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The following commit(s) were added to refs/heads/deploy by this push:
new 31d8c546 deploy: 38de7d43cc4661cfb5a4873bb2354b507ea85710
31d8c546 is described below
commit 31d8c54640dce79d2a33ffaf775c94ea1af62806
Author: mspruc <[email protected]>
AuthorDate: Tue Nov 25 13:18:52 2025 +0000
deploy: 38de7d43cc4661cfb5a4873bb2354b507ea85710
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layer encapsulates application-specific logic, while the core layer acts as an
intermediary, translating application logic into a standardized intermediate
representation (WayangPlan). This standardized representation is then passed to
the platform layer, where it is o [...]
-<p>Designed with flexibility as a priority, Apache Wayang enables easy
<em>extensibility</em> to accommodate new operators and data platforms.</p>
+<script>!function(){function
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+<p>Apache Wayang's three-layer architecture provides a strategic
<em>abstraction</em> between user applications and underlying data processing
platforms, ensuring seamless integration among heterogeneous systems. The
application layer encapsulates application-specific logic, while the core layer
acts as an intermediary, translating application logic into an intermediate
representation (Wayang plan). The Wayang plan is then transformed into an
execution plan in the platform layer, wh [...]
+<p>One of Wayang’s key innovations is its <em>cross-platform optimizer</em>,
which automates data system selection and spares users from making complex
platform choices.
+This optimization process ensures that the resulted execution plan is tailored
to the specific strengths and capabilities of each data engine, maximizing
performance and efficiency.</p>
+<p>Apache Wayang's core strength lies in its <em>cross-platform task
execution</em>, enabling developers to seamlessly combine the strengths of
various processing engines, such as Spark, Flink, and Tensorflow, <em>in one
pipeline</em>.
+Designed with flexibility as a priority, Apache Wayang enables easy
<em>extensibility</em> to accommodate new operators and data systems.
+The platform's extensibility and ease of use makes it a compelling choice
for data engineers and developers seeking a unifying and versatile data
processing solution.</p>
+<br>
<h3 class="anchor anchorWithStickyNavbar_LWe7"
id="architecture-and-software-stack">Architecture and Software stack<a
href="#architecture-and-software-stack" class="hash-link" aria-label="Direct
link to Architecture and Software stack" title="Direct link to Architecture and
Software stack"></a></h3>
<p>Apache Wayang's unique architecture, unlike traditional DBMSs,
decouples the physical planning and execution layers, empowering developers to
express their data processing logic in a platform-agnostic fashion. This
separation of concerns allows developers to focus on the algorithmic aspects of
their applications without being constrained by the intricacies of specific
processing platforms.</p>
<br>
<img width="75%" alt="wayang stack" src="/img/architecture/wayang-stack.png">
<br>
<br>
-<p>At the bottom layers of the software stack, there are the different data
storage mediums and the supported data processing platforms. On top of these,
Wayang’s core consists of the following main components: the optimizer, the
executor, the monitor, and platform-specific drivers. Wayang currently supports
two main APIs: the Java one and the Scala one. A Python API is currently under
development. Besides using any of the supported languages, users can directly
input SQL queries via the [...]
-<br>
-<p>Apache Wayang's core strength lies in its cross-platform task
execution, enabling developers to seamlessly leverage the strengths of various
processing engines, such as Hadoop, Spark, and Flink, without sacrificing
performance or flexibility. The platform's ease of use further enhances
its appeal, making it a compelling choice for data engineers and developers
seeking a unified and versatile data processing solution.</p>
+<p>At the bottom layers of the software stack, there are the different data
storage mediums and the supported data processing platforms. On top of these,
Wayang’s core consists of the following main components: the optimizer, the
executor, the monitor, and platform-specific drivers. Wayang currently supports
two main APIs: the Java one and the Scala one. A Python API is also supported
with limited operator coverage for the moment. Besides using any of the
supported languages, users can d [...]
<br>
<p>Below you can see on the left, a Wayang plan representing the stochastic
gradient descent algorithm, which used in most deep learning tasks. On the
right, you can see how the optimizer decided to execute it. Orange nodes are
the operators that ran on Spark and green the operators executed as a single
Java process.</p>
<br>
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