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The following commit(s) were added to refs/heads/deploy by this push:
new 4f99aaca deploy: 9dc05e7daf530cf82ef5754f3a7faf77664d5fa0
4f99aaca is described below
commit 4f99aacaf5de383125f98b7bece82fa22335c586
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AuthorDate: Wed Oct 1 19:15:54 2025 +0000
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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 and optimization. The application
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>
<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>
diff --git a/docs/introduction/benchmark/index.html
b/docs/introduction/benchmark/index.html
index a947f15a..7f42f582 100644
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<p>Apache Wayang has the goal of providing a platform to enable data-agnostic
applications and decentralized data processing, the fundamentals of federated
learning.</p>
<h3 class="anchor anchorWithStickyNavbar_LWe7"
id="running-a-relational-query-across-multiple-independent-databases-federation">Running
a Relational Query Across Multiple Independent Databases (Federation)<a
href="#running-a-relational-query-across-multiple-independent-databases-federation"
class="hash-link" aria-label="Direct link to Running a Relational Query Across
Multiple Independent Databases (Federation)" title="Direct link to Running a
Relational Query Across Multiple Independent [...]
<p>In this use case, we showcase how Apache Wayang addresses the common
challenge of analyzing data scattered across diverse systems, a prevalent issue
in many data-driven projects. Through Wayang, developers can seamlessly perform
analytics on relational data residing in multiple systems. The in-situ data
processing approach employed by Wayang introduces data privacy-preserving
mechanisms into distributed data analytics tasks.</p>
@@ -39,7 +39,7 @@ Wayang achieved such impressive performance by seamlessly
combining Postgres wit
<br>
<img width="75%" alt="" src="/img/benchmarks/bench3.png">
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class="pagination-nav__label">What is Apache Wayang?</div></a><a
class="pagination-nav__link pagination-nav__link--next"
href="/docs/introduction/features"><div
class="pagination-nav__sublabel">Next</div><div
class="pagination-nav__label">Features</div></ [...]
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class="pagination-nav__link pagination-nav__link--next"
href="/docs/introduction/features"><div
class="pagination-nav__sublabel">Next</div><div
class="pagination-nav__label">Features</div>< [...]
<p> Apache Wayang is an effort undergoing incubation at The Apache
Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is
required of all newly accepted projects until a further review indicates that
the infrastructure, communications, and decision making process have stabilized
in a manner consistent with other successful ASF projects. While incubation
status is not necessarily a reflection of the completeness or stability of the
code, it does indicate that th [...]
<p>
Copyright © 2025 The Apache Software Foundation, Licensed under the
Apache License, Version 2.0. <br>
diff --git a/docs/introduction/features/index.html
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<p>Apache Wayang's cross-platform optimizer stands out as its most
distinguishing feature. It not only selects the most suitable processing engine
for each task, but also empowers users to execute a single task across multiple
platforms. This capability is achieved through an extensible set of graph
transformations applied to the Apache Wayang plan, which identifies alternative
execution plans that potentially offer better performance. These alternative
plans are then evaluated usin [...]
<h3 class="anchor anchorWithStickyNavbar_LWe7"
id="scalable-ml-ml4all">Scalable ML (ML4All)<a href="#scalable-ml-ml4all"
class="hash-link" aria-label="Direct link to Scalable ML (ML4All)"
title="Direct link to Scalable ML (ML4All)"></a></h3>
<p>ML4all is part of Wayang, enhancing machine learning workflows. ML4all
alleviates users from the complexities of algorithm selection and low-level
implementation details, enabling them to concentrate on the core aspects of
their machine learning applications. By employing an innovative abstraction,
ML4all addresses a broad spectrum of machine learning tasks and utilizes a
cost-based optimizer to dynamically identify the optimal gradient descent
algorithm for each scenario. Notably, ML [...]
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1","url":"/blog/kafka-meets-wayang-1#intro","content":" This article is the
first of a four part series about federated data analysis using Apache Wayang.
The first article starts with an introduction of a typical data colaboration
scenario which will em [...]
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