guan404ming commented on code in PR #922:
URL: https://github.com/apache/mahout/pull/922#discussion_r2724325415


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website/qumat/qdp/examples/index.md:
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@@ -1,8 +1,120 @@
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-layout: page

Review Comment:
   We should not remove this.



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website/qumat/qdp/examples/index.md:
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@@ -1,8 +1,120 @@
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-layout: page
 title: Examples - QDP
 ---
 
 # Examples
 
-<!-- TODO: Add examples for QDP -->
+This document presents **practical usage examples** of
+**Apache Mahout QDP (Quantum Data Plane)**.
+
+QDP is designed to support **data-centric quantum state preparation**
+with an emphasis on **efficient memory handling and accelerator execution**.
+The examples below demonstrate how QDP can be integrated into
+realistic data processing and machine learning workflows.
+
+This example intentionally complements introductory API-level examples
+by focusing on **system-level usage patterns** and end-to-end behavior.
+
+---
+
+## Unified End-to-End Example
+
+The following program demonstrates QDP behavior across multiple scenarios
+within a **single executable workflow**:
+
+1. Preparing a quantum state from a classical feature vector  
+2. Handling unnormalized and non-power-of-two inputs  
+3. Illustrating circuit-free state preparation in contrast to
+   circuit-based quantum frameworks  
+
+Presenting these scenarios together avoids repeated setup code and reflects
+how QDP is typically used in practice.
+
+---
+
+```python

Review Comment:
   have you run them locally?



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