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<h1 id="medical-coder-swarm-api-documentation">Medical Coder Swarm API Documentation<a class="headerlink" href="#medical-coder-swarm-api-documentation" title="Permanent link">&para;</a></h1>
<p>Base URL: <code>https://mcs-285321057562.us-central1.run.app</code></p>
<h2 id="table-of-contents">Table of Contents<a class="headerlink" href="#table-of-contents" title="Permanent link">&para;</a></h2>
<ul>
<li><a href="#authentication">Authentication</a></li>
<li><a href="#rate-limits">Rate Limits</a></li>
<li><a href="#endpoints">Endpoints</a></li>
<li><a href="#health-check">Health Check</a></li>
<li><a href="#run-medical-coder">Run Medical Coder</a></li>
<li><a href="#run-batch-medical-coder">Run Batch Medical Coder</a></li>
<li><a href="#get-patient-data">Get Patient Data</a></li>
<li><a href="#get-all-patients">Get All Patients</a></li>
<li><a href="#code-examples">Code Examples</a></li>
<li><a href="#error-handling">Error Handling</a></li>
</ul>
<h2 id="authentication">Authentication<a class="headerlink" href="#authentication" title="Permanent link">&para;</a></h2>
<p>Authentication details will be provided by the MCS team. Contact support for API credentials.</p>
<h2 id="rate-limits">Rate Limits<a class="headerlink" href="#rate-limits" title="Permanent link">&para;</a></h2>
<table>
<thead>
<tr>
<th>Endpoint</th>
<th>GET Rate Limit Status</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>GET /rate-limits</code></td>
<td>Returns current rate limit status for your IP address</td>
</tr>
</tbody>
</table>
<h2 id="endpoints">Endpoints<a class="headerlink" href="#endpoints" title="Permanent link">&para;</a></h2>
<h3 id="health-check">Health Check<a class="headerlink" href="#health-check" title="Permanent link">&para;</a></h3>
<p>Check if the API is operational.</p>
<table>
<thead>
<tr>
<th>Method</th>
<th>Endpoint</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>GET</code></td>
<td><code>/health</code></td>
<td>Returns 200 OK if service is running</td>
</tr>
</tbody>
</table>
<h3 id="run-medical-coder">Run Medical Coder<a class="headerlink" href="#run-medical-coder" title="Permanent link">&para;</a></h3>
<p>Process a single patient case through the Medical Coder Swarm.</p>
<table>
<thead>
<tr>
<th>Method</th>
<th>Endpoint</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>POST</code></td>
<td><code>/v1/medical-coder/run</code></td>
<td>Process a single patient case</td>
</tr>
</tbody>
</table>
<p><strong>Request Body Parameters:</strong></p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>patient_id</td>
<td>string</td>
<td>Yes</td>
<td>Unique identifier for the patient</td>
</tr>
<tr>
<td>case_description</td>
<td>string</td>
<td>Yes</td>
<td>Medical case details to be processed</td>
</tr>
</tbody>
</table>
<p><strong>Response Schema:</strong></p>
<table>
<thead>
<tr>
<th>Field</th>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>patient_id</td>
<td>string</td>
<td>Patient identifier</td>
</tr>
<tr>
<td>case_data</td>
<td>string</td>
<td>Processed case data</td>
</tr>
</tbody>
</table>
<h3 id="run-batch-medical-coder">Run Batch Medical Coder<a class="headerlink" href="#run-batch-medical-coder" title="Permanent link">&para;</a></h3>
<p>Process multiple patient cases in a single request.</p>
<table>
<thead>
<tr>
<th>Method</th>
<th>Endpoint</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>POST</code></td>
<td><code>/v1/medical-coder/run-batch</code></td>
<td>Process multiple patient cases</td>
</tr>
</tbody>
</table>
<p><strong>Request Body Parameters:</strong></p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>cases</td>
<td>array</td>
<td>Yes</td>
<td>Array of PatientCase objects</td>
</tr>
</tbody>
</table>
<h3 id="get-patient-data">Get Patient Data<a class="headerlink" href="#get-patient-data" title="Permanent link">&para;</a></h3>
<p>Retrieve data for a specific patient.</p>
<table>
<thead>
<tr>
<th>Method</th>
<th>Endpoint</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>GET</code></td>
<td><code>/v1/medical-coder/patient/{patient_id}</code></td>
<td>Get patient data by ID</td>
</tr>
</tbody>
</table>
<p><strong>Path Parameters:</strong></p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>patient_id</td>
<td>string</td>
<td>Yes</td>
<td>Patient identifier</td>
</tr>
</tbody>
</table>
<h3 id="get-all-patients">Get All Patients<a class="headerlink" href="#get-all-patients" title="Permanent link">&para;</a></h3>
<p>Retrieve data for all patients.</p>
<table>
<thead>
<tr>
<th>Method</th>
<th>Endpoint</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>GET</code></td>
<td><code>/v1/medical-coder/patients</code></td>
<td>Get all patient data</td>
</tr>
</tbody>
</table>
<h2 id="code-examples">Code Examples<a class="headerlink" href="#code-examples" title="Permanent link">&para;</a></h2>
<h3 id="python">Python<a class="headerlink" href="#python" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">requests</span>
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="kn">import</span><span class="w"> </span><span class="nn">json</span>
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="k">class</span><span class="w"> </span><span class="nc">MCSClient</span><span class="p">:</span>
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a> <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">base_url</span><span class="o">=</span><span class="s2">&quot;https://mcs.swarms.ai&quot;</span><span class="p">,</span> <span class="n">api_key</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="__span-0-6"><a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a> <span class="bp">self</span><span class="o">.</span><span class="n">base_url</span> <span class="o">=</span> <span class="n">base_url</span>
</span><span id="__span-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a> <span class="bp">self</span><span class="o">.</span><span class="n">headers</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-0-8"><a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a> <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-0-9"><a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a> <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="n">api_key</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">if</span> <span class="n">api_key</span> <span class="k">else</span> <span class="kc">None</span>
</span><span id="__span-0-10"><a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a> <span class="p">}</span>
</span><span id="__span-0-11"><a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>
</span><span id="__span-0-12"><a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a> <span class="k">def</span><span class="w"> </span><span class="nf">run_medical_coder</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">patient_id</span><span class="p">,</span> <span class="n">case_description</span><span class="p">):</span>
</span><span id="__span-0-13"><a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a> <span class="n">endpoint</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">base_url</span><span class="si">}</span><span class="s2">/v1/medical-coder/run&quot;</span>
</span><span id="__span-0-14"><a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a> <span class="n">payload</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="__span-0-15"><a id="__codelineno-0-15" name="__codelineno-0-15" href="#__codelineno-0-15"></a> <span class="s2">&quot;patient_id&quot;</span><span class="p">:</span> <span class="n">patient_id</span><span class="p">,</span>
</span><span id="__span-0-16"><a id="__codelineno-0-16" name="__codelineno-0-16" href="#__codelineno-0-16"></a> <span class="s2">&quot;case_description&quot;</span><span class="p">:</span> <span class="n">case_description</span>
</span><span id="__span-0-17"><a id="__codelineno-0-17" name="__codelineno-0-17" href="#__codelineno-0-17"></a> <span class="p">}</span>
</span><span id="__span-0-18"><a id="__codelineno-0-18" name="__codelineno-0-18" href="#__codelineno-0-18"></a> <span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">endpoint</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">headers</span><span class="p">)</span>
</span><span id="__span-0-19"><a id="__codelineno-0-19" name="__codelineno-0-19" href="#__codelineno-0-19"></a> <span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
</span><span id="__span-0-20"><a id="__codelineno-0-20" name="__codelineno-0-20" href="#__codelineno-0-20"></a>
</span><span id="__span-0-21"><a id="__codelineno-0-21" name="__codelineno-0-21" href="#__codelineno-0-21"></a> <span class="k">def</span><span class="w"> </span><span class="nf">run_batch</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cases</span><span class="p">):</span>
</span><span id="__span-0-22"><a id="__codelineno-0-22" name="__codelineno-0-22" href="#__codelineno-0-22"></a> <span class="n">endpoint</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">base_url</span><span class="si">}</span><span class="s2">/v1/medical-coder/run-batch&quot;</span>
</span><span id="__span-0-23"><a id="__codelineno-0-23" name="__codelineno-0-23" href="#__codelineno-0-23"></a> <span class="n">payload</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;cases&quot;</span><span class="p">:</span> <span class="n">cases</span><span class="p">}</span>
</span><span id="__span-0-24"><a id="__codelineno-0-24" name="__codelineno-0-24" href="#__codelineno-0-24"></a> <span class="n">response</span> <span class="o">=</span> <span class="n">requests</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="n">endpoint</span><span class="p">,</span> <span class="n">json</span><span class="o">=</span><span class="n">payload</span><span class="p">,</span> <span class="n">headers</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">headers</span><span class="p">)</span>
</span><span id="__span-0-25"><a id="__codelineno-0-25" name="__codelineno-0-25" href="#__codelineno-0-25"></a> <span class="k">return</span> <span class="n">response</span><span class="o">.</span><span class="n">json</span><span class="p">()</span>
</span><span id="__span-0-26"><a id="__codelineno-0-26" name="__codelineno-0-26" href="#__codelineno-0-26"></a>
</span><span id="__span-0-27"><a id="__codelineno-0-27" name="__codelineno-0-27" href="#__codelineno-0-27"></a><span class="c1"># Usage example</span>
</span><span id="__span-0-28"><a id="__codelineno-0-28" name="__codelineno-0-28" href="#__codelineno-0-28"></a><span class="n">client</span> <span class="o">=</span> <span class="n">MCSClient</span><span class="p">(</span><span class="n">api_key</span><span class="o">=</span><span class="s2">&quot;your_api_key&quot;</span><span class="p">)</span>
</span><span id="__span-0-29"><a id="__codelineno-0-29" name="__codelineno-0-29" href="#__codelineno-0-29"></a><span class="n">result</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span> <span class="s2">&quot;Patient presents with...&quot;</span><span class="p">)</span>
</span></code></pre></div>
<h3 id="nextjs-typescript">Next.js (TypeScript)<a class="headerlink" href="#nextjs-typescript" title="Permanent link">&para;</a></h3>
<div class="language-typescript highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="c1">// types.ts</span>
</span><span id="__span-1-2"><a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">PatientCase</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-3"><a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span><span class="nx">patient_id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
</span><span id="__span-1-4"><a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span><span class="nx">case_description</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
</span><span id="__span-1-5"><a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="p">}</span>
</span><span id="__span-1-6"><a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a>
</span><span id="__span-1-7"><a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="kd">interface</span><span class="w"> </span><span class="nx">QueryResponse</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-8"><a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a><span class="w"> </span><span class="nx">patient_id</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
</span><span id="__span-1-9"><a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a><span class="w"> </span><span class="nx">case_data</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
</span><span id="__span-1-10"><a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a><span class="p">}</span>
</span><span id="__span-1-11"><a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a>
</span><span id="__span-1-12"><a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a><span class="c1">// api.ts</span>
</span><span id="__span-1-13"><a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a><span class="k">export</span><span class="w"> </span><span class="kd">class</span><span class="w"> </span><span class="nx">MCSApi</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-14"><a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a><span class="w"> </span><span class="k">private</span><span class="w"> </span><span class="nx">baseUrl</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
</span><span id="__span-1-15"><a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a><span class="w"> </span><span class="k">private</span><span class="w"> </span><span class="nx">apiKey</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">;</span>
</span><span id="__span-1-16"><a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a>
</span><span id="__span-1-17"><a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a><span class="w"> </span><span class="kr">constructor</span><span class="p">(</span><span class="nx">apiKey</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span><span class="w"> </span><span class="nx">baseUrl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;https://mcs.swarms.ai&#39;</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-18"><a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a><span class="w"> </span><span class="k">this</span><span class="p">.</span><span class="nx">baseUrl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">baseUrl</span><span class="p">;</span>
</span><span id="__span-1-19"><a id="__codelineno-1-19" name="__codelineno-1-19" href="#__codelineno-1-19"></a><span class="w"> </span><span class="k">this</span><span class="p">.</span><span class="nx">apiKey</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nx">apiKey</span><span class="p">;</span>
</span><span id="__span-1-20"><a id="__codelineno-1-20" name="__codelineno-1-20" href="#__codelineno-1-20"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-1-21"><a id="__codelineno-1-21" name="__codelineno-1-21" href="#__codelineno-1-21"></a>
</span><span id="__span-1-22"><a id="__codelineno-1-22" name="__codelineno-1-22" href="#__codelineno-1-22"></a><span class="w"> </span><span class="k">private</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="nx">fetchWithAuth</span><span class="p">(</span><span class="nx">endpoint</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">,</span><span class="w"> </span><span class="nx">options</span><span class="o">:</span><span class="w"> </span><span class="kt">RequestInit</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">{})</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-23"><a id="__codelineno-1-23" name="__codelineno-1-23" href="#__codelineno-1-23"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">response</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">fetch</span><span class="p">(</span><span class="sb">`</span><span class="si">${</span><span class="k">this</span><span class="p">.</span><span class="nx">baseUrl</span><span class="si">}${</span><span class="nx">endpoint</span><span class="si">}</span><span class="sb">`</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-24"><a id="__codelineno-1-24" name="__codelineno-1-24" href="#__codelineno-1-24"></a><span class="w"> </span><span class="p">...</span><span class="nx">options</span><span class="p">,</span>
</span><span id="__span-1-25"><a id="__codelineno-1-25" name="__codelineno-1-25" href="#__codelineno-1-25"></a><span class="w"> </span><span class="nx">headers</span><span class="o">:</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-26"><a id="__codelineno-1-26" name="__codelineno-1-26" href="#__codelineno-1-26"></a><span class="w"> </span><span class="s1">&#39;Content-Type&#39;</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;application/json&#39;</span><span class="p">,</span>
</span><span id="__span-1-27"><a id="__codelineno-1-27" name="__codelineno-1-27" href="#__codelineno-1-27"></a><span class="w"> </span><span class="s1">&#39;Authorization&#39;</span><span class="o">:</span><span class="w"> </span><span class="sb">`Bearer </span><span class="si">${</span><span class="k">this</span><span class="p">.</span><span class="nx">apiKey</span><span class="si">}</span><span class="sb">`</span><span class="p">,</span>
</span><span id="__span-1-28"><a id="__codelineno-1-28" name="__codelineno-1-28" href="#__codelineno-1-28"></a><span class="w"> </span><span class="p">...</span><span class="nx">options</span><span class="p">.</span><span class="nx">headers</span><span class="p">,</span>
</span><span id="__span-1-29"><a id="__codelineno-1-29" name="__codelineno-1-29" href="#__codelineno-1-29"></a><span class="w"> </span><span class="p">},</span>
</span><span id="__span-1-30"><a id="__codelineno-1-30" name="__codelineno-1-30" href="#__codelineno-1-30"></a><span class="w"> </span><span class="p">});</span>
</span><span id="__span-1-31"><a id="__codelineno-1-31" name="__codelineno-1-31" href="#__codelineno-1-31"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">response</span><span class="p">.</span><span class="nx">json</span><span class="p">();</span>
</span><span id="__span-1-32"><a id="__codelineno-1-32" name="__codelineno-1-32" href="#__codelineno-1-32"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-1-33"><a id="__codelineno-1-33" name="__codelineno-1-33" href="#__codelineno-1-33"></a>
</span><span id="__span-1-34"><a id="__codelineno-1-34" name="__codelineno-1-34" href="#__codelineno-1-34"></a><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="nx">runMedicalCoder</span><span class="p">(</span><span class="nx">patientCase</span><span class="o">:</span><span class="w"> </span><span class="kt">PatientCase</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o">&lt;</span><span class="nx">QueryResponse</span><span class="o">&gt;</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-35"><a id="__codelineno-1-35" name="__codelineno-1-35" href="#__codelineno-1-35"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="k">this</span><span class="p">.</span><span class="nx">fetchWithAuth</span><span class="p">(</span><span class="s1">&#39;/v1/medical-coder/run&#39;</span><span class="p">,</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-36"><a id="__codelineno-1-36" name="__codelineno-1-36" href="#__codelineno-1-36"></a><span class="w"> </span><span class="nx">method</span><span class="o">:</span><span class="w"> </span><span class="s1">&#39;POST&#39;</span><span class="p">,</span>
</span><span id="__span-1-37"><a id="__codelineno-1-37" name="__codelineno-1-37" href="#__codelineno-1-37"></a><span class="w"> </span><span class="nx">body</span><span class="o">:</span><span class="w"> </span><span class="kt">JSON.stringify</span><span class="p">(</span><span class="nx">patientCase</span><span class="p">),</span>
</span><span id="__span-1-38"><a id="__codelineno-1-38" name="__codelineno-1-38" href="#__codelineno-1-38"></a><span class="w"> </span><span class="p">});</span>
</span><span id="__span-1-39"><a id="__codelineno-1-39" name="__codelineno-1-39" href="#__codelineno-1-39"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-1-40"><a id="__codelineno-1-40" name="__codelineno-1-40" href="#__codelineno-1-40"></a>
</span><span id="__span-1-41"><a id="__codelineno-1-41" name="__codelineno-1-41" href="#__codelineno-1-41"></a><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="nx">getPatientData</span><span class="p">(</span><span class="nx">patientId</span><span class="o">:</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="o">:</span><span class="w"> </span><span class="nb">Promise</span><span class="o">&lt;</span><span class="nx">QueryResponse</span><span class="o">&gt;</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-42"><a id="__codelineno-1-42" name="__codelineno-1-42" href="#__codelineno-1-42"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="k">this</span><span class="p">.</span><span class="nx">fetchWithAuth</span><span class="p">(</span><span class="sb">`/v1/medical-coder/patient/</span><span class="si">${</span><span class="nx">patientId</span><span class="si">}</span><span class="sb">`</span><span class="p">);</span>
</span><span id="__span-1-43"><a id="__codelineno-1-43" name="__codelineno-1-43" href="#__codelineno-1-43"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-1-44"><a id="__codelineno-1-44" name="__codelineno-1-44" href="#__codelineno-1-44"></a><span class="p">}</span>
</span><span id="__span-1-45"><a id="__codelineno-1-45" name="__codelineno-1-45" href="#__codelineno-1-45"></a>
</span><span id="__span-1-46"><a id="__codelineno-1-46" name="__codelineno-1-46" href="#__codelineno-1-46"></a><span class="c1">// Usage in component</span>
</span><span id="__span-1-47"><a id="__codelineno-1-47" name="__codelineno-1-47" href="#__codelineno-1-47"></a><span class="kd">const</span><span class="w"> </span><span class="nx">mcsApi</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="ow">new</span><span class="w"> </span><span class="nx">MCSApi</span><span class="p">(</span><span class="nx">process</span><span class="p">.</span><span class="nx">env</span><span class="p">.</span><span class="nx">MCS_API_KEY</span><span class="p">);</span>
</span><span id="__span-1-48"><a id="__codelineno-1-48" name="__codelineno-1-48" href="#__codelineno-1-48"></a>
</span><span id="__span-1-49"><a id="__codelineno-1-49" name="__codelineno-1-49" href="#__codelineno-1-49"></a><span class="k">export</span><span class="w"> </span><span class="k">async</span><span class="w"> </span><span class="kd">function</span><span class="w"> </span><span class="nx">ProcessPatientCase</span><span class="p">({</span><span class="w"> </span><span class="nx">patientId</span><span class="p">,</span><span class="w"> </span><span class="nx">caseDescription</span><span class="w"> </span><span class="p">})</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-1-50"><a id="__codelineno-1-50" name="__codelineno-1-50" href="#__codelineno-1-50"></a><span class="w"> </span><span class="kd">const</span><span class="w"> </span><span class="nx">result</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">await</span><span class="w"> </span><span class="nx">mcsApi</span><span class="p">.</span><span class="nx">runMedicalCoder</span><span class="p">({</span>
</span><span id="__span-1-51"><a id="__codelineno-1-51" name="__codelineno-1-51" href="#__codelineno-1-51"></a><span class="w"> </span><span class="nx">patient_id</span><span class="o">:</span><span class="w"> </span><span class="kt">patientId</span><span class="p">,</span>
</span><span id="__span-1-52"><a id="__codelineno-1-52" name="__codelineno-1-52" href="#__codelineno-1-52"></a><span class="w"> </span><span class="nx">case_description</span><span class="o">:</span><span class="w"> </span><span class="kt">caseDescription</span><span class="p">,</span>
</span><span id="__span-1-53"><a id="__codelineno-1-53" name="__codelineno-1-53" href="#__codelineno-1-53"></a><span class="w"> </span><span class="p">});</span>
</span><span id="__span-1-54"><a id="__codelineno-1-54" name="__codelineno-1-54" href="#__codelineno-1-54"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="nx">result</span><span class="p">;</span>
</span><span id="__span-1-55"><a id="__codelineno-1-55" name="__codelineno-1-55" href="#__codelineno-1-55"></a><span class="p">}</span>
</span></code></pre></div>
<h3 id="go">Go<a class="headerlink" href="#go" title="Permanent link">&para;</a></h3>
<div class="language-go highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kn">package</span><span class="w"> </span><span class="nx">mcs</span>
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="kn">import</span><span class="w"> </span><span class="p">(</span>
</span><span id="__span-2-4"><a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="w"> </span><span class="s">&quot;bytes&quot;</span>
</span><span id="__span-2-5"><a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="w"> </span><span class="s">&quot;encoding/json&quot;</span>
</span><span id="__span-2-6"><a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a><span class="w"> </span><span class="s">&quot;fmt&quot;</span>
</span><span id="__span-2-7"><a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a><span class="w"> </span><span class="s">&quot;net/http&quot;</span>
</span><span id="__span-2-8"><a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a><span class="p">)</span>
</span><span id="__span-2-9"><a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a>
</span><span id="__span-2-10"><a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a><span class="kd">type</span><span class="w"> </span><span class="nx">MCSClient</span><span class="w"> </span><span class="kd">struct</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-11"><a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a><span class="w"> </span><span class="nx">BaseURL</span><span class="w"> </span><span class="kt">string</span>
</span><span id="__span-2-12"><a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a><span class="w"> </span><span class="nx">APIKey</span><span class="w"> </span><span class="kt">string</span>
</span><span id="__span-2-13"><a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a><span class="w"> </span><span class="nx">Client</span><span class="w"> </span><span class="o">*</span><span class="nx">http</span><span class="p">.</span><span class="nx">Client</span>
</span><span id="__span-2-14"><a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a><span class="p">}</span>
</span><span id="__span-2-15"><a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a>
</span><span id="__span-2-16"><a id="__codelineno-2-16" name="__codelineno-2-16" href="#__codelineno-2-16"></a><span class="kd">type</span><span class="w"> </span><span class="nx">PatientCase</span><span class="w"> </span><span class="kd">struct</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-17"><a id="__codelineno-2-17" name="__codelineno-2-17" href="#__codelineno-2-17"></a><span class="w"> </span><span class="nx">PatientID</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="s">`json:&quot;patient_id&quot;`</span>
</span><span id="__span-2-18"><a id="__codelineno-2-18" name="__codelineno-2-18" href="#__codelineno-2-18"></a><span class="w"> </span><span class="nx">CaseDescription</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="s">`json:&quot;case_description&quot;`</span>
</span><span id="__span-2-19"><a id="__codelineno-2-19" name="__codelineno-2-19" href="#__codelineno-2-19"></a><span class="p">}</span>
</span><span id="__span-2-20"><a id="__codelineno-2-20" name="__codelineno-2-20" href="#__codelineno-2-20"></a>
</span><span id="__span-2-21"><a id="__codelineno-2-21" name="__codelineno-2-21" href="#__codelineno-2-21"></a><span class="kd">type</span><span class="w"> </span><span class="nx">QueryResponse</span><span class="w"> </span><span class="kd">struct</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-22"><a id="__codelineno-2-22" name="__codelineno-2-22" href="#__codelineno-2-22"></a><span class="w"> </span><span class="nx">PatientID</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="s">`json:&quot;patient_id&quot;`</span>
</span><span id="__span-2-23"><a id="__codelineno-2-23" name="__codelineno-2-23" href="#__codelineno-2-23"></a><span class="w"> </span><span class="nx">CaseData</span><span class="w"> </span><span class="kt">string</span><span class="w"> </span><span class="s">`json:&quot;case_data&quot;`</span>
</span><span id="__span-2-24"><a id="__codelineno-2-24" name="__codelineno-2-24" href="#__codelineno-2-24"></a><span class="p">}</span>
</span><span id="__span-2-25"><a id="__codelineno-2-25" name="__codelineno-2-25" href="#__codelineno-2-25"></a>
</span><span id="__span-2-26"><a id="__codelineno-2-26" name="__codelineno-2-26" href="#__codelineno-2-26"></a><span class="kd">func</span><span class="w"> </span><span class="nx">NewMCSClient</span><span class="p">(</span><span class="nx">apiKey</span><span class="w"> </span><span class="kt">string</span><span class="p">)</span><span class="w"> </span><span class="o">*</span><span class="nx">MCSClient</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-27"><a id="__codelineno-2-27" name="__codelineno-2-27" href="#__codelineno-2-27"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="o">&amp;</span><span class="nx">MCSClient</span><span class="p">{</span>
</span><span id="__span-2-28"><a id="__codelineno-2-28" name="__codelineno-2-28" href="#__codelineno-2-28"></a><span class="w"> </span><span class="nx">BaseURL</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;https://mcs.swarms.ai&quot;</span><span class="p">,</span>
</span><span id="__span-2-29"><a id="__codelineno-2-29" name="__codelineno-2-29" href="#__codelineno-2-29"></a><span class="w"> </span><span class="nx">APIKey</span><span class="p">:</span><span class="w"> </span><span class="nx">apiKey</span><span class="p">,</span>
</span><span id="__span-2-30"><a id="__codelineno-2-30" name="__codelineno-2-30" href="#__codelineno-2-30"></a><span class="w"> </span><span class="nx">Client</span><span class="p">:</span><span class="w"> </span><span class="o">&amp;</span><span class="nx">http</span><span class="p">.</span><span class="nx">Client</span><span class="p">{},</span>
</span><span id="__span-2-31"><a id="__codelineno-2-31" name="__codelineno-2-31" href="#__codelineno-2-31"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-2-32"><a id="__codelineno-2-32" name="__codelineno-2-32" href="#__codelineno-2-32"></a><span class="p">}</span>
</span><span id="__span-2-33"><a id="__codelineno-2-33" name="__codelineno-2-33" href="#__codelineno-2-33"></a>
</span><span id="__span-2-34"><a id="__codelineno-2-34" name="__codelineno-2-34" href="#__codelineno-2-34"></a><span class="kd">func</span><span class="w"> </span><span class="p">(</span><span class="nx">c</span><span class="w"> </span><span class="o">*</span><span class="nx">MCSClient</span><span class="p">)</span><span class="w"> </span><span class="nx">RunMedicalCoder</span><span class="p">(</span><span class="nx">patientCase</span><span class="w"> </span><span class="nx">PatientCase</span><span class="p">)</span><span class="w"> </span><span class="p">(</span><span class="o">*</span><span class="nx">QueryResponse</span><span class="p">,</span><span class="w"> </span><span class="kt">error</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-35"><a id="__codelineno-2-35" name="__codelineno-2-35" href="#__codelineno-2-35"></a><span class="w"> </span><span class="nx">payload</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">json</span><span class="p">.</span><span class="nx">Marshal</span><span class="p">(</span><span class="nx">patientCase</span><span class="p">)</span>
</span><span id="__span-2-36"><a id="__codelineno-2-36" name="__codelineno-2-36" href="#__codelineno-2-36"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="kc">nil</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-37"><a id="__codelineno-2-37" name="__codelineno-2-37" href="#__codelineno-2-37"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="kc">nil</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span>
</span><span id="__span-2-38"><a id="__codelineno-2-38" name="__codelineno-2-38" href="#__codelineno-2-38"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-2-39"><a id="__codelineno-2-39" name="__codelineno-2-39" href="#__codelineno-2-39"></a>
</span><span id="__span-2-40"><a id="__codelineno-2-40" name="__codelineno-2-40" href="#__codelineno-2-40"></a><span class="w"> </span><span class="nx">req</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">http</span><span class="p">.</span><span class="nx">NewRequest</span><span class="p">(</span><span class="s">&quot;POST&quot;</span><span class="p">,</span><span class="w"> </span>
</span><span id="__span-2-41"><a id="__codelineno-2-41" name="__codelineno-2-41" href="#__codelineno-2-41"></a><span class="w"> </span><span class="nx">fmt</span><span class="p">.</span><span class="nx">Sprintf</span><span class="p">(</span><span class="s">&quot;%s/v1/medical-coder/run&quot;</span><span class="p">,</span><span class="w"> </span><span class="nx">c</span><span class="p">.</span><span class="nx">BaseURL</span><span class="p">),</span>
</span><span id="__span-2-42"><a id="__codelineno-2-42" name="__codelineno-2-42" href="#__codelineno-2-42"></a><span class="w"> </span><span class="nx">bytes</span><span class="p">.</span><span class="nx">NewBuffer</span><span class="p">(</span><span class="nx">payload</span><span class="p">))</span>
</span><span id="__span-2-43"><a id="__codelineno-2-43" name="__codelineno-2-43" href="#__codelineno-2-43"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="kc">nil</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-44"><a id="__codelineno-2-44" name="__codelineno-2-44" href="#__codelineno-2-44"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="kc">nil</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span>
</span><span id="__span-2-45"><a id="__codelineno-2-45" name="__codelineno-2-45" href="#__codelineno-2-45"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-2-46"><a id="__codelineno-2-46" name="__codelineno-2-46" href="#__codelineno-2-46"></a>
</span><span id="__span-2-47"><a id="__codelineno-2-47" name="__codelineno-2-47" href="#__codelineno-2-47"></a><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">Header</span><span class="p">.</span><span class="nx">Set</span><span class="p">(</span><span class="s">&quot;Content-Type&quot;</span><span class="p">,</span><span class="w"> </span><span class="s">&quot;application/json&quot;</span><span class="p">)</span>
</span><span id="__span-2-48"><a id="__codelineno-2-48" name="__codelineno-2-48" href="#__codelineno-2-48"></a><span class="w"> </span><span class="nx">req</span><span class="p">.</span><span class="nx">Header</span><span class="p">.</span><span class="nx">Set</span><span class="p">(</span><span class="s">&quot;Authorization&quot;</span><span class="p">,</span><span class="w"> </span><span class="nx">fmt</span><span class="p">.</span><span class="nx">Sprintf</span><span class="p">(</span><span class="s">&quot;Bearer %s&quot;</span><span class="p">,</span><span class="w"> </span><span class="nx">c</span><span class="p">.</span><span class="nx">APIKey</span><span class="p">))</span>
</span><span id="__span-2-49"><a id="__codelineno-2-49" name="__codelineno-2-49" href="#__codelineno-2-49"></a>
</span><span id="__span-2-50"><a id="__codelineno-2-50" name="__codelineno-2-50" href="#__codelineno-2-50"></a><span class="w"> </span><span class="nx">resp</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">c</span><span class="p">.</span><span class="nx">Client</span><span class="p">.</span><span class="nx">Do</span><span class="p">(</span><span class="nx">req</span><span class="p">)</span>
</span><span id="__span-2-51"><a id="__codelineno-2-51" name="__codelineno-2-51" href="#__codelineno-2-51"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="kc">nil</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-52"><a id="__codelineno-2-52" name="__codelineno-2-52" href="#__codelineno-2-52"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="kc">nil</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span>
</span><span id="__span-2-53"><a id="__codelineno-2-53" name="__codelineno-2-53" href="#__codelineno-2-53"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-2-54"><a id="__codelineno-2-54" name="__codelineno-2-54" href="#__codelineno-2-54"></a><span class="w"> </span><span class="k">defer</span><span class="w"> </span><span class="nx">resp</span><span class="p">.</span><span class="nx">Body</span><span class="p">.</span><span class="nx">Close</span><span class="p">()</span>
</span><span id="__span-2-55"><a id="__codelineno-2-55" name="__codelineno-2-55" href="#__codelineno-2-55"></a>
</span><span id="__span-2-56"><a id="__codelineno-2-56" name="__codelineno-2-56" href="#__codelineno-2-56"></a><span class="w"> </span><span class="kd">var</span><span class="w"> </span><span class="nx">result</span><span class="w"> </span><span class="nx">QueryResponse</span>
</span><span id="__span-2-57"><a id="__codelineno-2-57" name="__codelineno-2-57" href="#__codelineno-2-57"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">json</span><span class="p">.</span><span class="nx">NewDecoder</span><span class="p">(</span><span class="nx">resp</span><span class="p">.</span><span class="nx">Body</span><span class="p">).</span><span class="nx">Decode</span><span class="p">(</span><span class="o">&amp;</span><span class="nx">result</span><span class="p">);</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="kc">nil</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-58"><a id="__codelineno-2-58" name="__codelineno-2-58" href="#__codelineno-2-58"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="kc">nil</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span>
</span><span id="__span-2-59"><a id="__codelineno-2-59" name="__codelineno-2-59" href="#__codelineno-2-59"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-2-60"><a id="__codelineno-2-60" name="__codelineno-2-60" href="#__codelineno-2-60"></a>
</span><span id="__span-2-61"><a id="__codelineno-2-61" name="__codelineno-2-61" href="#__codelineno-2-61"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="o">&amp;</span><span class="nx">result</span><span class="p">,</span><span class="w"> </span><span class="kc">nil</span>
</span><span id="__span-2-62"><a id="__codelineno-2-62" name="__codelineno-2-62" href="#__codelineno-2-62"></a><span class="p">}</span>
</span><span id="__span-2-63"><a id="__codelineno-2-63" name="__codelineno-2-63" href="#__codelineno-2-63"></a>
</span><span id="__span-2-64"><a id="__codelineno-2-64" name="__codelineno-2-64" href="#__codelineno-2-64"></a><span class="c1">// Usage example</span>
</span><span id="__span-2-65"><a id="__codelineno-2-65" name="__codelineno-2-65" href="#__codelineno-2-65"></a><span class="kd">func</span><span class="w"> </span><span class="nx">main</span><span class="p">()</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-66"><a id="__codelineno-2-66" name="__codelineno-2-66" href="#__codelineno-2-66"></a><span class="w"> </span><span class="nx">client</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">NewMCSClient</span><span class="p">(</span><span class="s">&quot;your_api_key&quot;</span><span class="p">)</span>
</span><span id="__span-2-67"><a id="__codelineno-2-67" name="__codelineno-2-67" href="#__codelineno-2-67"></a>
</span><span id="__span-2-68"><a id="__codelineno-2-68" name="__codelineno-2-68" href="#__codelineno-2-68"></a><span class="w"> </span><span class="nx">result</span><span class="p">,</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">:=</span><span class="w"> </span><span class="nx">client</span><span class="p">.</span><span class="nx">RunMedicalCoder</span><span class="p">(</span><span class="nx">PatientCase</span><span class="p">{</span>
</span><span id="__span-2-69"><a id="__codelineno-2-69" name="__codelineno-2-69" href="#__codelineno-2-69"></a><span class="w"> </span><span class="nx">PatientID</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;P123&quot;</span><span class="p">,</span>
</span><span id="__span-2-70"><a id="__codelineno-2-70" name="__codelineno-2-70" href="#__codelineno-2-70"></a><span class="w"> </span><span class="nx">CaseDescription</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;Patient presents with...&quot;</span><span class="p">,</span>
</span><span id="__span-2-71"><a id="__codelineno-2-71" name="__codelineno-2-71" href="#__codelineno-2-71"></a><span class="w"> </span><span class="p">})</span>
</span><span id="__span-2-72"><a id="__codelineno-2-72" name="__codelineno-2-72" href="#__codelineno-2-72"></a><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="nx">err</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="kc">nil</span><span class="w"> </span><span class="p">{</span>
</span><span id="__span-2-73"><a id="__codelineno-2-73" name="__codelineno-2-73" href="#__codelineno-2-73"></a><span class="w"> </span><span class="nb">panic</span><span class="p">(</span><span class="nx">err</span><span class="p">)</span>
</span><span id="__span-2-74"><a id="__codelineno-2-74" name="__codelineno-2-74" href="#__codelineno-2-74"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-2-75"><a id="__codelineno-2-75" name="__codelineno-2-75" href="#__codelineno-2-75"></a>
</span><span id="__span-2-76"><a id="__codelineno-2-76" name="__codelineno-2-76" href="#__codelineno-2-76"></a><span class="w"> </span><span class="nx">fmt</span><span class="p">.</span><span class="nx">Printf</span><span class="p">(</span><span class="s">&quot;Result: %+v\n&quot;</span><span class="p">,</span><span class="w"> </span><span class="nx">result</span><span class="p">)</span>
</span><span id="__span-2-77"><a id="__codelineno-2-77" name="__codelineno-2-77" href="#__codelineno-2-77"></a><span class="p">}</span>
</span></code></pre></div>
<h2 id="c-sharp">C Sharp<a class="headerlink" href="#c-sharp" title="Permanent link">&para;</a></h2>
<div class="language-text highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>using System;
</span><span id="__span-3-2"><a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>using System.Net.Http;
</span><span id="__span-3-3"><a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a>using System.Text;
</span><span id="__span-3-4"><a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a>using System.Text.Json;
</span><span id="__span-3-5"><a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a>using System.Threading.Tasks;
</span><span id="__span-3-6"><a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a>
</span><span id="__span-3-7"><a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a>namespace MedicalCoderSwarm
</span><span id="__span-3-8"><a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a>{
</span><span id="__span-3-9"><a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a> public class PatientCase
</span><span id="__span-3-10"><a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a> {
</span><span id="__span-3-11"><a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a> public string PatientId { get; set; }
</span><span id="__span-3-12"><a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a> public string CaseDescription { get; set; }
</span><span id="__span-3-13"><a id="__codelineno-3-13" name="__codelineno-3-13" href="#__codelineno-3-13"></a> }
</span><span id="__span-3-14"><a id="__codelineno-3-14" name="__codelineno-3-14" href="#__codelineno-3-14"></a>
</span><span id="__span-3-15"><a id="__codelineno-3-15" name="__codelineno-3-15" href="#__codelineno-3-15"></a> public class QueryResponse
</span><span id="__span-3-16"><a id="__codelineno-3-16" name="__codelineno-3-16" href="#__codelineno-3-16"></a> {
</span><span id="__span-3-17"><a id="__codelineno-3-17" name="__codelineno-3-17" href="#__codelineno-3-17"></a> public string PatientId { get; set; }
</span><span id="__span-3-18"><a id="__codelineno-3-18" name="__codelineno-3-18" href="#__codelineno-3-18"></a> public string CaseData { get; set; }
</span><span id="__span-3-19"><a id="__codelineno-3-19" name="__codelineno-3-19" href="#__codelineno-3-19"></a> }
</span><span id="__span-3-20"><a id="__codelineno-3-20" name="__codelineno-3-20" href="#__codelineno-3-20"></a>
</span><span id="__span-3-21"><a id="__codelineno-3-21" name="__codelineno-3-21" href="#__codelineno-3-21"></a> public class MCSClient : IDisposable
</span><span id="__span-3-22"><a id="__codelineno-3-22" name="__codelineno-3-22" href="#__codelineno-3-22"></a> {
</span><span id="__span-3-23"><a id="__codelineno-3-23" name="__codelineno-3-23" href="#__codelineno-3-23"></a> private readonly HttpClient _httpClient;
</span><span id="__span-3-24"><a id="__codelineno-3-24" name="__codelineno-3-24" href="#__codelineno-3-24"></a> private readonly string _baseUrl;
</span><span id="__span-3-25"><a id="__codelineno-3-25" name="__codelineno-3-25" href="#__codelineno-3-25"></a>
</span><span id="__span-3-26"><a id="__codelineno-3-26" name="__codelineno-3-26" href="#__codelineno-3-26"></a> public MCSClient(string apiKey, string baseUrl = &quot;https://mcs-285321057562.us-central1.run.app&quot;)
</span><span id="__span-3-27"><a id="__codelineno-3-27" name="__codelineno-3-27" href="#__codelineno-3-27"></a> {
</span><span id="__span-3-28"><a id="__codelineno-3-28" name="__codelineno-3-28" href="#__codelineno-3-28"></a> _baseUrl = baseUrl;
</span><span id="__span-3-29"><a id="__codelineno-3-29" name="__codelineno-3-29" href="#__codelineno-3-29"></a> _httpClient = new HttpClient();
</span><span id="__span-3-30"><a id="__codelineno-3-30" name="__codelineno-3-30" href="#__codelineno-3-30"></a> _httpClient.DefaultRequestHeaders.Add(&quot;Authorization&quot;, $&quot;Bearer {apiKey}&quot;);
</span><span id="__span-3-31"><a id="__codelineno-3-31" name="__codelineno-3-31" href="#__codelineno-3-31"></a> _httpClient.DefaultRequestHeaders.Add(&quot;Content-Type&quot;, &quot;application/json&quot;);
</span><span id="__span-3-32"><a id="__codelineno-3-32" name="__codelineno-3-32" href="#__codelineno-3-32"></a> }
</span><span id="__span-3-33"><a id="__codelineno-3-33" name="__codelineno-3-33" href="#__codelineno-3-33"></a>
</span><span id="__span-3-34"><a id="__codelineno-3-34" name="__codelineno-3-34" href="#__codelineno-3-34"></a> public async Task&lt;QueryResponse&gt; RunMedicalCoderAsync(string patientId, string caseDescription)
</span><span id="__span-3-35"><a id="__codelineno-3-35" name="__codelineno-3-35" href="#__codelineno-3-35"></a> {
</span><span id="__span-3-36"><a id="__codelineno-3-36" name="__codelineno-3-36" href="#__codelineno-3-36"></a> var payload = new PatientCase
</span><span id="__span-3-37"><a id="__codelineno-3-37" name="__codelineno-3-37" href="#__codelineno-3-37"></a> {
</span><span id="__span-3-38"><a id="__codelineno-3-38" name="__codelineno-3-38" href="#__codelineno-3-38"></a> PatientId = patientId,
</span><span id="__span-3-39"><a id="__codelineno-3-39" name="__codelineno-3-39" href="#__codelineno-3-39"></a> CaseDescription = caseDescription
</span><span id="__span-3-40"><a id="__codelineno-3-40" name="__codelineno-3-40" href="#__codelineno-3-40"></a> };
</span><span id="__span-3-41"><a id="__codelineno-3-41" name="__codelineno-3-41" href="#__codelineno-3-41"></a>
</span><span id="__span-3-42"><a id="__codelineno-3-42" name="__codelineno-3-42" href="#__codelineno-3-42"></a> var content = new StringContent(
</span><span id="__span-3-43"><a id="__codelineno-3-43" name="__codelineno-3-43" href="#__codelineno-3-43"></a> JsonSerializer.Serialize(payload),
</span><span id="__span-3-44"><a id="__codelineno-3-44" name="__codelineno-3-44" href="#__codelineno-3-44"></a> Encoding.UTF8,
</span><span id="__span-3-45"><a id="__codelineno-3-45" name="__codelineno-3-45" href="#__codelineno-3-45"></a> &quot;application/json&quot;
</span><span id="__span-3-46"><a id="__codelineno-3-46" name="__codelineno-3-46" href="#__codelineno-3-46"></a> );
</span><span id="__span-3-47"><a id="__codelineno-3-47" name="__codelineno-3-47" href="#__codelineno-3-47"></a>
</span><span id="__span-3-48"><a id="__codelineno-3-48" name="__codelineno-3-48" href="#__codelineno-3-48"></a> var response = await _httpClient.PostAsync(
</span><span id="__span-3-49"><a id="__codelineno-3-49" name="__codelineno-3-49" href="#__codelineno-3-49"></a> $&quot;{_baseUrl}/v1/medical-coder/run&quot;,
</span><span id="__span-3-50"><a id="__codelineno-3-50" name="__codelineno-3-50" href="#__codelineno-3-50"></a> content
</span><span id="__span-3-51"><a id="__codelineno-3-51" name="__codelineno-3-51" href="#__codelineno-3-51"></a> );
</span><span id="__span-3-52"><a id="__codelineno-3-52" name="__codelineno-3-52" href="#__codelineno-3-52"></a>
</span><span id="__span-3-53"><a id="__codelineno-3-53" name="__codelineno-3-53" href="#__codelineno-3-53"></a> response.EnsureSuccessStatusCode();
</span><span id="__span-3-54"><a id="__codelineno-3-54" name="__codelineno-3-54" href="#__codelineno-3-54"></a>
</span><span id="__span-3-55"><a id="__codelineno-3-55" name="__codelineno-3-55" href="#__codelineno-3-55"></a> var responseContent = await response.Content.ReadAsStringAsync();
</span><span id="__span-3-56"><a id="__codelineno-3-56" name="__codelineno-3-56" href="#__codelineno-3-56"></a> return JsonSerializer.Deserialize&lt;QueryResponse&gt;(responseContent);
</span><span id="__span-3-57"><a id="__codelineno-3-57" name="__codelineno-3-57" href="#__codelineno-3-57"></a> }
</span><span id="__span-3-58"><a id="__codelineno-3-58" name="__codelineno-3-58" href="#__codelineno-3-58"></a>
</span><span id="__span-3-59"><a id="__codelineno-3-59" name="__codelineno-3-59" href="#__codelineno-3-59"></a> public async Task&lt;QueryResponse&gt; GetPatientDataAsync(string patientId)
</span><span id="__span-3-60"><a id="__codelineno-3-60" name="__codelineno-3-60" href="#__codelineno-3-60"></a> {
</span><span id="__span-3-61"><a id="__codelineno-3-61" name="__codelineno-3-61" href="#__codelineno-3-61"></a> var response = await _httpClient.GetAsync(
</span><span id="__span-3-62"><a id="__codelineno-3-62" name="__codelineno-3-62" href="#__codelineno-3-62"></a> $&quot;{_baseUrl}/v1/medical-coder/patient/{patientId}&quot;
</span><span id="__span-3-63"><a id="__codelineno-3-63" name="__codelineno-3-63" href="#__codelineno-3-63"></a> );
</span><span id="__span-3-64"><a id="__codelineno-3-64" name="__codelineno-3-64" href="#__codelineno-3-64"></a>
</span><span id="__span-3-65"><a id="__codelineno-3-65" name="__codelineno-3-65" href="#__codelineno-3-65"></a> response.EnsureSuccessStatusCode();
</span><span id="__span-3-66"><a id="__codelineno-3-66" name="__codelineno-3-66" href="#__codelineno-3-66"></a>
</span><span id="__span-3-67"><a id="__codelineno-3-67" name="__codelineno-3-67" href="#__codelineno-3-67"></a> var responseContent = await response.Content.ReadAsStringAsync();
</span><span id="__span-3-68"><a id="__codelineno-3-68" name="__codelineno-3-68" href="#__codelineno-3-68"></a> return JsonSerializer.Deserialize&lt;QueryResponse&gt;(responseContent);
</span><span id="__span-3-69"><a id="__codelineno-3-69" name="__codelineno-3-69" href="#__codelineno-3-69"></a> }
</span><span id="__span-3-70"><a id="__codelineno-3-70" name="__codelineno-3-70" href="#__codelineno-3-70"></a>
</span><span id="__span-3-71"><a id="__codelineno-3-71" name="__codelineno-3-71" href="#__codelineno-3-71"></a> public async Task&lt;bool&gt; HealthCheckAsync()
</span><span id="__span-3-72"><a id="__codelineno-3-72" name="__codelineno-3-72" href="#__codelineno-3-72"></a> {
</span><span id="__span-3-73"><a id="__codelineno-3-73" name="__codelineno-3-73" href="#__codelineno-3-73"></a> var response = await _httpClient.GetAsync($&quot;{_baseUrl}/health&quot;);
</span><span id="__span-3-74"><a id="__codelineno-3-74" name="__codelineno-3-74" href="#__codelineno-3-74"></a> return response.IsSuccessStatusCode;
</span><span id="__span-3-75"><a id="__codelineno-3-75" name="__codelineno-3-75" href="#__codelineno-3-75"></a> }
</span><span id="__span-3-76"><a id="__codelineno-3-76" name="__codelineno-3-76" href="#__codelineno-3-76"></a>
</span><span id="__span-3-77"><a id="__codelineno-3-77" name="__codelineno-3-77" href="#__codelineno-3-77"></a> public void Dispose()
</span><span id="__span-3-78"><a id="__codelineno-3-78" name="__codelineno-3-78" href="#__codelineno-3-78"></a> {
</span><span id="__span-3-79"><a id="__codelineno-3-79" name="__codelineno-3-79" href="#__codelineno-3-79"></a> _httpClient?.Dispose();
</span><span id="__span-3-80"><a id="__codelineno-3-80" name="__codelineno-3-80" href="#__codelineno-3-80"></a> }
</span><span id="__span-3-81"><a id="__codelineno-3-81" name="__codelineno-3-81" href="#__codelineno-3-81"></a> }
</span><span id="__span-3-82"><a id="__codelineno-3-82" name="__codelineno-3-82" href="#__codelineno-3-82"></a>
</span><span id="__span-3-83"><a id="__codelineno-3-83" name="__codelineno-3-83" href="#__codelineno-3-83"></a> // Example usage
</span><span id="__span-3-84"><a id="__codelineno-3-84" name="__codelineno-3-84" href="#__codelineno-3-84"></a> public class Program
</span><span id="__span-3-85"><a id="__codelineno-3-85" name="__codelineno-3-85" href="#__codelineno-3-85"></a> {
</span><span id="__span-3-86"><a id="__codelineno-3-86" name="__codelineno-3-86" href="#__codelineno-3-86"></a> public static async Task Main()
</span><span id="__span-3-87"><a id="__codelineno-3-87" name="__codelineno-3-87" href="#__codelineno-3-87"></a> {
</span><span id="__span-3-88"><a id="__codelineno-3-88" name="__codelineno-3-88" href="#__codelineno-3-88"></a> try
</span><span id="__span-3-89"><a id="__codelineno-3-89" name="__codelineno-3-89" href="#__codelineno-3-89"></a> {
</span><span id="__span-3-90"><a id="__codelineno-3-90" name="__codelineno-3-90" href="#__codelineno-3-90"></a> using var client = new MCSClient(&quot;your_api_key&quot;);
</span><span id="__span-3-91"><a id="__codelineno-3-91" name="__codelineno-3-91" href="#__codelineno-3-91"></a>
</span><span id="__span-3-92"><a id="__codelineno-3-92" name="__codelineno-3-92" href="#__codelineno-3-92"></a> // Check API health
</span><span id="__span-3-93"><a id="__codelineno-3-93" name="__codelineno-3-93" href="#__codelineno-3-93"></a> var isHealthy = await client.HealthCheckAsync();
</span><span id="__span-3-94"><a id="__codelineno-3-94" name="__codelineno-3-94" href="#__codelineno-3-94"></a> Console.WriteLine($&quot;API Health: {(isHealthy ? &quot;Healthy&quot; : &quot;Unhealthy&quot;)}&quot;);
</span><span id="__span-3-95"><a id="__codelineno-3-95" name="__codelineno-3-95" href="#__codelineno-3-95"></a>
</span><span id="__span-3-96"><a id="__codelineno-3-96" name="__codelineno-3-96" href="#__codelineno-3-96"></a> // Process a single case
</span><span id="__span-3-97"><a id="__codelineno-3-97" name="__codelineno-3-97" href="#__codelineno-3-97"></a> var result = await client.RunMedicalCoderAsync(
</span><span id="__span-3-98"><a id="__codelineno-3-98" name="__codelineno-3-98" href="#__codelineno-3-98"></a> &quot;P123&quot;,
</span><span id="__span-3-99"><a id="__codelineno-3-99" name="__codelineno-3-99" href="#__codelineno-3-99"></a> &quot;Patient presents with acute respiratory symptoms...&quot;
</span><span id="__span-3-100"><a id="__codelineno-3-100" name="__codelineno-3-100" href="#__codelineno-3-100"></a> );
</span><span id="__span-3-101"><a id="__codelineno-3-101" name="__codelineno-3-101" href="#__codelineno-3-101"></a> Console.WriteLine($&quot;Processed case for patient {result.PatientId}&quot;);
</span><span id="__span-3-102"><a id="__codelineno-3-102" name="__codelineno-3-102" href="#__codelineno-3-102"></a> Console.WriteLine($&quot;Case data: {result.CaseData}&quot;);
</span><span id="__span-3-103"><a id="__codelineno-3-103" name="__codelineno-3-103" href="#__codelineno-3-103"></a>
</span><span id="__span-3-104"><a id="__codelineno-3-104" name="__codelineno-3-104" href="#__codelineno-3-104"></a> // Get patient data
</span><span id="__span-3-105"><a id="__codelineno-3-105" name="__codelineno-3-105" href="#__codelineno-3-105"></a> var patientData = await client.GetPatientDataAsync(&quot;P123&quot;);
</span><span id="__span-3-106"><a id="__codelineno-3-106" name="__codelineno-3-106" href="#__codelineno-3-106"></a> Console.WriteLine($&quot;Retrieved data for patient {patientData.PatientId}&quot;);
</span><span id="__span-3-107"><a id="__codelineno-3-107" name="__codelineno-3-107" href="#__codelineno-3-107"></a> }
</span><span id="__span-3-108"><a id="__codelineno-3-108" name="__codelineno-3-108" href="#__codelineno-3-108"></a> catch (HttpRequestException ex)
</span><span id="__span-3-109"><a id="__codelineno-3-109" name="__codelineno-3-109" href="#__codelineno-3-109"></a> {
</span><span id="__span-3-110"><a id="__codelineno-3-110" name="__codelineno-3-110" href="#__codelineno-3-110"></a> Console.WriteLine($&quot;API request failed: {ex.Message}&quot;);
</span><span id="__span-3-111"><a id="__codelineno-3-111" name="__codelineno-3-111" href="#__codelineno-3-111"></a> }
</span><span id="__span-3-112"><a id="__codelineno-3-112" name="__codelineno-3-112" href="#__codelineno-3-112"></a> catch (Exception ex)
</span><span id="__span-3-113"><a id="__codelineno-3-113" name="__codelineno-3-113" href="#__codelineno-3-113"></a> {
</span><span id="__span-3-114"><a id="__codelineno-3-114" name="__codelineno-3-114" href="#__codelineno-3-114"></a> Console.WriteLine($&quot;An error occurred: {ex.Message}&quot;);
</span><span id="__span-3-115"><a id="__codelineno-3-115" name="__codelineno-3-115" href="#__codelineno-3-115"></a> }
</span><span id="__span-3-116"><a id="__codelineno-3-116" name="__codelineno-3-116" href="#__codelineno-3-116"></a> }
</span><span id="__span-3-117"><a id="__codelineno-3-117" name="__codelineno-3-117" href="#__codelineno-3-117"></a> }
</span><span id="__span-3-118"><a id="__codelineno-3-118" name="__codelineno-3-118" href="#__codelineno-3-118"></a>}
</span></code></pre></div>
<h2 id="error-handling">Error Handling<a class="headerlink" href="#error-handling" title="Permanent link">&para;</a></h2>
<p>The API uses standard HTTP status codes and returns detailed error messages in JSON format.</p>
<p><strong>Common Status Codes:</strong></p>
<table>
<thead>
<tr>
<th>Status Code</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>200</td>
<td>Success</td>
</tr>
<tr>
<td>400</td>
<td>Bad Request - Invalid input</td>
</tr>
<tr>
<td>401</td>
<td>Unauthorized - Invalid or missing API key</td>
</tr>
<tr>
<td>422</td>
<td>Validation Error - Request validation failed</td>
</tr>
<tr>
<td>429</td>
<td>Too Many Requests - Rate limit exceeded</td>
</tr>
<tr>
<td>500</td>
<td>Internal Server Error</td>
</tr>
</tbody>
</table>
<p><strong>Error Response Format:</strong></p>
<div class="language-json highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="p">{</span>
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="w"> </span><span class="nt">&quot;detail&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
</span><span id="__span-4-3"><a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a><span class="w"> </span><span class="p">{</span>
</span><span id="__span-4-4"><a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="w"> </span><span class="nt">&quot;loc&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span><span class="s2">&quot;body&quot;</span><span class="p">,</span><span class="w"> </span><span class="s2">&quot;patient_id&quot;</span><span class="p">],</span>
</span><span id="__span-4-5"><a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></a><span class="w"> </span><span class="nt">&quot;msg&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;field required&quot;</span><span class="p">,</span>
</span><span id="__span-4-6"><a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a><span class="w"> </span><span class="nt">&quot;type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;value_error.missing&quot;</span>
</span><span id="__span-4-7"><a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a><span class="w"> </span><span class="p">}</span>
</span><span id="__span-4-8"><a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></a><span class="w"> </span><span class="p">]</span>
</span><span id="__span-4-9"><a id="__codelineno-4-9" name="__codelineno-4-9" href="#__codelineno-4-9"></a><span class="p">}</span>
</span></code></pre></div>
<h1 id="mcs-python-client-documentation">MCS Python Client Documentation<a class="headerlink" href="#mcs-python-client-documentation" title="Permanent link">&para;</a></h1>
<h2 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">&para;</a></h2>
<div class="language-bash highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>pip<span class="w"> </span>install<span class="w"> </span>mcs
</span></code></pre></div>
<h2 id="quick-start">Quick Start<a class="headerlink" href="#quick-start" title="Permanent link">&para;</a></h2>
<div class="language-python highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">mcs</span><span class="w"> </span><span class="kn">import</span> <span class="n">MCSClient</span><span class="p">,</span> <span class="n">PatientCase</span>
</span><span id="__span-6-2"><a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>
</span><span id="__span-6-3"><a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="c1"># Using context manager (recommended)</span>
</span><span id="__span-6-4"><a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-6-5"><a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a> <span class="c1"># Process a single case</span>
</span><span id="__span-6-6"><a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a> <span class="n">response</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span>
</span><span id="__span-6-7"><a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a> <span class="n">patient_id</span><span class="o">=</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span>
</span><span id="__span-6-8"><a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a> <span class="n">case_description</span><span class="o">=</span><span class="s2">&quot;Patient presents with acute respiratory symptoms...&quot;</span>
</span><span id="__span-6-9"><a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a> <span class="p">)</span>
</span><span id="__span-6-10"><a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Processed case: </span><span class="si">{</span><span class="n">response</span><span class="o">.</span><span class="n">case_data</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="__span-6-11"><a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a>
</span><span id="__span-6-12"><a id="__codelineno-6-12" name="__codelineno-6-12" href="#__codelineno-6-12"></a> <span class="c1"># Process multiple cases</span>
</span><span id="__span-6-13"><a id="__codelineno-6-13" name="__codelineno-6-13" href="#__codelineno-6-13"></a> <span class="n">cases</span> <span class="o">=</span> <span class="p">[</span>
</span><span id="__span-6-14"><a id="__codelineno-6-14" name="__codelineno-6-14" href="#__codelineno-6-14"></a> <span class="n">PatientCase</span><span class="p">(</span><span class="s2">&quot;P124&quot;</span><span class="p">,</span> <span class="s2">&quot;Case 1 description...&quot;</span><span class="p">),</span>
</span><span id="__span-6-15"><a id="__codelineno-6-15" name="__codelineno-6-15" href="#__codelineno-6-15"></a> <span class="n">PatientCase</span><span class="p">(</span><span class="s2">&quot;P125&quot;</span><span class="p">,</span> <span class="s2">&quot;Case 2 description...&quot;</span><span class="p">)</span>
</span><span id="__span-6-16"><a id="__codelineno-6-16" name="__codelineno-6-16" href="#__codelineno-6-16"></a> <span class="p">]</span>
</span><span id="__span-6-17"><a id="__codelineno-6-17" name="__codelineno-6-17" href="#__codelineno-6-17"></a> <span class="n">batch_response</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_batch</span><span class="p">(</span><span class="n">cases</span><span class="p">)</span>
</span></code></pre></div>
<h2 id="client-configuration">Client Configuration<a class="headerlink" href="#client-configuration" title="Permanent link">&para;</a></h2>
<h3 id="constructor-arguments">Constructor Arguments<a class="headerlink" href="#constructor-arguments" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Default</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>api_key</td>
<td>str</td>
<td>Yes</td>
<td>-</td>
<td>Authentication API key</td>
</tr>
<tr>
<td>base_url</td>
<td>str</td>
<td>No</td>
<td>"<a href="https://mcs.swarms.ai">https://mcs.swarms.ai</a>"</td>
<td>API base URL</td>
</tr>
<tr>
<td>timeout</td>
<td>int</td>
<td>No</td>
<td>30</td>
<td>Request timeout in seconds</td>
</tr>
<tr>
<td>max_retries</td>
<td>int</td>
<td>No</td>
<td>3</td>
<td>Maximum retry attempts</td>
</tr>
<tr>
<td>logger_name</td>
<td>str</td>
<td>No</td>
<td>"mcs"</td>
<td>Name for the logger instance</td>
</tr>
</tbody>
</table>
<h3 id="example-configuration">Example Configuration<a class="headerlink" href="#example-configuration" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-7-1"><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="n">client</span> <span class="o">=</span> <span class="n">MCSClient</span><span class="p">(</span>
</span><span id="__span-7-2"><a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a> <span class="n">base_url</span><span class="o">=</span><span class="s2">&quot;https://custom-url.example.com&quot;</span><span class="p">,</span>
</span><span id="__span-7-3"><a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a> <span class="n">timeout</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span>
</span><span id="__span-7-4"><a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a> <span class="n">max_retries</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
</span><span id="__span-7-5"><a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a> <span class="n">logger_name</span><span class="o">=</span><span class="s2">&quot;custom_logger&quot;</span>
</span><span id="__span-7-6"><a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a><span class="p">)</span>
</span></code></pre></div>
<h2 id="data-models">Data Models<a class="headerlink" href="#data-models" title="Permanent link">&para;</a></h2>
<h3 id="patientcase">PatientCase<a class="headerlink" href="#patientcase" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Field</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>patient_id</td>
<td>str</td>
<td>Yes</td>
<td>Unique identifier for the patient</td>
</tr>
<tr>
<td>case_description</td>
<td>str</td>
<td>Yes</td>
<td>Medical case details</td>
</tr>
</tbody>
</table>
<h3 id="queryresponse">QueryResponse<a class="headerlink" href="#queryresponse" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Field</th>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>patient_id</td>
<td>str</td>
<td>Patient identifier</td>
</tr>
<tr>
<td>case_data</td>
<td>str</td>
<td>Processed case data</td>
</tr>
</tbody>
</table>
<h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent link">&para;</a></h2>
<h3 id="run_medical_coder">run_medical_coder<a class="headerlink" href="#run_medical_coder" title="Permanent link">&para;</a></h3>
<p>Process a single patient case.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-8-1"><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">run_medical_coder</span><span class="p">(</span>
</span><span id="__span-8-2"><a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-8-3"><a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a> <span class="n">patient_id</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
</span><span id="__span-8-4"><a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a> <span class="n">case_description</span><span class="p">:</span> <span class="nb">str</span>
</span><span id="__span-8-5"><a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">QueryResponse</span><span class="p">:</span>
</span></code></pre></div>
<p><strong>Arguments:</strong></p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>patient_id</td>
<td>str</td>
<td>Yes</td>
<td>Patient identifier</td>
</tr>
<tr>
<td>case_description</td>
<td>str</td>
<td>Yes</td>
<td>Case details</td>
</tr>
</tbody>
</table>
<p><strong>Example:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-9-1"><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="n">response</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span>
</span><span id="__span-9-2"><a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a> <span class="n">patient_id</span><span class="o">=</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span>
</span><span id="__span-9-3"><a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a> <span class="n">case_description</span><span class="o">=</span><span class="s2">&quot;Patient presents with...&quot;</span>
</span><span id="__span-9-4"><a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="p">)</span>
</span><span id="__span-9-5"><a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a><span class="nb">print</span><span class="p">(</span><span class="n">response</span><span class="o">.</span><span class="n">case_data</span><span class="p">)</span>
</span></code></pre></div></p>
<h3 id="run_batch">run_batch<a class="headerlink" href="#run_batch" title="Permanent link">&para;</a></h3>
<p>Process multiple patient cases in batch.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-10-1"><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">run_batch</span><span class="p">(</span>
</span><span id="__span-10-2"><a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-10-3"><a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a> <span class="n">cases</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">PatientCase</span><span class="p">]</span>
</span><span id="__span-10-4"><a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">QueryResponse</span><span class="p">]:</span>
</span></code></pre></div>
<p><strong>Arguments:</strong></p>
<table>
<thead>
<tr>
<th>Parameter</th>
<th>Type</th>
<th>Required</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>cases</td>
<td>List[PatientCase]</td>
<td>Yes</td>
<td>List of patient cases</td>
</tr>
</tbody>
</table>
<p><strong>Example:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-11-1"><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="n">cases</span> <span class="o">=</span> <span class="p">[</span>
</span><span id="__span-11-2"><a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a> <span class="n">PatientCase</span><span class="p">(</span><span class="s2">&quot;P124&quot;</span><span class="p">,</span> <span class="s2">&quot;Case 1 description...&quot;</span><span class="p">),</span>
</span><span id="__span-11-3"><a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a> <span class="n">PatientCase</span><span class="p">(</span><span class="s2">&quot;P125&quot;</span><span class="p">,</span> <span class="s2">&quot;Case 2 description...&quot;</span><span class="p">)</span>
</span><span id="__span-11-4"><a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a><span class="p">]</span>
</span><span id="__span-11-5"><a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a><span class="n">responses</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_batch</span><span class="p">(</span><span class="n">cases</span><span class="p">)</span>
</span><span id="__span-11-6"><a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a><span class="k">for</span> <span class="n">response</span> <span class="ow">in</span> <span class="n">responses</span><span class="p">:</span>
</span><span id="__span-11-7"><a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Patient </span><span class="si">{</span><span class="n">response</span><span class="o">.</span><span class="n">patient_id</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">case_data</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
<h3 id="get_patient_data">get_patient_data<a class="headerlink" href="#get_patient_data" title="Permanent link">&para;</a></h3>
<p>Retrieve data for a specific patient.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-12-1"><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">get_patient_data</span><span class="p">(</span>
</span><span id="__span-12-2"><a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a> <span class="bp">self</span><span class="p">,</span>
</span><span id="__span-12-3"><a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a> <span class="n">patient_id</span><span class="p">:</span> <span class="nb">str</span>
</span><span id="__span-12-4"><a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">QueryResponse</span><span class="p">:</span>
</span></code></pre></div>
<p><strong>Example:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-13-1"><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="n">patient_data</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">get_patient_data</span><span class="p">(</span><span class="s2">&quot;P123&quot;</span><span class="p">)</span>
</span><span id="__span-13-2"><a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Patient data: </span><span class="si">{</span><span class="n">patient_data</span><span class="o">.</span><span class="n">case_data</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
<h3 id="get_all_patients">get_all_patients<a class="headerlink" href="#get_all_patients" title="Permanent link">&para;</a></h3>
<p>Retrieve data for all patients.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-14-1"><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">get_all_patients</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">List</span><span class="p">[</span><span class="n">QueryResponse</span><span class="p">]:</span>
</span></code></pre></div>
<p><strong>Example:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-15-1"><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a><span class="n">all_patients</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">get_all_patients</span><span class="p">()</span>
</span><span id="__span-15-2"><a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a><span class="k">for</span> <span class="n">patient</span> <span class="ow">in</span> <span class="n">all_patients</span><span class="p">:</span>
</span><span id="__span-15-3"><a id="__codelineno-15-3" name="__codelineno-15-3" href="#__codelineno-15-3"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Patient </span><span class="si">{</span><span class="n">patient</span><span class="o">.</span><span class="n">patient_id</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">patient</span><span class="o">.</span><span class="n">case_data</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
<h3 id="get_rate_limits">get_rate_limits<a class="headerlink" href="#get_rate_limits" title="Permanent link">&para;</a></h3>
<p>Get current rate limit status.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-16-1"><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">get_rate_limits</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]:</span>
</span></code></pre></div>
<p><strong>Example:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-17-1"><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></a><span class="n">rate_limits</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">get_rate_limits</span><span class="p">()</span>
</span><span id="__span-17-2"><a id="__codelineno-17-2" name="__codelineno-17-2" href="#__codelineno-17-2"></a><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Rate limit status: </span><span class="si">{</span><span class="n">rate_limits</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
<h3 id="health_check">health_check<a class="headerlink" href="#health_check" title="Permanent link">&para;</a></h3>
<p>Check if the API is operational.</p>
<div class="language-python highlight"><pre><span></span><code><span id="__span-18-1"><a id="__codelineno-18-1" name="__codelineno-18-1" href="#__codelineno-18-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">health_check</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">bool</span><span class="p">:</span>
</span></code></pre></div>
<p><strong>Example:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-19-1"><a id="__codelineno-19-1" name="__codelineno-19-1" href="#__codelineno-19-1"></a><span class="n">is_healthy</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">health_check</span><span class="p">()</span>
</span><span id="__span-19-2"><a id="__codelineno-19-2" name="__codelineno-19-2" href="#__codelineno-19-2"></a><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;API health: </span><span class="si">{</span><span class="s1">&#39;Healthy&#39;</span><span class="w"> </span><span class="k">if</span><span class="w"> </span><span class="n">is_healthy</span><span class="w"> </span><span class="k">else</span><span class="w"> </span><span class="s1">&#39;Unhealthy&#39;</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
<h2 id="error-handling_1">Error Handling<a class="headerlink" href="#error-handling_1" title="Permanent link">&para;</a></h2>
<h3 id="exception-hierarchy">Exception Hierarchy<a class="headerlink" href="#exception-hierarchy" title="Permanent link">&para;</a></h3>
<table>
<thead>
<tr>
<th>Exception</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td>MCSClientError</td>
<td>Base exception for all client errors</td>
</tr>
<tr>
<td>RateLimitError</td>
<td>Raised when API rate limit is exceeded</td>
</tr>
<tr>
<td>AuthenticationError</td>
<td>Raised when API authentication fails</td>
</tr>
<tr>
<td>ValidationError</td>
<td>Raised when request validation fails</td>
</tr>
</tbody>
</table>
<h3 id="example-error-handling">Example Error Handling<a class="headerlink" href="#example-error-handling" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-20-1"><a id="__codelineno-20-1" name="__codelineno-20-1" href="#__codelineno-20-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">mcs</span><span class="w"> </span><span class="kn">import</span> <span class="n">MCSClient</span><span class="p">,</span> <span class="n">MCSClientError</span><span class="p">,</span> <span class="n">RateLimitError</span>
</span><span id="__span-20-2"><a id="__codelineno-20-2" name="__codelineno-20-2" href="#__codelineno-20-2"></a>
</span><span id="__span-20-3"><a id="__codelineno-20-3" name="__codelineno-20-3" href="#__codelineno-20-3"></a><span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-20-4"><a id="__codelineno-20-4" name="__codelineno-20-4" href="#__codelineno-20-4"></a> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-20-5"><a id="__codelineno-20-5" name="__codelineno-20-5" href="#__codelineno-20-5"></a> <span class="n">response</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span> <span class="s2">&quot;Case description...&quot;</span><span class="p">)</span>
</span><span id="__span-20-6"><a id="__codelineno-20-6" name="__codelineno-20-6" href="#__codelineno-20-6"></a> <span class="k">except</span> <span class="n">RateLimitError</span><span class="p">:</span>
</span><span id="__span-20-7"><a id="__codelineno-20-7" name="__codelineno-20-7" href="#__codelineno-20-7"></a> <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Rate limit exceeded. Please wait before retrying.&quot;</span><span class="p">)</span>
</span><span id="__span-20-8"><a id="__codelineno-20-8" name="__codelineno-20-8" href="#__codelineno-20-8"></a> <span class="k">except</span> <span class="n">MCSClientError</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span>
</span><span id="__span-20-9"><a id="__codelineno-20-9" name="__codelineno-20-9" href="#__codelineno-20-9"></a> <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;An error occurred: </span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div>
<h2 id="advanced-usage">Advanced Usage<a class="headerlink" href="#advanced-usage" title="Permanent link">&para;</a></h2>
<h3 id="retry-configuration">Retry Configuration<a class="headerlink" href="#retry-configuration" title="Permanent link">&para;</a></h3>
<p>The client implements two levels of retry logic:</p>
<ol>
<li>
<p>Connection-level retries (using <code>HTTPAdapter</code>):
<div class="language-python highlight"><pre><span></span><code><span id="__span-21-1"><a id="__codelineno-21-1" name="__codelineno-21-1" href="#__codelineno-21-1"></a><span class="n">client</span> <span class="o">=</span> <span class="n">MCSClient</span><span class="p">(</span>
</span><span id="__span-21-2"><a id="__codelineno-21-2" name="__codelineno-21-2" href="#__codelineno-21-2"></a> <span class="p">,</span>
</span><span id="__span-21-3"><a id="__codelineno-21-3" name="__codelineno-21-3" href="#__codelineno-21-3"></a> <span class="n">max_retries</span><span class="o">=</span><span class="mi">5</span> <span class="c1"># Adjusts connection-level retries</span>
</span><span id="__span-21-4"><a id="__codelineno-21-4" name="__codelineno-21-4" href="#__codelineno-21-4"></a><span class="p">)</span>
</span></code></pre></div></p>
</li>
<li>
<p>Application-level retries (using <code>tenacity</code>):
<div class="language-python highlight"><pre><span></span><code><span id="__span-22-1"><a id="__codelineno-22-1" name="__codelineno-22-1" href="#__codelineno-22-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">tenacity</span><span class="w"> </span><span class="kn">import</span> <span class="n">retry</span><span class="p">,</span> <span class="n">stop_after_attempt</span>
</span><span id="__span-22-2"><a id="__codelineno-22-2" name="__codelineno-22-2" href="#__codelineno-22-2"></a>
</span><span id="__span-22-3"><a id="__codelineno-22-3" name="__codelineno-22-3" href="#__codelineno-22-3"></a><span class="nd">@retry</span><span class="p">(</span><span class="n">stop</span><span class="o">=</span><span class="n">stop_after_attempt</span><span class="p">(</span><span class="mi">5</span><span class="p">))</span>
</span><span id="__span-22-4"><a id="__codelineno-22-4" name="__codelineno-22-4" href="#__codelineno-22-4"></a><span class="k">def</span><span class="w"> </span><span class="nf">process_with_custom_retries</span><span class="p">():</span>
</span><span id="__span-22-5"><a id="__codelineno-22-5" name="__codelineno-22-5" href="#__codelineno-22-5"></a> <span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-22-6"><a id="__codelineno-22-6" name="__codelineno-22-6" href="#__codelineno-22-6"></a> <span class="k">return</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span> <span class="s2">&quot;Case description...&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
</li>
</ol>
<h3 id="batch-processing-with-progress-tracking">Batch Processing with Progress Tracking<a class="headerlink" href="#batch-processing-with-progress-tracking" title="Permanent link">&para;</a></h3>
<div class="language-python highlight"><pre><span></span><code><span id="__span-23-1"><a id="__codelineno-23-1" name="__codelineno-23-1" href="#__codelineno-23-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">tqdm</span><span class="w"> </span><span class="kn">import</span> <span class="n">tqdm</span>
</span><span id="__span-23-2"><a id="__codelineno-23-2" name="__codelineno-23-2" href="#__codelineno-23-2"></a>
</span><span id="__span-23-3"><a id="__codelineno-23-3" name="__codelineno-23-3" href="#__codelineno-23-3"></a><span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-23-4"><a id="__codelineno-23-4" name="__codelineno-23-4" href="#__codelineno-23-4"></a> <span class="n">cases</span> <span class="o">=</span> <span class="p">[</span>
</span><span id="__span-23-5"><a id="__codelineno-23-5" name="__codelineno-23-5" href="#__codelineno-23-5"></a> <span class="n">PatientCase</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;P</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span> <span class="sa">f</span><span class="s2">&quot;Case description </span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="__span-23-6"><a id="__codelineno-23-6" name="__codelineno-23-6" href="#__codelineno-23-6"></a> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">)</span>
</span><span id="__span-23-7"><a id="__codelineno-23-7" name="__codelineno-23-7" href="#__codelineno-23-7"></a> <span class="p">]</span>
</span><span id="__span-23-8"><a id="__codelineno-23-8" name="__codelineno-23-8" href="#__codelineno-23-8"></a>
</span><span id="__span-23-9"><a id="__codelineno-23-9" name="__codelineno-23-9" href="#__codelineno-23-9"></a> <span class="c1"># Process in smaller batches</span>
</span><span id="__span-23-10"><a id="__codelineno-23-10" name="__codelineno-23-10" href="#__codelineno-23-10"></a> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">10</span>
</span><span id="__span-23-11"><a id="__codelineno-23-11" name="__codelineno-23-11" href="#__codelineno-23-11"></a> <span class="n">results</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="__span-23-12"><a id="__codelineno-23-12" name="__codelineno-23-12" href="#__codelineno-23-12"></a>
</span><span id="__span-23-13"><a id="__codelineno-23-13" name="__codelineno-23-13" href="#__codelineno-23-13"></a> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">tqdm</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">cases</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">)):</span>
</span><span id="__span-23-14"><a id="__codelineno-23-14" name="__codelineno-23-14" href="#__codelineno-23-14"></a> <span class="n">batch</span> <span class="o">=</span> <span class="n">cases</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">]</span>
</span><span id="__span-23-15"><a id="__codelineno-23-15" name="__codelineno-23-15" href="#__codelineno-23-15"></a> <span class="n">batch_results</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_batch</span><span class="p">(</span><span class="n">batch</span><span class="p">)</span>
</span><span id="__span-23-16"><a id="__codelineno-23-16" name="__codelineno-23-16" href="#__codelineno-23-16"></a> <span class="n">results</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">batch_results</span><span class="p">)</span>
</span></code></pre></div>
<h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practices" title="Permanent link">&para;</a></h2>
<ol>
<li>
<p><strong>Always use context managers:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-24-1"><a id="__codelineno-24-1" name="__codelineno-24-1" href="#__codelineno-24-1"></a><span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-24-2"><a id="__codelineno-24-2" name="__codelineno-24-2" href="#__codelineno-24-2"></a> <span class="c1"># Your code here</span>
</span><span id="__span-24-3"><a id="__codelineno-24-3" name="__codelineno-24-3" href="#__codelineno-24-3"></a> <span class="k">pass</span>
</span></code></pre></div></p>
</li>
<li>
<p><strong>Handle rate limits appropriately:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-25-1"><a id="__codelineno-25-1" name="__codelineno-25-1" href="#__codelineno-25-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">time</span><span class="w"> </span><span class="kn">import</span> <span class="n">sleep</span>
</span><span id="__span-25-2"><a id="__codelineno-25-2" name="__codelineno-25-2" href="#__codelineno-25-2"></a>
</span><span id="__span-25-3"><a id="__codelineno-25-3" name="__codelineno-25-3" href="#__codelineno-25-3"></a><span class="k">def</span><span class="w"> </span><span class="nf">process_with_rate_limit_handling</span><span class="p">():</span>
</span><span id="__span-25-4"><a id="__codelineno-25-4" name="__codelineno-25-4" href="#__codelineno-25-4"></a> <span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-25-5"><a id="__codelineno-25-5" name="__codelineno-25-5" href="#__codelineno-25-5"></a> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-25-6"><a id="__codelineno-25-6" name="__codelineno-25-6" href="#__codelineno-25-6"></a> <span class="k">return</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span> <span class="s2">&quot;Case...&quot;</span><span class="p">)</span>
</span><span id="__span-25-7"><a id="__codelineno-25-7" name="__codelineno-25-7" href="#__codelineno-25-7"></a> <span class="k">except</span> <span class="n">RateLimitError</span><span class="p">:</span>
</span><span id="__span-25-8"><a id="__codelineno-25-8" name="__codelineno-25-8" href="#__codelineno-25-8"></a> <span class="n">sleep</span><span class="p">(</span><span class="mi">60</span><span class="p">)</span> <span class="c1"># Wait before retry</span>
</span><span id="__span-25-9"><a id="__codelineno-25-9" name="__codelineno-25-9" href="#__codelineno-25-9"></a> <span class="k">return</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span> <span class="s2">&quot;Case...&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
</li>
<li>
<p><strong>Implement proper logging:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-26-1"><a id="__codelineno-26-1" name="__codelineno-26-1" href="#__codelineno-26-1"></a><span class="kn">from</span><span class="w"> </span><span class="nn">loguru</span><span class="w"> </span><span class="kn">import</span> <span class="n">logger</span>
</span><span id="__span-26-2"><a id="__codelineno-26-2" name="__codelineno-26-2" href="#__codelineno-26-2"></a>
</span><span id="__span-26-3"><a id="__codelineno-26-3" name="__codelineno-26-3" href="#__codelineno-26-3"></a><span class="n">logger</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="s2">&quot;mcs.log&quot;</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="s2">&quot;500 MB&quot;</span><span class="p">)</span>
</span><span id="__span-26-4"><a id="__codelineno-26-4" name="__codelineno-26-4" href="#__codelineno-26-4"></a>
</span><span id="__span-26-5"><a id="__codelineno-26-5" name="__codelineno-26-5" href="#__codelineno-26-5"></a><span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-26-6"><a id="__codelineno-26-6" name="__codelineno-26-6" href="#__codelineno-26-6"></a> <span class="k">try</span><span class="p">:</span>
</span><span id="__span-26-7"><a id="__codelineno-26-7" name="__codelineno-26-7" href="#__codelineno-26-7"></a> <span class="n">response</span> <span class="o">=</span> <span class="n">client</span><span class="o">.</span><span class="n">run_medical_coder</span><span class="p">(</span><span class="s2">&quot;P123&quot;</span><span class="p">,</span> <span class="s2">&quot;Case...&quot;</span><span class="p">)</span>
</span><span id="__span-26-8"><a id="__codelineno-26-8" name="__codelineno-26-8" href="#__codelineno-26-8"></a> <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-26-9"><a id="__codelineno-26-9" name="__codelineno-26-9" href="#__codelineno-26-9"></a> <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;Error processing case: </span><span class="si">{</span><span class="nb">str</span><span class="p">(</span><span class="n">e</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
</li>
<li>
<p><strong>Monitor API health:</strong>
<div class="language-python highlight"><pre><span></span><code><span id="__span-27-1"><a id="__codelineno-27-1" name="__codelineno-27-1" href="#__codelineno-27-1"></a><span class="k">def</span><span class="w"> </span><span class="nf">ensure_healthy_api</span><span class="p">():</span>
</span><span id="__span-27-2"><a id="__codelineno-27-2" name="__codelineno-27-2" href="#__codelineno-27-2"></a> <span class="k">with</span> <span class="n">MCSClient</span><span class="p">()</span> <span class="k">as</span> <span class="n">client</span><span class="p">:</span>
</span><span id="__span-27-3"><a id="__codelineno-27-3" name="__codelineno-27-3" href="#__codelineno-27-3"></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">client</span><span class="o">.</span><span class="n">health_check</span><span class="p">():</span>
</span><span id="__span-27-4"><a id="__codelineno-27-4" name="__codelineno-27-4" href="#__codelineno-27-4"></a> <span class="k">raise</span> <span class="ne">SystemExit</span><span class="p">(</span><span class="s2">&quot;API is not healthy&quot;</span><span class="p">)</span>
</span></code></pre></div></p>
</li>
</ol>
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