="normal">245</span>
<span class="normal">246</span>
<span class="normal">247</span>
<span class="normal">248</span>
<span class="normal">249</span>
<span class="normal">250</span>
<span class="normal">251</span>
<span class="normal">252</span>
<span class="normal">253</span>
<span class="normal">254</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-226"><span class="k">def</span><span class="w"> </span><span class="nf">handoff_span</span><span class="p">(</span>
</span><span id="__span-0-227"> <span class="n">from_agent</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-228"> <span class="n">to_agent</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-229"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-230"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-231"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-232"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">HandoffSpanData</span><span class="p">]:</span>
</span><span id="__span-0-233"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new handoff span. The span will not be started automatically, you should either do</span>
</span><span id="__span-0-234"><span class="sd"> `with handoff_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-235">
</span><span id="__span-0-236"><span class="sd"> Args:</span>
</span><span id="__span-0-237"><span class="sd"> from_agent: The name of the agent that is handing off.</span>
</span><span id="__span-0-238"><span class="sd"> to_agent: The name of the agent that is receiving the handoff.</span>
</span><span id="__span-0-239"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-240"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-241"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-242"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-243"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-244"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-245">
</span><span id="__span-0-246"><span class="sd"> Returns:</span>
</span><span id="__span-0-247"><span class="sd"> The newly created handoff span.</span>
</span><span id="__span-0-248"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-249"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-250"> <span class="n">span_data</span><span class="o">=</span><span class="n">HandoffSpanData</span><span class="p">(</span><span class="n">from_agent</span><span class="o">=</span><span class="n">from_agent</span><span class="p">,</span> <span class="n">to_agent</span><span class="o">=</span><span class="n">to_agent</span><span class="p">),</span>
</span><span id="__span-0-251"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-252"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-253"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-254"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.custom_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">custom_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">custom_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">name</span><span class="p">:</span> <span class="n"><span title="str">str</span></span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">data</span><span class="p">:</span> <span class="n"><span title="dict">dict</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-7"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.CustomSpanData">CustomSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new custom span, to which you can add your own metadata. The span will not be
started automatically, you should either do <code>with custom_span() ...</code> or call
<code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>name</code>
</td>
<td>
<code><span title="str">str</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the custom span.</p>
</div>
</td>
<td>
<em>required</em>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>data</code>
</td>
<td>
<code><span title="dict">dict</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>Arbitrary structured data to associate with the span.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<p><span class="doc-section-title">Returns:</span></p>
<table>
<thead>
<tr>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="cai.sdk.agents.tracing.span_data.CustomSpanData">CustomSpanData</span>]</code>
</td>
<td>
<div class="doc-md-description">
<p>The newly created custom span.</p>
</div>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">257</span>
<span class="normal">258</span>
<span class="normal">259</span>
<span class="normal">260</span>
<span class="normal">261</span>
<span class="normal">262</span>
<span class="normal">263</span>
<span class="normal">264</span>
<span class="normal">265</span>
<span class="normal">266</span>
<span class="normal">267</span>
<span class="normal">268</span>
<span class="normal">269</span>
<span class="normal">270</span>
<span class="normal">271</span>
<span class="normal">272</span>
<span class="normal">273</span>
<span class="normal">274</span>
<span class="normal">275</span>
<span class="normal">276</span>
<span class="normal">277</span>
<span class="normal">278</span>
<span class="normal">279</span>
<span class="normal">280</span>
<span class="normal">281</span>
<span class="normal">282</span>
<span class="normal">283</span>
<span class="normal">284</span>
<span class="normal">285</span>
<span class="normal">286</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-257"><span class="k">def</span><span class="w"> </span><span class="nf">custom_span</span><span class="p">(</span>
</span><span id="__span-0-258"> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="__span-0-259"> <span class="n">data</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-260"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-261"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-262"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-263"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">CustomSpanData</span><span class="p">]:</span>
</span><span id="__span-0-264"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new custom span, to which you can add your own metadata. The span will not be</span>
</span><span id="__span-0-265"><span class="sd"> started automatically, you should either do `with custom_span() ...` or call</span>
</span><span id="__span-0-266"><span class="sd"> `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-267">
</span><span id="__span-0-268"><span class="sd"> Args:</span>
</span><span id="__span-0-269"><span class="sd"> name: The name of the custom span.</span>
</span><span id="__span-0-270"><span class="sd"> data: Arbitrary structured data to associate with the span.</span>
</span><span id="__span-0-271"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-272"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-273"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-274"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-275"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-276"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-277">
</span><span id="__span-0-278"><span class="sd"> Returns:</span>
</span><span id="__span-0-279"><span class="sd"> The newly created custom span.</span>
</span><span id="__span-0-280"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-281"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-282"> <span class="n">span_data</span><span class="o">=</span><span class="n">CustomSpanData</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span> <span class="ow">or</span> <span class="p">{}),</span>
</span><span id="__span-0-283"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-284"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-285"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-286"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.guardrail_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">guardrail_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">guardrail_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">name</span><span class="p">:</span> <span class="n"><span title="str">str</span></span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">triggered</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-7"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.GuardrailSpanData">GuardrailSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new guardrail span. The span will not be started automatically, you should either
do <code>with guardrail_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>name</code>
</td>
<td>
<code><span title="str">str</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the guardrail.</p>
</div>
</td>
<td>
<em>required</em>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>triggered</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>Whether the guardrail was triggered.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">289</span>
<span class="normal">290</span>
<span class="normal">291</span>
<span class="normal">292</span>
<span class="normal">293</span>
<span class="normal">294</span>
<span class="normal">295</span>
<span class="normal">296</span>
<span class="normal">297</span>
<span class="normal">298</span>
<span class="normal">299</span>
<span class="normal">300</span>
<span class="normal">301</span>
<span class="normal">302</span>
<span class="normal">303</span>
<span class="normal">304</span>
<span class="normal">305</span>
<span class="normal">306</span>
<span class="normal">307</span>
<span class="normal">308</span>
<span class="normal">309</span>
<span class="normal">310</span>
<span class="normal">311</span>
<span class="normal">312</span>
<span class="normal">313</span>
<span class="normal">314</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-289"><span class="k">def</span><span class="w"> </span><span class="nf">guardrail_span</span><span class="p">(</span>
</span><span id="__span-0-290"> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="__span-0-291"> <span class="n">triggered</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-292"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-293"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-294"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-295"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">GuardrailSpanData</span><span class="p">]:</span>
</span><span id="__span-0-296"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new guardrail span. The span will not be started automatically, you should either</span>
</span><span id="__span-0-297"><span class="sd"> do `with guardrail_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-298">
</span><span id="__span-0-299"><span class="sd"> Args:</span>
</span><span id="__span-0-300"><span class="sd"> name: The name of the guardrail.</span>
</span><span id="__span-0-301"><span class="sd"> triggered: Whether the guardrail was triggered.</span>
</span><span id="__span-0-302"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-303"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-304"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-305"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-306"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-307"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-308"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-309"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-310"> <span class="n">span_data</span><span class="o">=</span><span class="n">GuardrailSpanData</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">,</span> <span class="n">triggered</span><span class="o">=</span><span class="n">triggered</span><span class="p">),</span>
</span><span id="__span-0-311"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-312"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-313"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-314"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.transcription_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">transcription_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">transcription_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">model</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="nb">input</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">input_format</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="s2">&quot;pcm&quot;</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">output</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">model_config</span><span class="p">:</span> <span class="n"><span title="collections.abc.Mapping">Mapping</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-7"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-8"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-9"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-10"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.TranscriptionSpanData">TranscriptionSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new transcription span. The span will not be started automatically, you should
either do <code>with transcription_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>model</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the model used for the speech-to-text.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>input</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The audio input of the speech-to-text transcription, as a base64 encoded string of
audio bytes.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>input_format</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The format of the audio input (defaults to "pcm").</p>
</div>
</td>
<td>
<code>&#39;pcm&#39;</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>output</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The output of the speech-to-text transcription.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>model_config</code>
</td>
<td>
<code><span title="collections.abc.Mapping">Mapping</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The model configuration (hyperparameters) used.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<p><span class="doc-section-title">Returns:</span></p>
<table>
<thead>
<tr>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="cai.sdk.agents.tracing.span_data.TranscriptionSpanData">TranscriptionSpanData</span>]</code>
</td>
<td>
<div class="doc-md-description">
<p>The newly created speech-to-text span.</p>
</div>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">317</span>
<span class="normal">318</span>
<span class="normal">319</span>
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<span class="normal">321</span>
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<span class="normal">355</span>
<span class="normal">356</span>
<span class="normal">357</span>
<span class="normal">358</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-317"><span class="k">def</span><span class="w"> </span><span class="nf">transcription_span</span><span class="p">(</span>
</span><span id="__span-0-318"> <span class="n">model</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-319"> <span class="nb">input</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-320"> <span class="n">input_format</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="s2">&quot;pcm&quot;</span><span class="p">,</span>
</span><span id="__span-0-321"> <span class="n">output</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-322"> <span class="n">model_config</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-323"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-324"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-325"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-326"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">TranscriptionSpanData</span><span class="p">]:</span>
</span><span id="__span-0-327"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new transcription span. The span will not be started automatically, you should</span>
</span><span id="__span-0-328"><span class="sd"> either do `with transcription_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-329">
</span><span id="__span-0-330"><span class="sd"> Args:</span>
</span><span id="__span-0-331"><span class="sd"> model: The name of the model used for the speech-to-text.</span>
</span><span id="__span-0-332"><span class="sd"> input: The audio input of the speech-to-text transcription, as a base64 encoded string of</span>
</span><span id="__span-0-333"><span class="sd"> audio bytes.</span>
</span><span id="__span-0-334"><span class="sd"> input_format: The format of the audio input (defaults to &quot;pcm&quot;).</span>
</span><span id="__span-0-335"><span class="sd"> output: The output of the speech-to-text transcription.</span>
</span><span id="__span-0-336"><span class="sd"> model_config: The model configuration (hyperparameters) used.</span>
</span><span id="__span-0-337"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-338"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-339"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-340"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-341"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-342"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-343">
</span><span id="__span-0-344"><span class="sd"> Returns:</span>
</span><span id="__span-0-345"><span class="sd"> The newly created speech-to-text span.</span>
</span><span id="__span-0-346"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-347"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-348"> <span class="n">span_data</span><span class="o">=</span><span class="n">TranscriptionSpanData</span><span class="p">(</span>
</span><span id="__span-0-349"> <span class="nb">input</span><span class="o">=</span><span class="nb">input</span><span class="p">,</span>
</span><span id="__span-0-350"> <span class="n">input_format</span><span class="o">=</span><span class="n">input_format</span><span class="p">,</span>
</span><span id="__span-0-351"> <span class="n">output</span><span class="o">=</span><span class="n">output</span><span class="p">,</span>
</span><span id="__span-0-352"> <span class="n">model</span><span class="o">=</span><span class="n">model</span><span class="p">,</span>
</span><span id="__span-0-353"> <span class="n">model_config</span><span class="o">=</span><span class="n">model_config</span><span class="p">,</span>
</span><span id="__span-0-354"> <span class="p">),</span>
</span><span id="__span-0-355"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-356"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-357"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-358"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.speech_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">speech_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">speech_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">model</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="nb">input</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">output</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">output_format</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="s2">&quot;pcm&quot;</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">model_config</span><span class="p">:</span> <span class="n"><span title="collections.abc.Mapping">Mapping</span></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">,</span> <span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-7"> <span class="n">first_content_at</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-8"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-9"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-10"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-11"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.SpeechSpanData">SpeechSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new speech span. The span will not be started automatically, you should either do
<code>with speech_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>model</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the model used for the text-to-speech.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>input</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The text input of the text-to-speech.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>output</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The audio output of the text-to-speech as base64 encoded string of PCM audio bytes.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>output_format</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The format of the audio output (defaults to "pcm").</p>
</div>
</td>
<td>
<code>&#39;pcm&#39;</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>model_config</code>
</td>
<td>
<code><span title="collections.abc.Mapping">Mapping</span>[<span title="str">str</span>, <span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The model configuration (hyperparameters) used.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>first_content_at</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The time of the first byte of the audio output.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">361</span>
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<span class="normal">401</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-361"><span class="k">def</span><span class="w"> </span><span class="nf">speech_span</span><span class="p">(</span>
</span><span id="__span-0-362"> <span class="n">model</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-363"> <span class="nb">input</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-364"> <span class="n">output</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-365"> <span class="n">output_format</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="s2">&quot;pcm&quot;</span><span class="p">,</span>
</span><span id="__span-0-366"> <span class="n">model_config</span><span class="p">:</span> <span class="n">Mapping</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-367"> <span class="n">first_content_at</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-368"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-369"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-370"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-371"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">SpeechSpanData</span><span class="p">]:</span>
</span><span id="__span-0-372"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new speech span. The span will not be started automatically, you should either do</span>
</span><span id="__span-0-373"><span class="sd"> `with speech_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-374">
</span><span id="__span-0-375"><span class="sd"> Args:</span>
</span><span id="__span-0-376"><span class="sd"> model: The name of the model used for the text-to-speech.</span>
</span><span id="__span-0-377"><span class="sd"> input: The text input of the text-to-speech.</span>
</span><span id="__span-0-378"><span class="sd"> output: The audio output of the text-to-speech as base64 encoded string of PCM audio bytes.</span>
</span><span id="__span-0-379"><span class="sd"> output_format: The format of the audio output (defaults to &quot;pcm&quot;).</span>
</span><span id="__span-0-380"><span class="sd"> model_config: The model configuration (hyperparameters) used.</span>
</span><span id="__span-0-381"><span class="sd"> first_content_at: The time of the first byte of the audio output.</span>
</span><span id="__span-0-382"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-383"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-384"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-385"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-386"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-387"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-388"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-389"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-390"> <span class="n">span_data</span><span class="o">=</span><span class="n">SpeechSpanData</span><span class="p">(</span>
</span><span id="__span-0-391"> <span class="n">model</span><span class="o">=</span><span class="n">model</span><span class="p">,</span>
</span><span id="__span-0-392"> <span class="nb">input</span><span class="o">=</span><span class="nb">input</span><span class="p">,</span>
</span><span id="__span-0-393"> <span class="n">output</span><span class="o">=</span><span class="n">output</span><span class="p">,</span>
</span><span id="__span-0-394"> <span class="n">output_format</span><span class="o">=</span><span class="n">output_format</span><span class="p">,</span>
</span><span id="__span-0-395"> <span class="n">model_config</span><span class="o">=</span><span class="n">model_config</span><span class="p">,</span>
</span><span id="__span-0-396"> <span class="n">first_content_at</span><span class="o">=</span><span class="n">first_content_at</span><span class="p">,</span>
</span><span id="__span-0-397"> <span class="p">),</span>
</span><span id="__span-0-398"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-399"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-400"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-401"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.speech_group_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">speech_group_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">speech_group_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="nb">input</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-6"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.SpeechGroupSpanData">SpeechGroupSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new speech group span. The span will not be started automatically, you should
either do <code>with speech_group_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>input</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The input text used for the speech request.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">404</span>
<span class="normal">405</span>
<span class="normal">406</span>
<span class="normal">407</span>
<span class="normal">408</span>
<span class="normal">409</span>
<span class="normal">410</span>
<span class="normal">411</span>
<span class="normal">412</span>
<span class="normal">413</span>
<span class="normal">414</span>
<span class="normal">415</span>
<span class="normal">416</span>
<span class="normal">417</span>
<span class="normal">418</span>
<span class="normal">419</span>
<span class="normal">420</span>
<span class="normal">421</span>
<span class="normal">422</span>
<span class="normal">423</span>
<span class="normal">424</span>
<span class="normal">425</span>
<span class="normal">426</span>
<span class="normal">427</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-404"><span class="k">def</span><span class="w"> </span><span class="nf">speech_group_span</span><span class="p">(</span>
</span><span id="__span-0-405"> <span class="nb">input</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-406"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-407"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-408"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-409"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">SpeechGroupSpanData</span><span class="p">]:</span>
</span><span id="__span-0-410"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new speech group span. The span will not be started automatically, you should</span>
</span><span id="__span-0-411"><span class="sd"> either do `with speech_group_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-412">
</span><span id="__span-0-413"><span class="sd"> Args:</span>
</span><span id="__span-0-414"><span class="sd"> input: The input text used for the speech request.</span>
</span><span id="__span-0-415"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-416"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-417"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-418"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-419"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-420"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-421"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-422"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-423"> <span class="n">span_data</span><span class="o">=</span><span class="n">SpeechGroupSpanData</span><span class="p">(</span><span class="nb">input</span><span class="o">=</span><span class="nb">input</span><span class="p">),</span>
</span><span id="__span-0-424"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-425"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-426"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-427"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.create.mcp_tools_span" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">mcp_tools_span</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">mcp_tools_span</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="n">server</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">result</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" href="../../../tui/commands_reference/#list">list</a></span><span class="p">[</span><span class="n"><span title="str">str</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">span_id</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="typing.Any">Any</span></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">disabled</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-7"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a></span><span class="p">[</span><span class="n"><span title="cai.sdk.agents.tracing.span_data.MCPListToolsSpanData">MCPListToolsSpanData</span></span><span class="p">]</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create a new MCP list tools span. The span will not be started automatically, you should
either do <code>with mcp_tools_span() ...</code> or call <code>span.start()</code> + <code>span.finish()</code> manually.</p>
<p><span class="doc-section-title">Parameters:</span></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
<th>Default</th>
</tr>
</thead>
<tbody>
<tr class="doc-section-item">
<td>
<code>server</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The name of the MCP server.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>result</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" href="../../../tui/commands_reference/#list">list</a>[<span title="str">str</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The result of the MCP list tools call.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>span_id</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The ID of the span. Optional. If not provided, we will generate an ID. We
recommend using <code>util.gen_span_id()</code> to generate a span ID, to guarantee that IDs are
correctly formatted.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>parent</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="Trace (cai.sdk.agents.tracing.traces.Trace)" href="../traces/#cai.sdk.agents.tracing.traces.Trace">Trace</a> | <a class="autorefs autorefs-internal" title="Span (cai.sdk.agents.tracing.spans.Span)" href="../spans/#cai.sdk.agents.tracing.spans.Span">Span</a>[<span title="typing.Any">Any</span>] | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The parent span or trace. If not provided, we will automatically use the current
trace/span as the parent.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>disabled</code>
</td>
<td>
<code><span title="bool">bool</span></code>
</td>
<td>
<div class="doc-md-description">
<p>If True, we will return a Span but the Span will not be recorded.</p>
</div>
</td>
<td>
<code>False</code>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/create.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">430</span>
<span class="normal">431</span>
<span class="normal">432</span>
<span class="normal">433</span>
<span class="normal">434</span>
<span class="normal">435</span>
<span class="normal">436</span>
<span class="normal">437</span>
<span class="normal">438</span>
<span class="normal">439</span>
<span class="normal">440</span>
<span class="normal">441</span>
<span class="normal">442</span>
<span class="normal">443</span>
<span class="normal">444</span>
<span class="normal">445</span>
<span class="normal">446</span>
<span class="normal">447</span>
<span class="normal">448</span>
<span class="normal">449</span>
<span class="normal">450</span>
<span class="normal">451</span>
<span class="normal">452</span>
<span class="normal">453</span>
<span class="normal">454</span>
<span class="normal">455</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-430"><span class="k">def</span><span class="w"> </span><span class="nf">mcp_tools_span</span><span class="p">(</span>
</span><span id="__span-0-431"> <span class="n">server</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-432"> <span class="n">result</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-433"> <span class="n">span_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-434"> <span class="n">parent</span><span class="p">:</span> <span class="n">Trace</span> <span class="o">|</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="__span-0-435"> <span class="n">disabled</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="__span-0-436"><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Span</span><span class="p">[</span><span class="n">MCPListToolsSpanData</span><span class="p">]:</span>
</span><span id="__span-0-437"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create a new MCP list tools span. The span will not be started automatically, you should</span>
</span><span id="__span-0-438"><span class="sd"> either do `with mcp_tools_span() ...` or call `span.start()` + `span.finish()` manually.</span>
</span><span id="__span-0-439">
</span><span id="__span-0-440"><span class="sd"> Args:</span>
</span><span id="__span-0-441"><span class="sd"> server: The name of the MCP server.</span>
</span><span id="__span-0-442"><span class="sd"> result: The result of the MCP list tools call.</span>
</span><span id="__span-0-443"><span class="sd"> span_id: The ID of the span. Optional. If not provided, we will generate an ID. We</span>
</span><span id="__span-0-444"><span class="sd"> recommend using `util.gen_span_id()` to generate a span ID, to guarantee that IDs are</span>
</span><span id="__span-0-445"><span class="sd"> correctly formatted.</span>
</span><span id="__span-0-446"><span class="sd"> parent: The parent span or trace. If not provided, we will automatically use the current</span>
</span><span id="__span-0-447"><span class="sd"> trace/span as the parent.</span>
</span><span id="__span-0-448"><span class="sd"> disabled: If True, we will return a Span but the Span will not be recorded.</span>
</span><span id="__span-0-449"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-450"> <span class="k">return</span> <span class="n">GLOBAL_TRACE_PROVIDER</span><span class="o">.</span><span class="n">create_span</span><span class="p">(</span>
</span><span id="__span-0-451"> <span class="n">span_data</span><span class="o">=</span><span class="n">MCPListToolsSpanData</span><span class="p">(</span><span class="n">server</span><span class="o">=</span><span class="n">server</span><span class="p">,</span> <span class="n">result</span><span class="o">=</span><span class="n">result</span><span class="p">),</span>
</span><span id="__span-0-452"> <span class="n">span_id</span><span class="o">=</span><span class="n">span_id</span><span class="p">,</span>
</span><span id="__span-0-453"> <span class="n">parent</span><span class="o">=</span><span class="n">parent</span><span class="p">,</span>
</span><span id="__span-0-454"> <span class="n">disabled</span><span class="o">=</span><span class="n">disabled</span><span class="p">,</span>
</span><span id="__span-0-455"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
</div>
</div>
</div>
</article>
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