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The following commit(s) were added to refs/heads/deploy by this push:
new 00e8b05c deploy: 49b6d2deef2a5a1a96b2080ecd91c861491f4dd2
00e8b05c is described below
commit 00e8b05c7712648fd226b52ae417a70add558fcc
Author: zkaoudi <[email protected]>
AuthorDate: Wed Jan 31 18:21:44 2024 +0000
deploy: 49b6d2deef2a5a1a96b2080ecd91c861491f4dd2
---
404.html | 4 +--
assets/js/c8d81af2.18bbd81b.js | 1 -
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blog/index.html | 4 +--
blog/tags/index.html | 4 +--
blog/tags/wayang/index.html | 4 +--
blog/website_update/index.html | 4 +--
docs/community/committer/index.html | 4 +--
docs/community/contribute/index.html | 4 +--
docs/community/mailinglist/index.html | 4 +--
docs/community/repositories/index.html | 4 +--
docs/community/team/index.html | 4 +--
docs/guide/api-documentation/index.html | 4 +--
docs/guide/examples/index.html | 4 +--
docs/guide/getting-started/index.html | 4 +--
docs/guide/installation/index.html | 4 +--
docs/guide/ml4all/index.html | 4 +--
docs/guide/optimizer/index.html | 4 +--
docs/introduction/about/index.html | 39 +++++++++++++++++----
docs/introduction/benchmark/index.html | 4 +--
docs/introduction/features/index.html | 4 +--
docs/start/download/index.html | 4 +--
img/architecture/wayang-plan.png | Bin 579427 -> 1006279
bytes
index.html | 4 +--
lunr-index-1706723452708.json | 1 -
lunr-index-1706725276909.json | 1 +
lunr-index.json | 2 +-
search-doc-1706723452708.json | 1 -
search-doc-1706725276909.json | 1 +
search-doc.json | 2 +-
34 files changed, 82 insertions(+), 57 deletions(-)
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<p>Apache Wayang's three-layer architecture provides a strategic
abstraction 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 optimized [...]
-<h3 class="anchor anchorWithStickyNavbar_LWe7"
id="architecture">Architecture<a href="#architecture" class="hash-link"
aria-label="Direct link to Architecture" title="Direct link to
Architecture"></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.<br><br></p>
-<img width="75%" alt="wayang architecture"
src="/img/architecture/wayang-schema.png">
+<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>
+<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>
<br>
-<img width="75%" alt="wayang architecture"
src="/img/architecture/wayang-plan.png">
-<br></div></article><nav class="pagination-nav docusaurus-mt-lg"
aria-label="Docs pages"><a class="pagination-nav__link
pagination-nav__link--next" href="/docs/introduction/benchmark"><div
class="pagination-nav__sublabel">Next</div><div
class="pagination-nav__label">Benchmarking
Wayang</div></a></nav></div></div><div class="col col--3"><div
class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul
class="table-of-contents table-of-contents__left-border"><li><a href="#architec
[...]
+<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 that executed as a
single Java process.</p>
+<br>
+<img width="75%" alt="wayang plan" src="/img/architecture/wayang-plan.png">
+<br>
+<h3 class="anchor anchorWithStickyNavbar_LWe7" id="query-optimizer">Query
Optimizer<a href="#query-optimizer" class="hash-link" aria-label="Direct link
to Query Optimizer" title="Direct link to Query Optimizer"></a></h3>
+<p>Wayang's query optimizer is the principal component of the core. It
receives as input a Wayang plan and outputs an execution (platform-specific)
plan (see example plan above) with the goal of minimizing the total cost. The
metric for the cost can be anything, from execution runtime to monetary cost or
energy consumption.
+To achieve this, the optimizer first “inflates” the plan: For each node that
corresponds to a Wayang operator, it adds all the corresponding execution
(platform-specific) operators. Once the inflated plan is created, the optimizer
attaches not only the operator’s costs but also the costs for moving
intermediate data from one platform to another. By default, Wayang uses linear
cost formulas to estimate these costs but one can plug their own optimizer,
e.g., an ML-based one. At the last st [...]
+<br>
+<img width="75%" alt="wayang optimizer"
src="/img/architecture/wayang-optimizer.png">
+<br>
+<p>Note that users can control the optimizer by specifying in their code where
an operator has to be executed via the <code>withTargetPlatform(plat)</code>
call on the desired operator. Then, the optimizer takes into consideration the
decisions of the user and outputs an execution plan by navigating a reduced
search space during the plan enumeration.</p>
+<br>
+<h3 class="anchor anchorWithStickyNavbar_LWe7" id="history">History<a
href="#history" class="hash-link" aria-label="Direct link to History"
title="Direct link to History"></a></h3>
+<p>Wayang (formely called Rheem) is the product of many years of top quality
research. Below you can find the main publications:</p>
+<ul>
+<li>
+<p>Apache Wayang: A Unified Data Analytics Framework. SIGMOD Rec. 52(3): 30-35
(2023) <a
href="https://sigmodrecord.org/publications/sigmodRecord/2309/pdfs/05_Systems_Beedkar.pdf";
target="_blank" rel="noopener noreferrer">pdf</a></p>
+</li>
+<li>
+<p>RHEEMix in the data jungle: a cost-based optimizer for cross-platform
systems. VLDB J. 29(6): 1287-1310 (2020) <a
href="https://link.springer.com/article/10.1007/s00778-020-00612-x";
target="_blank" rel="noopener noreferrer">pdf</a></p>
+</li>
+<li>
+<p>RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With
You! -. Proc. VLDB Endow. 11(11): 1414-1427 (2018) <a
href="http://www.vldb.org/pvldb/vol11/p1414-agrawal.pdf"; target="_blank"
rel="noopener noreferrer">pdf</a></p>
+</li>
+</ul></div></article><nav class="pagination-nav docusaurus-mt-lg"
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[...]
<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 [...]
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