Return-Path: X-Original-To: archive-asf-public-internal@cust-asf2.ponee.io Delivered-To: archive-asf-public-internal@cust-asf2.ponee.io Received: from cust-asf.ponee.io (cust-asf.ponee.io [163.172.22.183]) by cust-asf2.ponee.io (Postfix) with ESMTP id 45445200D21 for ; Mon, 16 Oct 2017 23:07:51 +0200 (CEST) Received: by cust-asf.ponee.io (Postfix) id 43DCA160BEC; Mon, 16 Oct 2017 21:07:51 +0000 (UTC) Delivered-To: archive-asf-public@cust-asf.ponee.io Received: from mail.apache.org (hermes.apache.org [140.211.11.3]) by cust-asf.ponee.io (Postfix) with SMTP id 40587160BE9 for ; Mon, 16 Oct 2017 23:07:49 +0200 (CEST) Received: (qmail 86509 invoked by uid 500); 16 Oct 2017 21:07:48 -0000 Mailing-List: contact commits-help@predictionio.incubator.apache.org; run by ezmlm Precedence: bulk List-Help: List-Unsubscribe: List-Post: List-Id: Reply-To: dev@predictionio.incubator.apache.org Delivered-To: mailing list commits@predictionio.incubator.apache.org Received: (qmail 86499 invoked by uid 99); 16 Oct 2017 21:07:48 -0000 Received: from pnap-us-west-generic-nat.apache.org (HELO spamd2-us-west.apache.org) (209.188.14.142) by apache.org (qpsmtpd/0.29) with ESMTP; Mon, 16 Oct 2017 21:07:48 +0000 Received: from localhost (localhost [127.0.0.1]) by spamd2-us-west.apache.org (ASF Mail Server at spamd2-us-west.apache.org) with ESMTP id 75B751A2A5E for ; Mon, 16 Oct 2017 21:07:47 +0000 (UTC) X-Virus-Scanned: Debian amavisd-new at spamd2-us-west.apache.org X-Spam-Flag: NO X-Spam-Score: -3.722 X-Spam-Level: X-Spam-Status: No, score=-3.722 tagged_above=-999 required=6.31 tests=[KAM_ASCII_DIVIDERS=0.8, KAM_NUMSUBJECT=0.5, RCVD_IN_DNSWL_HI=-5, RCVD_IN_MSPIKE_H3=-0.01, RCVD_IN_MSPIKE_WL=-0.01, RP_MATCHES_RCVD=-0.001, SPF_PASS=-0.001] autolearn=disabled Received: from mx1-lw-eu.apache.org ([10.40.0.8]) by localhost (spamd2-us-west.apache.org [10.40.0.9]) (amavisd-new, port 10024) with ESMTP id SjqdDb5E1JrF for ; Mon, 16 Oct 2017 21:07:13 +0000 (UTC) Received: from mail.apache.org (hermes.apache.org [140.211.11.3]) by mx1-lw-eu.apache.org (ASF Mail Server at mx1-lw-eu.apache.org) with SMTP id 2849460F2A for ; Mon, 16 Oct 2017 21:07:03 +0000 (UTC) Received: (qmail 82466 invoked by uid 99); 16 Oct 2017 21:07:02 -0000 Received: from git1-us-west.apache.org (HELO git1-us-west.apache.org) (140.211.11.23) by apache.org (qpsmtpd/0.29) with ESMTP; Mon, 16 Oct 2017 21:07:02 +0000 Received: by git1-us-west.apache.org (ASF Mail Server at git1-us-west.apache.org, from userid 33) id 40FA4DFFC0; Mon, 16 Oct 2017 21:06:59 +0000 (UTC) Content-Type: text/plain; charset="us-ascii" MIME-Version: 1.0 Content-Transfer-Encoding: 8bit From: git-site-role@apache.org To: commits@predictionio.incubator.apache.org Date: Mon, 16 Oct 2017 21:07:08 -0000 Message-Id: In-Reply-To: <815a72aaa4844a45bc9c4132b281414e@git.apache.org> References: <815a72aaa4844a45bc9c4132b281414e@git.apache.org> X-Mailer: ASF-Git Admin Mailer Subject: [11/51] [abbrv] [partial] incubator-predictionio-site git commit: Documentation based on apache/incubator-predictionio#0acaa004debb0835880304fe2f173132a74f1498 archived-at: Mon, 16 Oct 2017 21:07:51 -0000 http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/1b72b303/start/customize/index.html ---------------------------------------------------------------------- diff --git a/start/customize/index.html b/start/customize/index.html new file mode 100644 index 0000000..e791fc3 --- /dev/null +++ b/start/customize/index.html @@ -0,0 +1,7 @@ +Customizing an Engine

When you download an engine template, it comes with the source code. All engine templates follow the same DASE architecture and they are designed to be customizable.

You may want to customize an engine for many reasons, for example:

  • Use another algorithm, or multiple of them
  • Read data from a different, or existing, data store
  • Read different types of training data
  • Transform data with another approach
  • Add new evaluation measures
  • Add custom business logics

To learn more about DASE, please read "Learning DASE".

After you have finished modifying the code, you can re-build and deploy the engine again with:

1
$ pio build; pio train; pio deploy
+
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Once you have created an engine from a template, it is time to deploy it as a web service. One or more of your applications can then send real-time prediction queries to it.

It takes 6 simple steps to deploy and use an engine:

  1. Install and Run PredictionIO
  2. Create an Engine by downloading an Engine Template
  3. Generate an App ID and Acce ss Key, if you are integrating PredictionIO with a new application
  4. Collecting Data
  5. Deploy the Engine as a Service
  6. Use the Engine

The QuickStart of the basic Recommendation template is a great step-by-step guide especially if you are new to PredictionIO.

Of course, you may also browse the QuickStart of other engine templates in the template gallery.

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The first step to create a new engine is to browse PredictionIO template gallery where you could find Engine Templates for all kinds of machine learning tasks. Choose an engine template that matches your use case the best. You can further customize the engine later if you like.

To download a template, g o to the template gallery, pick an engine template and click its name. You will be redirected to the engine template's GitHub repository. Clone the engine to your local machine to further customize it.

Please browse the PredictionIO template gallery to choose an engine template.

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