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Handoffs
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Exceptions
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Model Settings
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Model Settings
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<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings" class="md-nav__link">
<span class="md-ellipsis">
model_settings
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings" class="md-nav__link">
<span class="md-ellipsis">
ModelSettings
</span>
</a>
<nav class="md-nav" aria-label="ModelSettings">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.temperature" class="md-nav__link">
<span class="md-ellipsis">
temperature
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.top_p" class="md-nav__link">
<span class="md-ellipsis">
top_p
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.frequency_penalty" class="md-nav__link">
<span class="md-ellipsis">
frequency_penalty
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.presence_penalty" class="md-nav__link">
<span class="md-ellipsis">
presence_penalty
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.tool_choice" class="md-nav__link">
<span class="md-ellipsis">
tool_choice
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.parallel_tool_calls" class="md-nav__link">
<span class="md-ellipsis">
parallel_tool_calls
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.truncation" class="md-nav__link">
<span class="md-ellipsis">
truncation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.max_tokens" class="md-nav__link">
<span class="md-ellipsis">
max_tokens
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.store" class="md-nav__link">
<span class="md-ellipsis">
store
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.agent_model" class="md-nav__link">
<span class="md-ellipsis">
agent_model
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.resolve" class="md-nav__link">
<span class="md-ellipsis">
resolve
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.with_defaults" class="md-nav__link">
<span class="md-ellipsis">
with_defaults
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.from_env" class="md-nav__link">
<span class="md-ellipsis">
from_env
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.get_default_temperature" class="md-nav__link">
<span class="md-ellipsis">
get_default_temperature
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.get_default_top_p" class="md-nav__link">
<span class="md-ellipsis">
get_default_top_p
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../agent_output/" class="md-nav__link">
<span class="md-ellipsis">
Agent Output
</span>
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</li>
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<a href="../function_schema/" class="md-nav__link">
<span class="md-ellipsis">
Function Schema
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<span class="md-ellipsis">
Models
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Models
</label>
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<a href="../models/interface/" class="md-nav__link">
<span class="md-ellipsis">
Interface
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../models/openai_chatcompletions/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Chat Completions
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../models/openai_responses/" class="md-nav__link">
<span class="md-ellipsis">
OpenAI Responses
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</li>
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<span class="md-ellipsis">
Extensions
</span>
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</label>
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Extensions
</label>
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<a href="../extensions/handoff_filters/" class="md-nav__link">
<span class="md-ellipsis">
Handoff Filters
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../extensions/handoff_prompt/" class="md-nav__link">
<span class="md-ellipsis">
Handoff Prompt
</span>
</a>
</li>
</ul>
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</li>
</ul>
</nav>
</li>
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Advanced
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<span class="md-nav__icon md-icon"></span>
Advanced
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../cai_development/" class="md-nav__link">
<span class="md-ellipsis">
Development
</span>
</a>
</li>
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Research
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Research
</label>
<ul class="md-nav__list" data-md-scrollfix>
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<a href="../../research/" class="md-nav__link">
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Overview
</span>
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Resources
</label>
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FAQ
</span>
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Find Us
</span>
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<a href="../../cai_citation_and_acknowledgments/" class="md-nav__link">
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Citation & Acknowledgments
</span>
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</li>
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</ul>
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</div>
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</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
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Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings" class="md-nav__link">
<span class="md-ellipsis">
model_settings
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings" class="md-nav__link">
<span class="md-ellipsis">
ModelSettings
</span>
</a>
<nav class="md-nav" aria-label="ModelSettings">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.temperature" class="md-nav__link">
<span class="md-ellipsis">
temperature
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.top_p" class="md-nav__link">
<span class="md-ellipsis">
top_p
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.frequency_penalty" class="md-nav__link">
<span class="md-ellipsis">
frequency_penalty
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.presence_penalty" class="md-nav__link">
<span class="md-ellipsis">
presence_penalty
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.tool_choice" class="md-nav__link">
<span class="md-ellipsis">
tool_choice
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.parallel_tool_calls" class="md-nav__link">
<span class="md-ellipsis">
parallel_tool_calls
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.truncation" class="md-nav__link">
<span class="md-ellipsis">
truncation
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.max_tokens" class="md-nav__link">
<span class="md-ellipsis">
max_tokens
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.store" class="md-nav__link">
<span class="md-ellipsis">
store
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.agent_model" class="md-nav__link">
<span class="md-ellipsis">
agent_model
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.resolve" class="md-nav__link">
<span class="md-ellipsis">
resolve
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.with_defaults" class="md-nav__link">
<span class="md-ellipsis">
with_defaults
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.ModelSettings.from_env" class="md-nav__link">
<span class="md-ellipsis">
from_env
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.get_default_temperature" class="md-nav__link">
<span class="md-ellipsis">
get_default_temperature
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#cai.sdk.agents.model_settings.get_default_top_p" class="md-nav__link">
<span class="md-ellipsis">
get_default_top_p
</span>
</a>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="model-settings"><code>Model settings</code></h1>
<div class="doc doc-object doc-module">
<a id="cai.sdk.agents.model_settings"></a>
<div class="doc doc-contents first">
<div class="doc doc-children">
<div class="doc doc-object doc-class">
<h3 id="cai.sdk.agents.model_settings.ModelSettings" class="doc doc-heading">
<span class="doc doc-object-name doc-class-name">ModelSettings</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-dataclass"><code>dataclass</code></small>
</span>
</h3>
<div class="doc doc-contents ">
<p>Settings to use when calling an LLM.</p>
<p>This class holds optional model configuration parameters (e.g. temperature,
top_p, penalties, truncation, etc.).</p>
<p>Not all models/providers support all of these parameters, so please check the API documentation
for the specific model and provider you are using.</p>
<p>Default values:
- temperature: 0.7 (can be overridden by CAI_TEMPERATURE env var)
- top_p: 1.0 (can be overridden by CAI_TOP_P env var)</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/model_settings.py</code></summary>
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<span class="normal">109</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-28"><span class="nd">@dataclass</span>
</span><span id="__span-0-29"><span class="k">class</span><span class="w"> </span><span class="nc">ModelSettings</span><span class="p">:</span>
</span><span id="__span-0-30"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Settings to use when calling an LLM.</span>
</span><span id="__span-0-31">
</span><span id="__span-0-32"><span class="sd"> This class holds optional model configuration parameters (e.g. temperature,</span>
</span><span id="__span-0-33"><span class="sd"> top_p, penalties, truncation, etc.).</span>
</span><span id="__span-0-34">
</span><span id="__span-0-35"><span class="sd"> Not all models/providers support all of these parameters, so please check the API documentation</span>
</span><span id="__span-0-36"><span class="sd"> for the specific model and provider you are using.</span>
</span><span id="__span-0-37">
</span><span id="__span-0-38"><span class="sd"> Default values:</span>
</span><span id="__span-0-39"><span class="sd"> - temperature: 0.7 (can be overridden by CAI_TEMPERATURE env var)</span>
</span><span id="__span-0-40"><span class="sd"> - top_p: 1.0 (can be overridden by CAI_TOP_P env var)</span>
</span><span id="__span-0-41"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-42">
</span><span id="__span-0-43"> <span class="n">temperature</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><span id="__span-0-44"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The temperature to use when calling the model. Default: 0.7 (from CAI_TEMPERATURE env var).&quot;&quot;&quot;</span>
</span><span id="__span-0-45">
</span><span id="__span-0-46"> <span class="n">top_p</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><span id="__span-0-47"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The top_p to use when calling the model. Default: 1.0 (from CAI_TOP_P env var).&quot;&quot;&quot;</span>
</span><span id="__span-0-48">
</span><span id="__span-0-49"> <span class="n">frequency_penalty</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><span id="__span-0-50"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The frequency penalty to use when calling the model.&quot;&quot;&quot;</span>
</span><span id="__span-0-51">
</span><span id="__span-0-52"> <span class="n">presence_penalty</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><span id="__span-0-53"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The presence penalty to use when calling the model.&quot;&quot;&quot;</span>
</span><span id="__span-0-54">
</span><span id="__span-0-55"> <span class="n">tool_choice</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;auto&quot;</span><span class="p">,</span> <span class="s2">&quot;required&quot;</span><span class="p">,</span> <span class="s2">&quot;none&quot;</span><span class="p">]</span> <span class="o">|</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><span id="__span-0-56"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The tool choice to use when calling the model.&quot;&quot;&quot;</span>
</span><span id="__span-0-57">
</span><span id="__span-0-58"> <span class="n">parallel_tool_calls</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="__span-0-59"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Whether to use parallel tool calls when calling the model.</span>
</span><span id="__span-0-60"><span class="sd"> Defaults to False if not provided.&quot;&quot;&quot;</span>
</span><span id="__span-0-61">
</span><span id="__span-0-62"> <span class="n">truncation</span><span class="p">:</span> <span class="n">Literal</span><span class="p">[</span><span class="s2">&quot;auto&quot;</span><span class="p">,</span> <span class="s2">&quot;disabled&quot;</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="__span-0-63"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The truncation strategy to use when calling the model.&quot;&quot;&quot;</span>
</span><span id="__span-0-64">
</span><span id="__span-0-65"> <span class="n">max_tokens</span><span class="p">:</span> <span class="nb">int</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="__span-0-66"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The maximum number of output tokens to generate.&quot;&quot;&quot;</span>
</span><span id="__span-0-67">
</span><span id="__span-0-68"> <span class="n">store</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="__span-0-69"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Whether to store the generated model response for later retrieval.</span>
</span><span id="__span-0-70"><span class="sd"> Defaults to True if not provided.&quot;&quot;&quot;</span>
</span><span id="__span-0-71">
</span><span id="__span-0-72"> <span class="n">agent_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><span id="__span-0-73"><span class="w"> </span><span class="sd">&quot;&quot;&quot;The model from the Agent class. If set, this will override the model provided</span>
</span><span id="__span-0-74"><span class="sd"> to the OpenAIChatCompletionsModel during initialization.&quot;&quot;&quot;</span>
</span><span id="__span-0-75">
</span><span id="__span-0-76"> <span class="k">def</span><span class="w"> </span><span class="nf">resolve</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">override</span><span class="p">:</span> <span class="n">ModelSettings</span> <span class="o">|</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">ModelSettings</span><span class="p">:</span>
</span><span id="__span-0-77"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Produce a new ModelSettings by overlaying any non-None values from the</span>
</span><span id="__span-0-78"><span class="sd"> override on top of this instance.&quot;&quot;&quot;</span>
</span><span id="__span-0-79"> <span class="k">if</span> <span class="n">override</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-80"> <span class="k">return</span> <span class="bp">self</span>
</span><span id="__span-0-81">
</span><span id="__span-0-82"> <span class="n">changes</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-0-83"> <span class="n">field</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">override</span><span class="p">,</span> <span class="n">field</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
</span><span id="__span-0-84"> <span class="k">for</span> <span class="n">field</span> <span class="ow">in</span> <span class="n">fields</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="__span-0-85"> <span class="k">if</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">override</span><span class="p">,</span> <span class="n">field</span><span class="o">.</span><span class="n">name</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
</span><span id="__span-0-86"> <span class="p">}</span>
</span><span id="__span-0-87"> <span class="k">return</span> <span class="n">replace</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">changes</span><span class="p">)</span>
</span><span id="__span-0-88">
</span><span id="__span-0-89"> <span class="k">def</span><span class="w"> </span><span class="nf">with_defaults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">ModelSettings</span><span class="p">:</span>
</span><span id="__span-0-90"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Return a new ModelSettings with defaults applied for None values.</span>
</span><span id="__span-0-91">
</span><span id="__span-0-92"><span class="sd"> Uses CAI_TEMPERATURE env var (default 0.7) and CAI_TOP_P env var (default 1.0).</span>
</span><span id="__span-0-93"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-94"> <span class="k">return</span> <span class="n">replace</span><span class="p">(</span>
</span><span id="__span-0-95"> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-0-96"> <span class="n">temperature</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">temperature</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">temperature</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">get_default_temperature</span><span class="p">(),</span>
</span><span id="__span-0-97"> <span class="n">top_p</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">top_p</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">top_p</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">get_default_top_p</span><span class="p">(),</span>
</span><span id="__span-0-98"> <span class="p">)</span>
</span><span id="__span-0-99">
</span><span id="__span-0-100"> <span class="nd">@classmethod</span>
</span><span id="__span-0-101"> <span class="k">def</span><span class="w"> </span><span class="nf">from_env</span><span class="p">(</span><span class="bp">cls</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">ModelSettings</span><span class="p">:</span>
</span><span id="__span-0-102"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create ModelSettings with values from environment variables.</span>
</span><span id="__span-0-103">
</span><span id="__span-0-104"><span class="sd"> Reads CAI_TEMPERATURE (default 0.7) and CAI_TOP_P (default 1.0).</span>
</span><span id="__span-0-105"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-106"> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span>
</span><span id="__span-0-107"> <span class="n">temperature</span><span class="o">=</span><span class="n">get_default_temperature</span><span class="p">(),</span>
</span><span id="__span-0-108"> <span class="n">top_p</span><span class="o">=</span><span class="n">get_default_top_p</span><span class="p">(),</span>
</span><span id="__span-0-109"> <span class="p">)</span>
</span></code></pre></div></td></tr></table></div>
</details>
<div class="doc doc-children">
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.temperature" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">temperature</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">temperature</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></code></pre></div>
<div class="doc doc-contents ">
<p>The temperature to use when calling the model. Default: 0.7 (from CAI_TEMPERATURE env var).</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.top_p" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">top_p</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">top_p</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></code></pre></div>
<div class="doc doc-contents ">
<p>The top_p to use when calling the model. Default: 1.0 (from CAI_TOP_P env var).</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.frequency_penalty" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">frequency_penalty</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">frequency_penalty</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></code></pre></div>
<div class="doc doc-contents ">
<p>The frequency penalty to use when calling the model.</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.presence_penalty" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">presence_penalty</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">presence_penalty</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></code></pre></div>
<div class="doc doc-contents ">
<p>The presence penalty to use when calling the model.</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.tool_choice" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">tool_choice</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">tool_choice</span><span class="p">:</span> <span class="p">(</span>
</span><span id="__span-0-2"> <span class="n"><span title="typing.Literal">Literal</span></span><span class="p">[</span><span class="s2">&quot;auto&quot;</span><span class="p">,</span> <span class="s2">&quot;required&quot;</span><span class="p">,</span> <span class="s2">&quot;none&quot;</span><span class="p">]</span> <span class="o">|</span> <span class="n"><span title="str">str</span></span> <span class="o">|</span> <span class="kc">None</span>
</span><span id="__span-0-3"><span class="p">)</span> <span class="o">=</span> <span class="kc">None</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>The tool choice to use when calling the model.</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.parallel_tool_calls" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">parallel_tool_calls</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">parallel_tool_calls</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Whether to use parallel tool calls when calling the model.
Defaults to False if not provided.</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.truncation" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">truncation</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">truncation</span><span class="p">:</span> <span class="n"><span title="typing.Literal">Literal</span></span><span class="p">[</span><span class="s1">&#39;auto&#39;</span><span class="p">,</span> <span class="s1">&#39;disabled&#39;</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>The truncation strategy to use when calling the model.</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.max_tokens" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">max_tokens</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">max_tokens</span><span class="p">:</span> <span class="n"><span title="int">int</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>The maximum number of output tokens to generate.</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.store" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">store</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">store</span><span class="p">:</span> <span class="n"><span title="bool">bool</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Whether to store the generated model response for later retrieval.
Defaults to True if not provided.</p>
</div>
</div>
<div class="doc doc-object doc-attribute">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.agent_model" class="doc doc-heading">
<span class="doc doc-object-name doc-attribute-name">agent_model</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-class-attribute"><code>class-attribute</code></small>
<small class="doc doc-label doc-label-instance-attribute"><code>instance-attribute</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="n">agent_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></code></pre></div>
<div class="doc doc-contents ">
<p>The model from the Agent class. If set, this will override the model provided
to the OpenAIChatCompletionsModel during initialization.</p>
</div>
</div>
<div class="doc doc-object doc-function">
<h4 id="cai.sdk.agents.model_settings.ModelSettings.resolve" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">resolve</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">resolve</span><span class="p">(</span><span class="n">override</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="ModelSettings
dataclass
(cai.sdk.agents.model_settings.ModelSettings)" href="#cai.sdk.agents.model_settings.ModelSettings">ModelSettings</a></span> <span class="o">|</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="ModelSettings
dataclass
(cai.sdk.agents.model_settings.ModelSettings)" href="#cai.sdk.agents.model_settings.ModelSettings">ModelSettings</a></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Produce a new ModelSettings by overlaying any non-None values from the
override on top of this instance.</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/model_settings.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">76</span>
<span class="normal">77</span>
<span class="normal">78</span>
<span class="normal">79</span>
<span class="normal">80</span>
<span class="normal">81</span>
<span class="normal">82</span>
<span class="normal">83</span>
<span class="normal">84</span>
<span class="normal">85</span>
<span class="normal">86</span>
<span class="normal">87</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-76"><span class="k">def</span><span class="w"> </span><span class="nf">resolve</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">override</span><span class="p">:</span> <span class="n">ModelSettings</span> <span class="o">|</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">ModelSettings</span><span class="p">:</span>
</span><span id="__span-0-77"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Produce a new ModelSettings by overlaying any non-None values from the</span>
</span><span id="__span-0-78"><span class="sd"> override on top of this instance.&quot;&quot;&quot;</span>
</span><span id="__span-0-79"> <span class="k">if</span> <span class="n">override</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="__span-0-80"> <span class="k">return</span> <span class="bp">self</span>
</span><span id="__span-0-81">
</span><span id="__span-0-82"> <span class="n">changes</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-0-83"> <span class="n">field</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">override</span><span class="p">,</span> <span class="n">field</span><span class="o">.</span><span class="n">name</span><span class="p">)</span>
</span><span id="__span-0-84"> <span class="k">for</span> <span class="n">field</span> <span class="ow">in</span> <span class="n">fields</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="__span-0-85"> <span class="k">if</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">override</span><span class="p">,</span> <span class="n">field</span><span class="o">.</span><span class="n">name</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
</span><span id="__span-0-86"> <span class="p">}</span>
</span><span id="__span-0-87"> <span class="k">return</span> <span class="n">replace</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">changes</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.model_settings.ModelSettings.with_defaults" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">with_defaults</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">with_defaults</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="ModelSettings
dataclass
(cai.sdk.agents.model_settings.ModelSettings)" href="#cai.sdk.agents.model_settings.ModelSettings">ModelSettings</a></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Return a new ModelSettings with defaults applied for None values.</p>
<p>Uses CAI_TEMPERATURE env var (default 0.7) and CAI_TOP_P env var (default 1.0).</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/model_settings.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">89</span>
<span class="normal">90</span>
<span class="normal">91</span>
<span class="normal">92</span>
<span class="normal">93</span>
<span class="normal">94</span>
<span class="normal">95</span>
<span class="normal">96</span>
<span class="normal">97</span>
<span class="normal">98</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-89"><span class="k">def</span><span class="w"> </span><span class="nf">with_defaults</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">ModelSettings</span><span class="p">:</span>
</span><span id="__span-0-90"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Return a new ModelSettings with defaults applied for None values.</span>
</span><span id="__span-0-91">
</span><span id="__span-0-92"><span class="sd"> Uses CAI_TEMPERATURE env var (default 0.7) and CAI_TOP_P env var (default 1.0).</span>
</span><span id="__span-0-93"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-94"> <span class="k">return</span> <span class="n">replace</span><span class="p">(</span>
</span><span id="__span-0-95"> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-0-96"> <span class="n">temperature</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">temperature</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">temperature</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">get_default_temperature</span><span class="p">(),</span>
</span><span id="__span-0-97"> <span class="n">top_p</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">top_p</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">top_p</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">get_default_top_p</span><span class="p">(),</span>
</span><span id="__span-0-98"> <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.model_settings.ModelSettings.from_env" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">from_env</span>
<span class="doc doc-labels">
<small class="doc doc-label doc-label-classmethod"><code>classmethod</code></small>
</span>
</h4>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">from_env</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><a class="autorefs autorefs-internal" title="ModelSettings
dataclass
(cai.sdk.agents.model_settings.ModelSettings)" href="#cai.sdk.agents.model_settings.ModelSettings">ModelSettings</a></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Create ModelSettings with values from environment variables.</p>
<p>Reads CAI_TEMPERATURE (default 0.7) and CAI_TOP_P (default 1.0).</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/model_settings.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">100</span>
<span class="normal">101</span>
<span class="normal">102</span>
<span class="normal">103</span>
<span class="normal">104</span>
<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></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-100"><span class="nd">@classmethod</span>
</span><span id="__span-0-101"><span class="k">def</span><span class="w"> </span><span class="nf">from_env</span><span class="p">(</span><span class="bp">cls</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">ModelSettings</span><span class="p">:</span>
</span><span id="__span-0-102"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Create ModelSettings with values from environment variables.</span>
</span><span id="__span-0-103">
</span><span id="__span-0-104"><span class="sd"> Reads CAI_TEMPERATURE (default 0.7) and CAI_TOP_P (default 1.0).</span>
</span><span id="__span-0-105"><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="__span-0-106"> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span>
</span><span id="__span-0-107"> <span class="n">temperature</span><span class="o">=</span><span class="n">get_default_temperature</span><span class="p">(),</span>
</span><span id="__span-0-108"> <span class="n">top_p</span><span class="o">=</span><span class="n">get_default_top_p</span><span class="p">(),</span>
</span><span id="__span-0-109"> <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.model_settings.get_default_temperature" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">get_default_temperature</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">get_default_temperature</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><span title="float">float</span></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Get the default temperature from environment or use DEFAULT_TEMPERATURE (0.7).</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/model_settings.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">12</span>
<span class="normal">13</span>
<span class="normal">14</span>
<span class="normal">15</span>
<span class="normal">16</span>
<span class="normal">17</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-12"><span class="k">def</span><span class="w"> </span><span class="nf">get_default_temperature</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
</span><span id="__span-0-13"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Get the default temperature from environment or use DEFAULT_TEMPERATURE (0.7).&quot;&quot;&quot;</span>
</span><span id="__span-0-14"> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-0-15"> <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;CAI_TEMPERATURE&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">DEFAULT_TEMPERATURE</span><span class="p">)))</span>
</span><span id="__span-0-16"> <span class="k">except</span> <span class="p">(</span><span class="ne">ValueError</span><span class="p">,</span> <span class="ne">TypeError</span><span class="p">):</span>
</span><span id="__span-0-17"> <span class="k">return</span> <span class="n">DEFAULT_TEMPERATURE</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
<div class="doc doc-object doc-function">
<h3 id="cai.sdk.agents.model_settings.get_default_top_p" class="doc doc-heading">
<span class="doc doc-object-name doc-function-name">get_default_top_p</span>
</h3>
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><span class="nf">get_default_top_p</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="n"><span title="float">float</span></span>
</span></code></pre></div>
<div class="doc doc-contents ">
<p>Get the default top_p from environment or use DEFAULT_TOP_P (1.0).</p>
<details class="quote">
<summary>Source code in <code>src/cai/sdk/agents/model_settings.py</code></summary>
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">20</span>
<span class="normal">21</span>
<span class="normal">22</span>
<span class="normal">23</span>
<span class="normal">24</span>
<span class="normal">25</span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-20"><span class="k">def</span><span class="w"> </span><span class="nf">get_default_top_p</span><span class="p">()</span> <span class="o">-&gt;</span> <span class="nb">float</span><span class="p">:</span>
</span><span id="__span-0-21"><span class="w"> </span><span class="sd">&quot;&quot;&quot;Get the default top_p from environment or use DEFAULT_TOP_P (1.0).&quot;&quot;&quot;</span>
</span><span id="__span-0-22"> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-0-23"> <span class="k">return</span> <span class="nb">float</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getenv</span><span class="p">(</span><span class="s2">&quot;CAI_TOP_P&quot;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">DEFAULT_TOP_P</span><span class="p">)))</span>
</span><span id="__span-0-24"> <span class="k">except</span> <span class="p">(</span><span class="ne">ValueError</span><span class="p">,</span> <span class="ne">TypeError</span><span class="p">):</span>
</span><span id="__span-0-25"> <span class="k">return</span> <span class="n">DEFAULT_TOP_P</span>
</span></code></pre></div></td></tr></table></div>
</details>
</div>
</div>
</div>
</div>
</div>
</article>
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