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<article class="md-content__inner md-typeset">
<h1 id="processors"><code>Processors</code></h1>
<div class="doc doc-object doc-module">
<a id="cai.sdk.agents.tracing.processors"></a>
<div class="doc doc-contents first">
<div class="doc doc-children">
<div class="doc doc-object doc-class">
<h3 id="cai.sdk.agents.tracing.processors.ConsoleSpanExporter" class="doc doc-heading">
<span class="doc doc-object-name doc-class-name">ConsoleSpanExporter</span>
</h3>
<div class="doc doc-contents ">
<p class="doc doc-class-bases">
Bases: <code><a class="autorefs autorefs-internal" title="TracingExporter (cai.sdk.agents.tracing.processor_interface.TracingExporter)" href="../processor_interface/#cai.sdk.agents.tracing.processor_interface.TracingExporter">TracingExporter</a></code></p>
<p>Prints the traces and spans to the console.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">19</span>
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<span class="normal">27</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-19"><span class="k">class</span><span class="w"> </span><span class="nc">ConsoleSpanExporter</span><span class="p">(</span><span class="n">TracingExporter</span><span class="p">):</span>
</span><span id="__span-0-20"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Prints the traces and spans to the console.&quot;&quot;&quot;</span>
</span><span id="__span-0-21">
</span><span id="__span-0-22"> <span class="k">def</span><span class="w"> </span><span class="nf">export</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">list</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">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-23"> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span><span class="p">:</span>
</span><span id="__span-0-24"> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">item</span><span class="p">,</span> <span class="n">Trace</span><span class="p">):</span>
</span><span id="__span-0-25"> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Exporter] Export trace_id=</span><span class="si">{</span><span class="n">item</span><span class="o">.</span><span class="n">trace_id</span><span class="si">}</span><span class="s2">, name=</span><span class="si">{</span><span class="n">item</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2">, &quot;</span><span class="p">)</span>
</span><span id="__span-0-26"> <span class="k">else</span><span class="p">:</span>
</span><span id="__span-0-27"> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[Exporter] Export span: </span><span class="si">{</span><span class="n">item</span><span class="o">.</span><span class="n">export</span><span class="p">()</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
<div class="doc doc-children">
</div>
</div>
</div>
<div class="doc doc-object doc-class">
<h3 id="cai.sdk.agents.tracing.processors.BackendSpanExporter" class="doc doc-heading">
<span class="doc doc-object-name doc-class-name">BackendSpanExporter</span>
</h3>
<div class="doc doc-contents ">
<p class="doc doc-class-bases">
Bases: <code><a class="autorefs autorefs-internal" title="TracingExporter (cai.sdk.agents.tracing.processor_interface.TracingExporter)" href="../processor_interface/#cai.sdk.agents.tracing.processor_interface.TracingExporter">TracingExporter</a></code></p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"> 30</span>
<span class="normal"> 31</span>
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<span class="normal">145</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-30"><span class="k">class</span><span class="w"> </span><span class="nc">BackendSpanExporter</span><span class="p">(</span><span class="n">TracingExporter</span><span class="p">):</span>
</span><span id="__span-0-31"> <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
</span><span id="__span-0-32"> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-0-33"> <span class="n">api_key</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-0-34"> <span class="n">organization</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-0-35"> <span class="n">project</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-0-36"> <span class="n">endpoint</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;https://api.openai.com/v1/traces/ingest&quot;</span><span class="p">,</span>
</span><span id="__span-0-37"> <span class="n">max_retries</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span>
</span><span id="__span-0-38"> <span class="n">base_delay</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
</span><span id="__span-0-39"> <span class="n">max_delay</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">30.0</span><span class="p">,</span>
</span><span id="__span-0-40"> <span class="p">):</span>
</span><span id="__span-0-41"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-42"><span class="sd"> Args:</span>
</span><span id="__span-0-43"><span class="sd"> api_key: The API key for the &quot;Authorization&quot; header. Defaults to</span>
</span><span id="__span-0-44"><span class="sd"> `os.environ[&quot;OPENAI_API_KEY&quot;]` if not provided.</span>
</span><span id="__span-0-45"><span class="sd"> organization: The OpenAI organization to use. Defaults to</span>
</span><span id="__span-0-46"><span class="sd"> `os.environ[&quot;OPENAI_ORG_ID&quot;]` if not provided.</span>
</span><span id="__span-0-47"><span class="sd"> project: The OpenAI project to use. Defaults to</span>
</span><span id="__span-0-48"><span class="sd"> `os.environ[&quot;OPENAI_PROJECT_ID&quot;]` if not provided.</span>
</span><span id="__span-0-49"><span class="sd"> endpoint: The HTTP endpoint to which traces/spans are posted.</span>
</span><span id="__span-0-50"><span class="sd"> max_retries: Maximum number of retries upon failures.</span>
</span><span id="__span-0-51"><span class="sd"> base_delay: Base delay (in seconds) for the first backoff.</span>
</span><span id="__span-0-52"><span class="sd"> max_delay: Maximum delay (in seconds) for backoff growth.</span>
</span><span id="__span-0-53"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-54"> <span class="bp">self</span><span class="o">.</span><span class="n">_api_key</span> <span class="o">=</span> <span class="n">api_key</span>
</span><span id="__span-0-55"> <span class="bp">self</span><span class="o">.</span><span class="n">_organization</span> <span class="o">=</span> <span class="n">organization</span>
</span><span id="__span-0-56"> <span class="bp">self</span><span class="o">.</span><span class="n">_project</span> <span class="o">=</span> <span class="n">project</span>
</span><span id="__span-0-57"> <span class="bp">self</span><span class="o">.</span><span class="n">endpoint</span> <span class="o">=</span> <span class="n">endpoint</span>
</span><span id="__span-0-58"> <span class="bp">self</span><span class="o">.</span><span class="n">max_retries</span> <span class="o">=</span> <span class="n">max_retries</span>
</span><span id="__span-0-59"> <span class="bp">self</span><span class="o">.</span><span class="n">base_delay</span> <span class="o">=</span> <span class="n">base_delay</span>
</span><span id="__span-0-60"> <span class="bp">self</span><span class="o">.</span><span class="n">max_delay</span> <span class="o">=</span> <span class="n">max_delay</span>
</span><span id="__span-0-61">
</span><span id="__span-0-62"> <span class="c1"># Keep a client open for connection pooling across multiple export calls</span>
</span><span id="__span-0-63"> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span> <span class="o">=</span> <span class="n">httpx</span><span class="o">.</span><span class="n">Client</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="n">httpx</span><span class="o">.</span><span class="n">Timeout</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span> <span class="n">connect</span><span class="o">=</span><span class="mf">5.0</span><span class="p">))</span>
</span><span id="__span-0-64">
</span><span id="__span-0-65"> <span class="k">def</span><span class="w"> </span><span class="nf">set_api_key</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">api_key</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="__span-0-66"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Set the OpenAI API key for the exporter.</span>
</span><span id="__span-0-67">
</span><span id="__span-0-68"><span class="sd"> Args:</span>
</span><span id="__span-0-69"><span class="sd"> api_key: The OpenAI API key to use. This is the same key used by the OpenAI Python</span>
</span><span id="__span-0-70"><span class="sd"> client.</span>
</span><span id="__span-0-71"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-72"> <span class="c1"># We&#39;re specifically setting the underlying cached property as well</span>
</span><span id="__span-0-73"> <span class="bp">self</span><span class="o">.</span><span class="n">_api_key</span> <span class="o">=</span> <span class="n">api_key</span>
</span><span id="__span-0-74"> <span class="bp">self</span><span class="o">.</span><span class="n">api_key</span> <span class="o">=</span> <span class="n">api_key</span>
</span><span id="__span-0-75">
</span><span id="__span-0-76"> <span class="nd">@cached_property</span>
</span><span id="__span-0-77"> <span class="k">def</span><span class="w"> </span><span class="nf">api_key</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-78"> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_api_key</span> <span class="ow">or</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;OPENAI_API_KEY&quot;</span><span class="p">)</span>
</span><span id="__span-0-79">
</span><span id="__span-0-80"> <span class="nd">@cached_property</span>
</span><span id="__span-0-81"> <span class="k">def</span><span class="w"> </span><span class="nf">organization</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-82"> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_organization</span> <span class="ow">or</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;OPENAI_ORG_ID&quot;</span><span class="p">)</span>
</span><span id="__span-0-83">
</span><span id="__span-0-84"> <span class="nd">@cached_property</span>
</span><span id="__span-0-85"> <span class="k">def</span><span class="w"> </span><span class="nf">project</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-86"> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_project</span> <span class="ow">or</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;OPENAI_PROJECT_ID&quot;</span><span class="p">)</span>
</span><span id="__span-0-87">
</span><span id="__span-0-88"> <span class="k">def</span><span class="w"> </span><span class="nf">export</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">items</span><span class="p">:</span> <span class="nb">list</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">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-89"> <span class="k">if</span> <span class="ow">not</span> <span class="n">items</span><span class="p">:</span>
</span><span id="__span-0-90"> <span class="k">return</span>
</span><span id="__span-0-91">
</span><span id="__span-0-92"> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">api_key</span><span class="p">:</span>
</span><span id="__span-0-93"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;OPENAI_API_KEY is not set, skipping trace export&quot;</span><span class="p">)</span>
</span><span id="__span-0-94"> <span class="k">return</span>
</span><span id="__span-0-95">
</span><span id="__span-0-96"> <span class="n">data</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="o">.</span><span class="n">export</span><span class="p">()</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">items</span> <span class="k">if</span> <span class="n">item</span><span class="o">.</span><span class="n">export</span><span class="p">()]</span>
</span><span id="__span-0-97"> <span class="n">payload</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;data&quot;</span><span class="p">:</span> <span class="n">data</span><span class="p">}</span>
</span><span id="__span-0-98">
</span><span id="__span-0-99"> <span class="n">headers</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-0-100"> <span class="s2">&quot;Authorization&quot;</span><span class="p">:</span> <span class="sa">f</span><span class="s2">&quot;Bearer </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">api_key</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
</span><span id="__span-0-101"> <span class="s2">&quot;Content-Type&quot;</span><span class="p">:</span> <span class="s2">&quot;application/json&quot;</span><span class="p">,</span>
</span><span id="__span-0-102"> <span class="s2">&quot;OpenAI-Beta&quot;</span><span class="p">:</span> <span class="s2">&quot;traces=v1&quot;</span><span class="p">,</span>
</span><span id="__span-0-103"> <span class="p">}</span>
</span><span id="__span-0-104">
</span><span id="__span-0-105"> <span class="c1"># Exponential backoff loop</span>
</span><span id="__span-0-106"> <span class="n">attempt</span> <span class="o">=</span> <span class="mi">0</span>
</span><span id="__span-0-107"> <span class="n">delay</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">base_delay</span>
</span><span id="__span-0-108"> <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
</span><span id="__span-0-109"> <span class="n">attempt</span> <span class="o">+=</span> <span class="mi">1</span>
</span><span id="__span-0-110"> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-0-111"> <span class="n">response</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">url</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">endpoint</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="n">headers</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="n">payload</span><span class="p">)</span>
</span><span id="__span-0-112">
</span><span id="__span-0-113"> <span class="c1"># If the response is successful, break out of the loop</span>
</span><span id="__span-0-114"> <span class="k">if</span> <span class="n">response</span><span class="o">.</span><span class="n">status_code</span> <span class="o">&lt;</span> <span class="mi">300</span><span class="p">:</span>
</span><span id="__span-0-115"> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Exported </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">items</span><span class="p">)</span><span class="si">}</span><span class="s2"> items&quot;</span><span class="p">)</span>
</span><span id="__span-0-116"> <span class="k">return</span>
</span><span id="__span-0-117">
</span><span id="__span-0-118"> <span class="c1"># If the response is a client error (4xx), we wont retry</span>
</span><span id="__span-0-119"> <span class="k">if</span> <span class="mi">400</span> <span class="o">&lt;=</span> <span class="n">response</span><span class="o">.</span><span class="n">status_code</span> <span class="o">&lt;</span> <span class="mi">500</span><span class="p">:</span>
</span><span id="__span-0-120"> <span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span>
</span><span id="__span-0-121"> <span class="sa">f</span><span class="s2">&quot;[non-fatal] Tracing client error </span><span class="si">{</span><span class="n">response</span><span class="o">.</span><span class="n">status_code</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">response</span><span class="o">.</span><span class="n">text</span><span class="si">}</span><span class="s2">&quot;</span>
</span><span id="__span-0-122"> <span class="p">)</span>
</span><span id="__span-0-123"> <span class="k">return</span>
</span><span id="__span-0-124">
</span><span id="__span-0-125"> <span class="c1"># For 5xx or other unexpected codes, treat it as transient and retry</span>
</span><span id="__span-0-126"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span>
</span><span id="__span-0-127"> <span class="sa">f</span><span class="s2">&quot;[non-fatal] Tracing: server error </span><span class="si">{</span><span class="n">response</span><span class="o">.</span><span class="n">status_code</span><span class="si">}</span><span class="s2">, retrying.&quot;</span>
</span><span id="__span-0-128"> <span class="p">)</span>
</span><span id="__span-0-129"> <span class="k">except</span> <span class="n">httpx</span><span class="o">.</span><span class="n">RequestError</span> <span class="k">as</span> <span class="n">exc</span><span class="p">:</span>
</span><span id="__span-0-130"> <span class="c1"># Network or other I/O error, we&#39;ll retry</span>
</span><span id="__span-0-131"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;[non-fatal] Tracing: request failed: </span><span class="si">{</span><span class="n">exc</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="__span-0-132">
</span><span id="__span-0-133"> <span class="c1"># If we reach here, we need to retry or give up</span>
</span><span id="__span-0-134"> <span class="k">if</span> <span class="n">attempt</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_retries</span><span class="p">:</span>
</span><span id="__span-0-135"> <span class="n">logger</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">&quot;[non-fatal] Tracing: max retries reached, giving up on this batch.&quot;</span><span class="p">)</span>
</span><span id="__span-0-136"> <span class="k">return</span>
</span><span id="__span-0-137">
</span><span id="__span-0-138"> <span class="c1"># Exponential backoff + jitter</span>
</span><span id="__span-0-139"> <span class="n">sleep_time</span> <span class="o">=</span> <span class="n">delay</span> <span class="o">+</span> <span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">delay</span><span class="p">)</span> <span class="c1"># 10% jitter</span>
</span><span id="__span-0-140"> <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="n">sleep_time</span><span class="p">)</span>
</span><span id="__span-0-141"> <span class="n">delay</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">delay</span> <span class="o">*</span> <span class="mi">2</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">max_delay</span><span class="p">)</span>
</span><span id="__span-0-142">
</span><span id="__span-0-143"> <span class="k">def</span><span class="w"> </span><span class="nf">close</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-144"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Close the underlying HTTP client.&quot;&quot;&quot;</span>
</span><span id="__span-0-145"> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
</span></code></pre></div></td></tr></table></div>
</details>
<div class="doc doc-children">
<div class="doc doc-object doc-function">
<h4 id="cai.sdk.agents.tracing.processors.BackendSpanExporter.__init__" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">__init__</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="fm">__init__</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="nf">api_key</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">organization</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">project</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">endpoint</span><span class="p">:</span> <span class="n"><span title="str">str</span></span> <span class="o">=</span> <span class="s2">&quot;https://api.openai.com/v1/traces/ingest&quot;</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">max_retries</span><span class="p">:</span> <span class="n"><span title="int">int</span></span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span>
</span><span id="__span-0-7"> <span class="n">base_delay</span><span class="p">:</span> <span class="n"><span title="float">float</span></span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
</span><span id="__span-0-8"> <span class="n">max_delay</span><span class="p">:</span> <span class="n"><span title="float">float</span></span> <span class="o">=</span> <span class="mf">30.0</span><span class="p">,</span>
</span><span id="__span-0-9"><span class="p">)</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<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>api_key</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The API key for the "Authorization" header. Defaults to
<code>os.environ["OPENAI_API_KEY"]</code> if not provided.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>organization</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The OpenAI organization to use. Defaults to
<code>os.environ["OPENAI_ORG_ID"]</code> if not provided.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>project</code>
</td>
<td>
<code><span title="str">str</span> | None</code>
</td>
<td>
<div class="doc-md-description">
<p>The OpenAI project to use. Defaults to
<code>os.environ["OPENAI_PROJECT_ID"]</code> if not provided.</p>
</div>
</td>
<td>
<code>None</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>endpoint</code>
</td>
<td>
<code><span title="str">str</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The HTTP endpoint to which traces/spans are posted.</p>
</div>
</td>
<td>
<code>&#39;https://api.openai.com/v1/traces/ingest&#39;</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>max_retries</code>
</td>
<td>
<code><span title="int">int</span></code>
</td>
<td>
<div class="doc-md-description">
<p>Maximum number of retries upon failures.</p>
</div>
</td>
<td>
<code>3</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>base_delay</code>
</td>
<td>
<code><span title="float">float</span></code>
</td>
<td>
<div class="doc-md-description">
<p>Base delay (in seconds) for the first backoff.</p>
</div>
</td>
<td>
<code>1.0</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>max_delay</code>
</td>
<td>
<code><span title="float">float</span></code>
</td>
<td>
<div class="doc-md-description">
<p>Maximum delay (in seconds) for backoff growth.</p>
</div>
</td>
<td>
<code>30.0</code>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
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</span><span id="__span-0-32"> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-0-33"> <span class="n">api_key</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-0-34"> <span class="n">organization</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-0-35"> <span class="n">project</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-0-36"> <span class="n">endpoint</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;https://api.openai.com/v1/traces/ingest&quot;</span><span class="p">,</span>
</span><span id="__span-0-37"> <span class="n">max_retries</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span>
</span><span id="__span-0-38"> <span class="n">base_delay</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
</span><span id="__span-0-39"> <span class="n">max_delay</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">30.0</span><span class="p">,</span>
</span><span id="__span-0-40"><span class="p">):</span>
</span><span id="__span-0-41"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-42"><span class="sd"> Args:</span>
</span><span id="__span-0-43"><span class="sd"> api_key: The API key for the &quot;Authorization&quot; header. Defaults to</span>
</span><span id="__span-0-44"><span class="sd"> `os.environ[&quot;OPENAI_API_KEY&quot;]` if not provided.</span>
</span><span id="__span-0-45"><span class="sd"> organization: The OpenAI organization to use. Defaults to</span>
</span><span id="__span-0-46"><span class="sd"> `os.environ[&quot;OPENAI_ORG_ID&quot;]` if not provided.</span>
</span><span id="__span-0-47"><span class="sd"> project: The OpenAI project to use. Defaults to</span>
</span><span id="__span-0-48"><span class="sd"> `os.environ[&quot;OPENAI_PROJECT_ID&quot;]` if not provided.</span>
</span><span id="__span-0-49"><span class="sd"> endpoint: The HTTP endpoint to which traces/spans are posted.</span>
</span><span id="__span-0-50"><span class="sd"> max_retries: Maximum number of retries upon failures.</span>
</span><span id="__span-0-51"><span class="sd"> base_delay: Base delay (in seconds) for the first backoff.</span>
</span><span id="__span-0-52"><span class="sd"> max_delay: Maximum delay (in seconds) for backoff growth.</span>
</span><span id="__span-0-53"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-54"> <span class="bp">self</span><span class="o">.</span><span class="n">_api_key</span> <span class="o">=</span> <span class="n">api_key</span>
</span><span id="__span-0-55"> <span class="bp">self</span><span class="o">.</span><span class="n">_organization</span> <span class="o">=</span> <span class="n">organization</span>
</span><span id="__span-0-56"> <span class="bp">self</span><span class="o">.</span><span class="n">_project</span> <span class="o">=</span> <span class="n">project</span>
</span><span id="__span-0-57"> <span class="bp">self</span><span class="o">.</span><span class="n">endpoint</span> <span class="o">=</span> <span class="n">endpoint</span>
</span><span id="__span-0-58"> <span class="bp">self</span><span class="o">.</span><span class="n">max_retries</span> <span class="o">=</span> <span class="n">max_retries</span>
</span><span id="__span-0-59"> <span class="bp">self</span><span class="o">.</span><span class="n">base_delay</span> <span class="o">=</span> <span class="n">base_delay</span>
</span><span id="__span-0-60"> <span class="bp">self</span><span class="o">.</span><span class="n">max_delay</span> <span class="o">=</span> <span class="n">max_delay</span>
</span><span id="__span-0-61">
</span><span id="__span-0-62"> <span class="c1"># Keep a client open for connection pooling across multiple export calls</span>
</span><span id="__span-0-63"> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span> <span class="o">=</span> <span class="n">httpx</span><span class="o">.</span><span class="n">Client</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="n">httpx</span><span class="o">.</span><span class="n">Timeout</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span> <span class="n">connect</span><span class="o">=</span><span class="mf">5.0</span><span class="p">))</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h4 id="cai.sdk.agents.tracing.processors.BackendSpanExporter.set_api_key" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">set_api_key</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">set_api_key</span><span class="p">(</span><span class="n">api_key</span><span class="p">:</span> <span class="n"><span title="str">str</span></span><span class="p">)</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Set the OpenAI API key for the exporter.</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>api_key</code>
</td>
<td>
<code><span title="str">str</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The OpenAI API key to use. This is the same key used by the OpenAI Python
client.</p>
</div>
</td>
<td>
<em>required</em>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">65</span>
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<span class="normal">74</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-65"><span class="k">def</span><span class="w"> </span><span class="nf">set_api_key</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">api_key</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="__span-0-66"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Set the OpenAI API key for the exporter.</span>
</span><span id="__span-0-67">
</span><span id="__span-0-68"><span class="sd"> Args:</span>
</span><span id="__span-0-69"><span class="sd"> api_key: The OpenAI API key to use. This is the same key used by the OpenAI Python</span>
</span><span id="__span-0-70"><span class="sd"> client.</span>
</span><span id="__span-0-71"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-72"> <span class="c1"># We&#39;re specifically setting the underlying cached property as well</span>
</span><span id="__span-0-73"> <span class="bp">self</span><span class="o">.</span><span class="n">_api_key</span> <span class="o">=</span> <span class="n">api_key</span>
</span><span id="__span-0-74"> <span class="bp">self</span><span class="o">.</span><span class="n">api_key</span> <span class="o">=</span> <span class="n">api_key</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h4 id="cai.sdk.agents.tracing.processors.BackendSpanExporter.close" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">close</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">close</span><span class="p">()</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Close the underlying HTTP client.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">143</span>
<span class="normal">144</span>
<span class="normal">145</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-143"><span class="k">def</span><span class="w"> </span><span class="nf">close</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-144"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Close the underlying HTTP client.&quot;&quot;&quot;</span>
</span><span id="__span-0-145"> <span class="bp">self</span><span class="o">.</span><span class="n">_client</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
</div>
</div>
</div>
<div class="doc doc-object doc-class">
<h3 id="cai.sdk.agents.tracing.processors.BatchTraceProcessor" class="doc doc-heading">
<span class="doc doc-object-name doc-class-name">BatchTraceProcessor</span>
</h3>
<div class="doc doc-contents ">
<p class="doc doc-class-bases">
Bases: <code><a class="autorefs autorefs-internal" title="TracingProcessor (cai.sdk.agents.tracing.processor_interface.TracingProcessor)" href="../processor_interface/#cai.sdk.agents.tracing.processor_interface.TracingProcessor">TracingProcessor</a></code></p>
<p>Some implementation notes:
1. Using Queue, which is thread-safe.
2. Using a background thread to export spans, to minimize any performance issues.
3. Spans are stored in memory until they are exported.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">148</span>
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</span><span id="__span-0-149"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Some implementation notes:</span>
</span><span id="__span-0-150"><span class="sd"> 1. Using Queue, which is thread-safe.</span>
</span><span id="__span-0-151"><span class="sd"> 2. Using a background thread to export spans, to minimize any performance issues.</span>
</span><span id="__span-0-152"><span class="sd"> 3. Spans are stored in memory until they are exported.</span>
</span><span id="__span-0-153"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-154">
</span><span id="__span-0-155"> <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
</span><span id="__span-0-156"> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-0-157"> <span class="n">exporter</span><span class="p">:</span> <span class="n">TracingExporter</span><span class="p">,</span>
</span><span id="__span-0-158"> <span class="n">max_queue_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">8192</span><span class="p">,</span>
</span><span id="__span-0-159"> <span class="n">max_batch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">128</span><span class="p">,</span>
</span><span id="__span-0-160"> <span class="n">schedule_delay</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">5.0</span><span class="p">,</span>
</span><span id="__span-0-161"> <span class="n">export_trigger_ratio</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">,</span>
</span><span id="__span-0-162"> <span class="p">):</span>
</span><span id="__span-0-163"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-164"><span class="sd"> Args:</span>
</span><span id="__span-0-165"><span class="sd"> exporter: The exporter to use.</span>
</span><span id="__span-0-166"><span class="sd"> max_queue_size: The maximum number of spans to store in the queue. After this, we will</span>
</span><span id="__span-0-167"><span class="sd"> start dropping spans.</span>
</span><span id="__span-0-168"><span class="sd"> max_batch_size: The maximum number of spans to export in a single batch.</span>
</span><span id="__span-0-169"><span class="sd"> schedule_delay: The delay between checks for new spans to export.</span>
</span><span id="__span-0-170"><span class="sd"> export_trigger_ratio: The ratio of the queue size at which we will trigger an export.</span>
</span><span id="__span-0-171"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-172"> <span class="bp">self</span><span class="o">.</span><span class="n">_exporter</span> <span class="o">=</span> <span class="n">exporter</span>
</span><span id="__span-0-173"> <span class="bp">self</span><span class="o">.</span><span class="n">_queue</span><span class="p">:</span> <span class="n">queue</span><span class="o">.</span><span class="n">Queue</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="n">queue</span><span class="o">.</span><span class="n">Queue</span><span class="p">(</span><span class="n">maxsize</span><span class="o">=</span><span class="n">max_queue_size</span><span class="p">)</span>
</span><span id="__span-0-174"> <span class="bp">self</span><span class="o">.</span><span class="n">_max_queue_size</span> <span class="o">=</span> <span class="n">max_queue_size</span>
</span><span id="__span-0-175"> <span class="bp">self</span><span class="o">.</span><span class="n">_max_batch_size</span> <span class="o">=</span> <span class="n">max_batch_size</span>
</span><span id="__span-0-176"> <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_delay</span> <span class="o">=</span> <span class="n">schedule_delay</span>
</span><span id="__span-0-177"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span> <span class="o">=</span> <span class="n">threading</span><span class="o">.</span><span class="n">Event</span><span class="p">()</span>
</span><span id="__span-0-178">
</span><span id="__span-0-179"> <span class="c1"># The queue size threshold at which we export immediately.</span>
</span><span id="__span-0-180"> <span class="bp">self</span><span class="o">.</span><span class="n">_export_trigger_size</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max_queue_size</span> <span class="o">*</span> <span class="n">export_trigger_ratio</span><span class="p">)</span>
</span><span id="__span-0-181">
</span><span id="__span-0-182"> <span class="c1"># Track when we next *must* perform a scheduled export</span>
</span><span id="__span-0-183"> <span class="bp">self</span><span class="o">.</span><span class="n">_next_export_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_delay</span>
</span><span id="__span-0-184">
</span><span id="__span-0-185"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span> <span class="o">=</span> <span class="n">threading</span><span class="o">.</span><span class="n">Event</span><span class="p">()</span>
</span><span id="__span-0-186"> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span> <span class="o">=</span> <span class="n">threading</span><span class="o">.</span><span class="n">Thread</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_run</span><span class="p">,</span> <span class="n">daemon</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</span><span id="__span-0-187"> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
</span><span id="__span-0-188">
</span><span id="__span-0-189"> <span class="k">def</span><span class="w"> </span><span class="nf">on_trace_start</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trace</span><span class="p">:</span> <span class="n">Trace</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-190"> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-0-191"> <span class="bp">self</span><span class="o">.</span><span class="n">_queue</span><span class="o">.</span><span class="n">put_nowait</span><span class="p">(</span><span class="n">trace</span><span class="p">)</span>
</span><span id="__span-0-192"> <span class="k">except</span> <span class="n">queue</span><span class="o">.</span><span class="n">Full</span><span class="p">:</span>
</span><span id="__span-0-193"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Queue is full, dropping trace.&quot;</span><span class="p">)</span>
</span><span id="__span-0-194">
</span><span id="__span-0-195"> <span class="k">def</span><span class="w"> </span><span class="nf">on_trace_end</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">trace</span><span class="p">:</span> <span class="n">Trace</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-196"> <span class="c1"># We send traces via on_trace_start, so we don&#39;t need to do anything here.</span>
</span><span id="__span-0-197"> <span class="k">pass</span>
</span><span id="__span-0-198">
</span><span id="__span-0-199"> <span class="k">def</span><span class="w"> </span><span class="nf">on_span_start</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">span</span><span class="p">:</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-200"> <span class="c1"># We send spans via on_span_end, so we don&#39;t need to do anything here.</span>
</span><span id="__span-0-201"> <span class="k">pass</span>
</span><span id="__span-0-202">
</span><span id="__span-0-203"> <span class="k">def</span><span class="w"> </span><span class="nf">on_span_end</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">span</span><span class="p">:</span> <span class="n">Span</span><span class="p">[</span><span class="n">Any</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-204"> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-0-205"> <span class="bp">self</span><span class="o">.</span><span class="n">_queue</span><span class="o">.</span><span class="n">put_nowait</span><span class="p">(</span><span class="n">span</span><span class="p">)</span>
</span><span id="__span-0-206"> <span class="k">except</span> <span class="n">queue</span><span class="o">.</span><span class="n">Full</span><span class="p">:</span>
</span><span id="__span-0-207"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="s2">&quot;Queue is full, dropping span.&quot;</span><span class="p">)</span>
</span><span id="__span-0-208">
</span><span id="__span-0-209"> <span class="k">def</span><span class="w"> </span><span class="nf">shutdown</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeout</span><span class="p">:</span> <span class="nb">float</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-0-210"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-211"><span class="sd"> Called when the application stops. We signal our thread to stop, then join it.</span>
</span><span id="__span-0-212"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-213"> <span class="k">if</span> <span class="n">timeout</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-214"> <span class="n">timeout</span> <span class="o">=</span> <span class="mf">5.0</span>
</span><span id="__span-0-215">
</span><span id="__span-0-216"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>
</span><span id="__span-0-217">
</span><span id="__span-0-218"> <span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="__span-0-219"> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="n">timeout</span><span class="p">)</span>
</span><span id="__span-0-220">
</span><span id="__span-0-221"> <span class="n">elapsed</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_time</span>
</span><span id="__span-0-222"> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span><span class="o">.</span><span class="n">is_alive</span><span class="p">():</span>
</span><span id="__span-0-223"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Trace processor thread did not shut down within </span><span class="si">{</span><span class="n">elapsed</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">s timeout&quot;</span><span class="p">)</span>
</span><span id="__span-0-224">
</span><span id="__span-0-225"> <span class="k">def</span><span class="w"> </span><span class="nf">force_flush</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-226"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-227"><span class="sd"> Forces an immediate flush of all queued spans.</span>
</span><span id="__span-0-228"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-229"> <span class="bp">self</span><span class="o">.</span><span class="n">_export_batches</span><span class="p">(</span><span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</span><span id="__span-0-230">
</span><span id="__span-0-231"> <span class="k">def</span><span class="w"> </span><span class="nf">_run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-232"> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-0-233"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span><span class="o">.</span><span class="n">clear</span><span class="p">()</span>
</span><span id="__span-0-234"> <span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="__span-0-235"> <span class="n">MAX_RUNTIME</span> <span class="o">=</span> <span class="mi">30</span>
</span><span id="__span-0-236"> <span class="k">while</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span><span class="o">.</span><span class="n">is_set</span><span class="p">():</span>
</span><span id="__span-0-237"> <span class="k">if</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_time</span> <span class="o">&gt;</span> <span class="n">MAX_RUNTIME</span><span class="p">:</span>
</span><span id="__span-0-238"> <span class="k">break</span>
</span><span id="__span-0-239"> <span class="n">current_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="__span-0-240"> <span class="n">queue_size</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_queue</span><span class="o">.</span><span class="n">qsize</span><span class="p">()</span>
</span><span id="__span-0-241">
</span><span id="__span-0-242"> <span class="k">if</span> <span class="n">current_time</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_next_export_time</span> <span class="ow">or</span> <span class="n">queue_size</span> <span class="o">&gt;=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_export_trigger_size</span><span class="p">:</span>
</span><span id="__span-0-243"> <span class="bp">self</span><span class="o">.</span><span class="n">_export_batches</span><span class="p">(</span><span class="n">force</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="__span-0-244"> <span class="bp">self</span><span class="o">.</span><span class="n">_next_export_time</span> <span class="o">=</span> <span class="n">current_time</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_delay</span>
</span><span id="__span-0-245">
</span><span id="__span-0-246"> <span class="c1"># Espera hasta 200ms o hasta que se active shutdown</span>
</span><span id="__span-0-247"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span><span class="o">.</span><span class="n">wait</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
</span><span id="__span-0-248">
</span><span id="__span-0-249"> <span class="c1"># Shutdown activo → export final</span>
</span><span id="__span-0-250"> <span class="bp">self</span><span class="o">.</span><span class="n">_export_batches</span><span class="p">(</span><span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</span><span id="__span-0-251"> <span class="k">except</span> <span class="ne">Exception</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
</span><span id="__span-0-252"> <span class="n">logger</span><span class="o">.</span><span class="n">exception</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Exception in trace processor thread: </span><span class="si">{</span><span class="n">e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="__span-0-253">
</span><span id="__span-0-254">
</span><span id="__span-0-255"> <span class="k">def</span><span class="w"> </span><span class="nf">_export_batches</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">force</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-0-256"> <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
</span><span id="__span-0-257"> <span class="n">items_to_export</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</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="n">Trace</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="__span-0-258">
</span><span id="__span-0-259"> <span class="k">while</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_queue</span><span class="o">.</span><span class="n">empty</span><span class="p">()</span> <span class="ow">and</span> <span class="p">(</span>
</span><span id="__span-0-260"> <span class="n">force</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">items_to_export</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">_max_batch_size</span>
</span><span id="__span-0-261"> <span class="p">):</span>
</span><span id="__span-0-262"> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-0-263"> <span class="n">item</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_queue</span><span class="o">.</span><span class="n">get_nowait</span><span class="p">()</span>
</span><span id="__span-0-264"> <span class="k">if</span> <span class="n">item</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-265"> <span class="k">continue</span> <span class="c1"># Dummy item to unblock shutdown</span>
</span><span id="__span-0-266"> <span class="n">items_to_export</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">item</span><span class="p">)</span>
</span><span id="__span-0-267"> <span class="k">except</span> <span class="n">queue</span><span class="o">.</span><span class="n">Empty</span><span class="p">:</span>
</span><span id="__span-0-268"> <span class="k">break</span>
</span><span id="__span-0-269">
</span><span id="__span-0-270"> <span class="k">if</span> <span class="ow">not</span> <span class="n">items_to_export</span><span class="p">:</span>
</span><span id="__span-0-271"> <span class="k">break</span>
</span><span id="__span-0-272">
</span><span id="__span-0-273"> <span class="bp">self</span><span class="o">.</span><span class="n">_exporter</span><span class="o">.</span><span class="n">export</span><span class="p">(</span><span class="n">items_to_export</span><span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
<div class="doc doc-children">
<div class="doc doc-object doc-function">
<h4 id="cai.sdk.agents.tracing.processors.BatchTraceProcessor.__init__" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">__init__</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="fm">__init__</span><span class="p">(</span>
</span><span id="__span-0-2"> <span class="nf">exporter</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="TracingExporter (cai.sdk.agents.tracing.processor_interface.TracingExporter)" href="../processor_interface/#cai.sdk.agents.tracing.processor_interface.TracingExporter">TracingExporter</a></span><span class="p">,</span>
</span><span id="__span-0-3"> <span class="n">max_queue_size</span><span class="p">:</span> <span class="n"><span title="int">int</span></span> <span class="o">=</span> <span class="mi">8192</span><span class="p">,</span>
</span><span id="__span-0-4"> <span class="n">max_batch_size</span><span class="p">:</span> <span class="n"><span title="int">int</span></span> <span class="o">=</span> <span class="mi">128</span><span class="p">,</span>
</span><span id="__span-0-5"> <span class="n">schedule_delay</span><span class="p">:</span> <span class="n"><span title="float">float</span></span> <span class="o">=</span> <span class="mf">5.0</span><span class="p">,</span>
</span><span id="__span-0-6"> <span class="n">export_trigger_ratio</span><span class="p">:</span> <span class="n"><span title="float">float</span></span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">,</span>
</span><span id="__span-0-7"><span class="p">)</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<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>exporter</code>
</td>
<td>
<code><a class="autorefs autorefs-internal" title="TracingExporter (cai.sdk.agents.tracing.processor_interface.TracingExporter)" href="../processor_interface/#cai.sdk.agents.tracing.processor_interface.TracingExporter">TracingExporter</a></code>
</td>
<td>
<div class="doc-md-description">
<p>The exporter to use.</p>
</div>
</td>
<td>
<em>required</em>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>max_queue_size</code>
</td>
<td>
<code><span title="int">int</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The maximum number of spans to store in the queue. After this, we will
start dropping spans.</p>
</div>
</td>
<td>
<code>8192</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>max_batch_size</code>
</td>
<td>
<code><span title="int">int</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The maximum number of spans to export in a single batch.</p>
</div>
</td>
<td>
<code>128</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>schedule_delay</code>
</td>
<td>
<code><span title="float">float</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The delay between checks for new spans to export.</p>
</div>
</td>
<td>
<code>5.0</code>
</td>
</tr>
<tr class="doc-section-item">
<td>
<code>export_trigger_ratio</code>
</td>
<td>
<code><span title="float">float</span></code>
</td>
<td>
<div class="doc-md-description">
<p>The ratio of the queue size at which we will trigger an export.</p>
</div>
</td>
<td>
<code>0.7</code>
</td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">155</span>
<span class="normal">156</span>
<span class="normal">157</span>
<span class="normal">158</span>
<span class="normal">159</span>
<span class="normal">160</span>
<span class="normal">161</span>
<span class="normal">162</span>
<span class="normal">163</span>
<span class="normal">164</span>
<span class="normal">165</span>
<span class="normal">166</span>
<span class="normal">167</span>
<span class="normal">168</span>
<span class="normal">169</span>
<span class="normal">170</span>
<span class="normal">171</span>
<span class="normal">172</span>
<span class="normal">173</span>
<span class="normal">174</span>
<span class="normal">175</span>
<span class="normal">176</span>
<span class="normal">177</span>
<span class="normal">178</span>
<span class="normal">179</span>
<span class="normal">180</span>
<span class="normal">181</span>
<span class="normal">182</span>
<span class="normal">183</span>
<span class="normal">184</span>
<span class="normal">185</span>
<span class="normal">186</span>
<span class="normal">187</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-155"><span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span>
</span><span id="__span-0-156"> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-0-157"> <span class="n">exporter</span><span class="p">:</span> <span class="n">TracingExporter</span><span class="p">,</span>
</span><span id="__span-0-158"> <span class="n">max_queue_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">8192</span><span class="p">,</span>
</span><span id="__span-0-159"> <span class="n">max_batch_size</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">128</span><span class="p">,</span>
</span><span id="__span-0-160"> <span class="n">schedule_delay</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">5.0</span><span class="p">,</span>
</span><span id="__span-0-161"> <span class="n">export_trigger_ratio</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">0.7</span><span class="p">,</span>
</span><span id="__span-0-162"><span class="p">):</span>
</span><span id="__span-0-163"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-164"><span class="sd"> Args:</span>
</span><span id="__span-0-165"><span class="sd"> exporter: The exporter to use.</span>
</span><span id="__span-0-166"><span class="sd"> max_queue_size: The maximum number of spans to store in the queue. After this, we will</span>
</span><span id="__span-0-167"><span class="sd"> start dropping spans.</span>
</span><span id="__span-0-168"><span class="sd"> max_batch_size: The maximum number of spans to export in a single batch.</span>
</span><span id="__span-0-169"><span class="sd"> schedule_delay: The delay between checks for new spans to export.</span>
</span><span id="__span-0-170"><span class="sd"> export_trigger_ratio: The ratio of the queue size at which we will trigger an export.</span>
</span><span id="__span-0-171"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-172"> <span class="bp">self</span><span class="o">.</span><span class="n">_exporter</span> <span class="o">=</span> <span class="n">exporter</span>
</span><span id="__span-0-173"> <span class="bp">self</span><span class="o">.</span><span class="n">_queue</span><span class="p">:</span> <span class="n">queue</span><span class="o">.</span><span class="n">Queue</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="n">queue</span><span class="o">.</span><span class="n">Queue</span><span class="p">(</span><span class="n">maxsize</span><span class="o">=</span><span class="n">max_queue_size</span><span class="p">)</span>
</span><span id="__span-0-174"> <span class="bp">self</span><span class="o">.</span><span class="n">_max_queue_size</span> <span class="o">=</span> <span class="n">max_queue_size</span>
</span><span id="__span-0-175"> <span class="bp">self</span><span class="o">.</span><span class="n">_max_batch_size</span> <span class="o">=</span> <span class="n">max_batch_size</span>
</span><span id="__span-0-176"> <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_delay</span> <span class="o">=</span> <span class="n">schedule_delay</span>
</span><span id="__span-0-177"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span> <span class="o">=</span> <span class="n">threading</span><span class="o">.</span><span class="n">Event</span><span class="p">()</span>
</span><span id="__span-0-178">
</span><span id="__span-0-179"> <span class="c1"># The queue size threshold at which we export immediately.</span>
</span><span id="__span-0-180"> <span class="bp">self</span><span class="o">.</span><span class="n">_export_trigger_size</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max_queue_size</span> <span class="o">*</span> <span class="n">export_trigger_ratio</span><span class="p">)</span>
</span><span id="__span-0-181">
</span><span id="__span-0-182"> <span class="c1"># Track when we next *must* perform a scheduled export</span>
</span><span id="__span-0-183"> <span class="bp">self</span><span class="o">.</span><span class="n">_next_export_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_schedule_delay</span>
</span><span id="__span-0-184">
</span><span id="__span-0-185"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span> <span class="o">=</span> <span class="n">threading</span><span class="o">.</span><span class="n">Event</span><span class="p">()</span>
</span><span id="__span-0-186"> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span> <span class="o">=</span> <span class="n">threading</span><span class="o">.</span><span class="n">Thread</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_run</span><span class="p">,</span> <span class="n">daemon</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</span><span id="__span-0-187"> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h4 id="cai.sdk.agents.tracing.processors.BatchTraceProcessor.shutdown" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">shutdown</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">shutdown</span><span class="p">(</span><span class="n">timeout</span><span class="p">:</span> <span class="n"><span title="float">float</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></code></pre></div>
<div class="doc doc-contents ">
<p>Called when the application stops. We signal our thread to stop, then join it.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">209</span>
<span class="normal">210</span>
<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>
<span class="normal">218</span>
<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-0-209"><span class="k">def</span><span class="w"> </span><span class="nf">shutdown</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">timeout</span><span class="p">:</span> <span class="nb">float</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-0-210"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-211"><span class="sd"> Called when the application stops. We signal our thread to stop, then join it.</span>
</span><span id="__span-0-212"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-213"> <span class="k">if</span> <span class="n">timeout</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-214"> <span class="n">timeout</span> <span class="o">=</span> <span class="mf">5.0</span>
</span><span id="__span-0-215">
</span><span id="__span-0-216"> <span class="bp">self</span><span class="o">.</span><span class="n">_shutdown_event</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>
</span><span id="__span-0-217">
</span><span id="__span-0-218"> <span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="__span-0-219"> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">timeout</span><span class="o">=</span><span class="n">timeout</span><span class="p">)</span>
</span><span id="__span-0-220">
</span><span id="__span-0-221"> <span class="n">elapsed</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_time</span>
</span><span id="__span-0-222"> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_worker_thread</span><span class="o">.</span><span class="n">is_alive</span><span class="p">():</span>
</span><span id="__span-0-223"> <span class="n">logger</span><span class="o">.</span><span class="n">warning</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Trace processor thread did not shut down within </span><span class="si">{</span><span class="n">elapsed</span><span class="si">:</span><span class="s2">.2f</span><span class="si">}</span><span class="s2">s timeout&quot;</span><span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h4 id="cai.sdk.agents.tracing.processors.BatchTraceProcessor.force_flush" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">force_flush</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">force_flush</span><span class="p">()</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Forces an immediate flush of all queued spans.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">225</span>
<span class="normal">226</span>
<span class="normal">227</span>
<span class="normal">228</span>
<span class="normal">229</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-225"><span class="k">def</span><span class="w"> </span><span class="nf">force_flush</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="__span-0-226"><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="__span-0-227"><span class="sd"> Forces an immediate flush of all queued spans.</span>
</span><span id="__span-0-228"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-229"> <span class="bp">self</span><span class="o">.</span><span class="n">_export_batches</span><span class="p">(</span><span class="n">force</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
</div>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.tracing.processors.default_exporter" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">default_exporter</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">default_exporter</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="BackendSpanExporter (cai.sdk.agents.tracing.processors.BackendSpanExporter)" href="#cai.sdk.agents.tracing.processors.BackendSpanExporter">BackendSpanExporter</a></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>The default exporter, which exports traces and spans to the backend in batches.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">281</span>
<span class="normal">282</span>
<span class="normal">283</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-281"><span class="k">def</span><span class="w"> </span><span class="nf">default_exporter</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n">BackendSpanExporter</span><span class="p">:</span>
</span><span id="__span-0-282"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The default exporter, which exports traces and spans to the backend in batches.&quot;&quot;&quot;</span>
</span><span id="__span-0-283"> <span class="k">return</span> <span class="n">_global_exporter</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.processors.default_processor" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">default_processor</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">default_processor</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="BatchTraceProcessor (cai.sdk.agents.tracing.processors.BatchTraceProcessor)" href="#cai.sdk.agents.tracing.processors.BatchTraceProcessor">BatchTraceProcessor</a></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>The default processor, which exports traces and spans to the backend in batches.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/tracing/processors.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">286</span>
<span class="normal">287</span>
<span class="normal">288</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-286"><span class="k">def</span><span class="w"> </span><span class="nf">default_processor</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n">BatchTraceProcessor</span><span class="p">:</span>
</span><span id="__span-0-287"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The default processor, which exports traces and spans to the backend in batches.&quot;&quot;&quot;</span>
</span><span id="__span-0-288"> <span class="k">return</span> <span class="n">_global_processor</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
</div>
</div>
</div>
</article>
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