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From "Dragos Dascalita Haut (Confluence)" <conflue...@apache.org>
Subject [CONF] OpenWhisk > AI Actions
Date Fri, 10 Aug 2018 19:10:01 GMT
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<td id="batch-summary" cellspacing="0" cellpadding="0" border="0" style="padding: 0px;
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collapse; width: 16px; padding: 9px 8px 0px 0px; mso-text-raise: 5px; mso-line-height-rule:
exactly" width="16"><a href="https://cwiki.apache.org/confluence/display/OPENWHISK/AI+Actions?src=mail&amp;src.mail.product=confluence-server&amp;src.mail.timestamp=1533928201569&amp;src.mail.notification=com.atlassian.confluence.plugins.confluence-notifications-batch-plugin%3Abatching-notification&amp;src.mail.recipient=8aa980875bf24635015c9267bc8e02f6&amp;src.mail.action=view"
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title="AI Actions" style="color: #3b73af; text-decoration: none; color: #3572b0">AI Actions</a></span></td>

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<td valign="middle" style="padding: 0px; border-collapse: collapse"><span class="batch-message"><span
class="batch-user-fullname" style="font-size: 16px; font-weight: bold">Dragos Dascalita
Haut</span> edited this page</span></td> 
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<td style="padding: 0px; border-collapse: collapse; padding-top: 15px; font-size: 14px"><span
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<td class="content-excerpt-pattern-container mobile-resize-text " style="padding: 0px;
border-collapse: collapse; padding: 0 0 0 24px; padding: 0; padding: 10px"> <p class="diff-context-placeholder"
style="margin: 10px 0 0 0; margin-top: 0">...</p> <p class="diff-block-target"
style="margin: 10px 0 0 0">Parallelization is actually the sweet spot that makes AI actions
perform better than any other linear model, even when compared to a linear GPU processing.
For example <span class="diff-html-added" id="added-diff-0" style="font-size: 100%; background-color:
#ddfade;">compare </span>500 parallel actions <span class="diff-html-added" id="added-diff-1"
style="font-size: 100%; background-color: #ddfade;">running on CPU </span>that process
a data input in 10 seconds <span class="diff-html-added" id="added-diff-2" style="font-size:
100%; background-color: #ddfade;">each</span>, vs 1 GPU action performing the same
500 operations sequentially<span class="diff-html-added" id="added-diff-3" style="font-size:
100%; background-color: #ddfade;">, </span>with each operation taking 1s<span
class="diff-html-added" id="added-diff-4" style="font-size: 100%; background-color: #ddfade;">.
The GPU action </span>produces a response in 500s, <span class="diff-html-removed"
id="removed-diff-0" style="font-size: 100%; background-color: #ffe7e7; text-decoration: line-through;">and
</span><span class="diff-html-added" id="added-diff-5" style="font-size: 100%; background-color:
#ddfade;">while </span>the <span class="diff-html-added" id="added-diff-6" style="font-size:
100%; background-color: #ddfade;">500 </span>parallel actions <span class="diff-html-removed"
id="removed-diff-1" style="font-size: 100%; background-color: #ffe7e7; text-decoration: line-through;">return
</span><span class="diff-html-added" id="added-diff-7" style="font-size: 100%; background-color:
#ddfade;">produce </span>the response in 10s.&nbsp;</p> <h3 id="AIActions-Proposal.1"
class="diff-block-context" style="margin: 10px 0 0 0; font-size: 16px; line-height: 25px;
margin: 30px 0 0 0">Proposal</h3> <p class="diff-context-placeholder" style="margin:
10px 0 0 0">...</p> <p class="diff-block-target" style="margin: 10px 0 0 0">Allow
developers to "attach" a persistent disk to an action.<span class="diff-html-added" id="added-diff-8"
style="font-size: 100%; background-color: #ddfade;">&nbsp;The programming model in
this case is the easiest one for developers: they can assume there's always a folder available
on the disk on a well known path.&nbsp; </span>The WSK CLI could look like in the
example bellow:</p> <p class="diff-context-placeholder" style="margin: 10px 0 0 0">...</p>
<p class="diff-block-target" style="margin: 10px 0 0 0">When running the sequence <code
style="font-family: monospace">my-sequence</code>, the Openwhisk scheduler can use
the <code style="font-family: monospace">volume</code>&nbsp;information defined
by each action, to schedule the actions requiring the same volume on the same host. When the&nbsp;<code
style="font-family: monospace">read-asset</code> action&nbsp;starts, it creates
a new volume <span class="diff-html-added" id="added-diff-9" style="font-size: 100%; background-color:
#ddfade;">that should be </span>uniquely identified<span class="diff-html-removed"
style="font-size: 100%; background-color: #ffe7e7; text-decoration: line-through;"> </span><span
class="diff-html-removed" id="removed-diff-2" style="font-size: 100%; background-color: #ffe7e7;
text-decoration: line-through;">by </span><span class="diff-html-added" id="added-diff-10"
style="font-size: 100%; background-color: #ddfade;">. For instance </span>the <code
style="font-family: monospace">volume name</code><span class="diff-html-removed"
id="removed-diff-3" style="font-size: 100%; background-color: #ffe7e7; text-decoration: line-through;">&nbsp;and
the </span><code style="font-family: monospace"><span class="diff-html-removed"
style="font-size: 100%; background-color: #ffe7e7; text-decoration: line-through;">activationId</span></code><span
class="diff-html-removed" style="font-size: 100%; background-color: #ffe7e7; text-decoration:
line-through;">. </span><code style="font-family: monospace"><span class="diff-html-added"
id="added-diff-11" style="font-size: 100%; background-color: #ddfade;">,&nbsp;</span></code><span
class="diff-html-added" style="font-size: 100%; background-color: #ddfade;">the </span><code
style="font-family: monospace"><span class="diff-html-added" style="font-size: 100%;
background-color: #ddfade;">namespace&nbsp;</span></code><span class="diff-html-added"
style="font-size: 100%; background-color: #ddfade;">of the subject invoking, and a UUID,
could be used.&nbsp; </span>I.e.&nbsp;<code style="font-family: monospace">my-action-volume--<span
class="diff-html-removed" id="removed-diff-4" style="font-size: 100%; background-color: #ffe7e7;
text-decoration: line-through;">12hjgj45345hj4hseh234</span><span class="diff-html-added"
id="added-diff-12" style="font-size: 100%; background-color: #ddfade;">guest--&lt;UUID&gt;</span></code>.
&nbsp; When&nbsp;<code style="font-family: monospace">action-1</code>&nbsp;starts,
it mounts the same volume created previously, same for&nbsp;<code style="font-family:
monospace">action-2</code> and&nbsp;<code style="font-family: monospace">write-asset</code>
actions. Note that the sequence may have other actions that don't need the volume such as
<code style="font-family: monospace">action-stateless;&nbsp;</code>in such
cases the actions can be scheduled anywhere in the cluster, as per the existing scheduling
mechanism.&nbsp;</p> <p class="diff-block-target diff-block-context" style="margin:
10px 0 0 0">The volume&nbsp;<code style="font-family: monospace">my-action-volume</code>
is mounted inside each container on:&nbsp;<code style="font-family: monospace">ow-tmp/my-action-volume.</code><span
class="diff-html-changed" id="changed-diff-0" style="background-color: #d6f0ff;">&nbsp;</span><span
class="diff-html-removed" id="removed-diff-5" style="font-size: 100%; background-color: #ffe7e7;
text-decoration: line-through;">The programming model in this case is the easiest one for
developers: they can assume there's always a folder available on the disk on a well known
path.&nbsp;The volume should be removed once the sequence completes its activations. If
the sequence returns earlier with an error, the </span> </p> <p class="diff-block-target
diff-block-context" style="margin: 10px 0 0 0"> <span class="diff-html-added" style="font-size:
100%; background-color: #ddfade;">TBD When the </span>volume should be removed<span
class="diff-html-removed" style="font-size: 100%; background-color: #ffe7e7; text-decoration:
line-through;"> </span><span class="diff-html-removed" id="removed-diff-6" style="font-size:
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<h6 id="AIActions-Openquestions:" class="diff-block-context" style="margin: 10px 0 0 0;
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<p class="diff-block-context" style="margin: 10px 0 0 0">Should the developers specify
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style="margin: 10px 0 0 0">...</p> </td> 
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