deploy: f11ea25

Author: howtis

architecture/index.html

@@ -1641,7 +1641,7 @@ <h3 id="why-messagepack">Why MessagePack?</h3>
 </tr>
 </tbody>
 </table>
-<p>MessagePack is 2-5× faster than JSON for typical workloads and produces smaller payloads. Pickle is faster but not safe for cross-process communication.</p>
+<p>MessagePack provides a compact binary format with strong typing, making it well-suited for cross-process communication over stdin/stdout.</p>
 <h2 id="process-lifecycle">Process Lifecycle</h2>
 <h3 id="startup">Startup</h3>
 <ol>

examples/batch-operations/index.html

@@ -1361,7 +1361,6 @@ <h2 id="key-points">Key Points</h2>
 <li><code>batchExec()</code> executes multiple statements in one round-trip</li>
 <li>Pool batch operations return <code>CompletableFuture&lt;List&lt;PythonValue&gt;&gt;</code></li>
 <li>Timeout applies to the entire batch, not per-item</li>
-<li>10-20× faster than sequential <code>eval()</code> for many small operations</li>
 </ul>
 <h2 id="run-it">Run It</h2>
 <div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>./gradlew<span class="w"> </span>:python-embed-examples:batch-operations:run

index.html

@@ -289,17 +289,6 @@
     </label>
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
-        <li class="md-nav__item">
-  <a href="#why-pythonembed" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Why PythonEmbed?
-      
-    </span>
-  </a>
-  
-</li>
-      
         <li class="md-nav__item">
   <a href="#quick-look" class="md-nav__link">
     <span class="md-ellipsis">
@@ -1319,17 +1308,6 @@
     </label>
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
-        <li class="md-nav__item">
-  <a href="#why-pythonembed" class="md-nav__link">
-    <span class="md-ellipsis">
-      
-        Why PythonEmbed?
-      
-    </span>
-  </a>
-  
-</li>
-      
         <li class="md-nav__item">
   <a href="#quick-look" class="md-nav__link">
     <span class="md-ellipsis">
@@ -1375,38 +1353,6 @@
 <h1 id="pythonembed">PythonEmbed</h1>
 <p>Run Python code from Java — with full CPython compatibility and zero setup.</p>
 <p>PythonEmbed embeds a real CPython interpreter in your JVM application via a subprocess + <a href="https://msgpack.org/">MessagePack</a> binary protocol — just pure Java and CPython. All C extensions (numpy, scipy, torch) work out of the box.</p>
-<h2 id="why-pythonembed">Why PythonEmbed?</h2>
-<table>
-<thead>
-<tr>
-<th>Concern</th>
-<th>PythonEmbed</th>
-<th>Jython/GraalPy</th>
-</tr>
-</thead>
-<tbody>
-<tr>
-<td>CPython compatibility</td>
-<td>Full — numpy, scipy, torch, all C extensions</td>
-<td>Limited to pure Python</td>
-</tr>
-<tr>
-<td>Crash isolation</td>
-<td>Python segfaults never kill the JVM</td>
-<td>Native crash kills the JVM</td>
-</tr>
-<tr>
-<td>Setup</td>
-<td>One Gradle plugin line</td>
-<td>Manual venv or JVM flag configuration</td>
-</tr>
-<tr>
-<td>Performance</td>
-<td>MessagePack binary protocol, 2–5× faster than JSON</td>
-<td>In-process (JNI-based)</td>
-</tr>
-</tbody>
-</table>
 <h2 id="quick-look">Quick Look</h2>
 <p>Add the Gradle plugin:</p>
 <div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="n">plugins</span><span class="w"> </span><span class="o">{</span>

search/search_index.json

@@ -1452,7 +1452,7 @@ <h2 id="why-batch">Why Batch?</h2>
 2. Write to stdin (flush)
 3. Read from stdout
 4. Deserialize response (MessagePack)</p>
-<p>Batch operations combine all requests into one MessagePack frame, eliminating N-1 round-trips. For many small evaluations, this can be <strong>10-20× faster</strong>.</p>
+<p>Batch operations combine all requests into one MessagePack frame, eliminating N-1 round-trips.</p>
 <h2 id="batch-with-pool">Batch with Pool</h2>
 <div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="k">try</span><span class="w"> </span><span class="p">(</span><span class="n">PythonEmbedPool</span><span class="w"> </span><span class="n">pool</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">PythonEmbedPool</span><span class="p">.</span><span class="na">builder</span><span class="p">()</span>
 <a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="w">        </span><span class="p">.</span><span class="na">minPool</span><span class="p">(</span><span class="mi">2</span><span class="p">).</span><span class="na">maxPool</span><span class="p">(</span><span class="mi">8</span><span class="p">).</span><span class="na">options</span><span class="p">(</span><span class="n">PythonEmbed</span><span class="p">.</span><span class="na">Options</span><span class="p">.</span><span class="na">defaults</span><span class="p">())</span>