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HP0-921 - Supporting the Enterprise Modular Library (EML) - Dump Information

Vendor : HP
Exam Code : HP0-921
Exam Name : Supporting the Enterprise Modular Library (EML)
Questions and Answers : 70 Q & A
Updated On : February 15, 2019
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HP0-921 Questions and Answers

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HP0-921 Supporting the Enterprise Modular Library (EML)

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Killexams.com HP0-921 Dumps and Real Questions

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HP0-921 exam Dumps Source : Supporting the Enterprise Modular Library (EML)

Test Code : HP0-921
Test Name : Supporting the Enterprise Modular Library (EML)
Vendor Name : HP
Q&A : 70 Real Questions

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HP Supporting the Enterprise Modular

Hewlett Packard commercial enterprise Unveils the world’s Most Scalable and Modular In-memory Computing Platform | killexams.com Real Questions and Pass4sure dumps

PALO ALTO – November 6, 2017 – today, Hewlett Packard business (HPE) revealed the area’s most scalable and modular in-reminiscence computing platform, HPE Superdome Flex. The platform makes it possible for businesses of any dimension to technique and analyze big amounts of information and turn it into actual-time business insights.

In a world modified by using exponential statistics increase, customers face a fancy catch 22 situation a way to deal with unparalleled records flows whereas conserving company continuity and agility to directly reply to company changes. one way agencies are tackling this problem is with the aid of leveraging in-memory databases, comparable to SAP HANA, Oracle Database In-reminiscence and Microsoft SQL Server. HPE is the international chief for SAP HANA as about 50 per cent of SAP HANA server deployments are on HPE programs.

to be able to harness the full price of in-reminiscence computing, the underlying infrastructure should be capable of addressing gigantic facts units and method analytics with out slowing transactions to achieve precise-time insights. HPE Superdome Flex has a unique modular design that scales seamlessly so organisations can preserve pace with evolving records calls for, whereas unmatched reliability capabilities deliver a resilient platform that safeguards vital workloads.

"shoppers wish to harness all of their facts to derive actionable insights in real-time to make more impactful company choices," pointed out Randy Meyer, vp and generic supervisor, Synergy & Mission critical Servers, Hewlett Packard business. "With HPE Superdome Flex, purchasers can capitalize on in-reminiscence statistics analytics for his or her most vital workloads and scale seamlessly as statistics volumes grow."

HPE's newest mission important in-memory computing platform combines the reliability of HPE Integrity Superdome X with the scalable know-how for prime efficiency facts analytics that HPE won with its acquisition of SGI. HPE Superdome Flex allows consumers to:

  • flip data into actionable insights at unparalleled scale and in precise-time: Designed with reminiscence-driven Computing ideas, HPE Superdome Flex gives a shared pool of memory over an ultra-speedy fabric that is in a position to scaling from 768GB to 48TB in a single system, offering unmatched compute energy for probably the most worrying applications.
  • start small and develop seamlessly: The platform has a different modular design that scales from four to 32 sockets in four-socket increments. This equips consumer environments of all sizes with in-memory computing that can expand seamlessly and value-efficaciously as wants raise.
  • preserve mission-important workloads: HPE Superdome Flex presents confirmed reliability, availability and serviceability (RAS) capabilities no longer current in other regular x86 platforms to supply ninety nine.999% single-device availability.
  • Optimizing performance with HPE Pointnext

    HPE Pointnext has the capabilities and services to aid groups through their digital transformation, including:

  • Advisory features makes a speciality of constructing a enterprise strategy aligned with enterprise outcomes.
  • professional functions focuses on seamless implementation, on-funds execution and inventive configurations that get probably the most out of the HPE Superdome Flex solution. This includes HPE Pointnext's confirmed migration methodology that makes it possible for continuous business through the total technique.
  • Operational functions offers support for the entire answer and application ecosystem.
  • Availability

    The next technology mission essential server, HPE Superdome Flex, is now purchasable. For greater suggestions, please consult with the Superdome Flex page here.

    About Hewlett Packard commercial enterprise

    Hewlett Packard commercial enterprise is an business leading technology enterprise that allows for consumers to go extra, faster. With the trade's most comprehensive portfolio, spanning the cloud to the data middle to workplace applications, our technology and services help customers around the globe make IT more productive, more productive and more secure.


    HP modular change prepped for quicker Wi-Fi | killexams.com Real Questions and Pass4sure dumps

    HP is beefing up its modular campus switch to deal with the throughput of wireless entry facets in response to the latest 802.11ac standard.

    The business brought at Interop this week a Wi-Fi module for the HP 5400R zl2. The business additionally introduced a network troubleshooting software referred to as community Visualizer SDN.

    The module's foundation is HP's latest application-certain built-in circuit (ASIC). The HP modular swap wants the ASIC to system facts flows from 802.11ac entry aspects (APs). Many businesses begun swapping out slower 802.11n APs last 12 months. via the end of this year, the number of shipments of 802.11ac devices will surpass that of the older fashions, in response to IDC.

    The module ensures the 5400R zl2 is still advantageous in a network of next generation APs. The present new release of 802.11ac, called Wave 1, has more than double the throughput of 802.11n. it might also handle many greater cell instruments per AP.

    Module prevents 'rip and substitute'

    HP consumers expect to make use of a swap for as many as 10 years, so the seller has to prolong the life of the hardware when new technology is brought in the community, stated Mark Thompson, director of world product line management in HP Networking.

    "What they need to do is not must rip and replace gadget in the wiring closet each time they move through that entry point upgrade," he spoke of.

    The improve to 802.11ac Wave 1 APs is painless for many businesses because the gadgets don't require a cable improve. Cat5e and Cat6 cables used via the vast majority of groups can tackle the higher throughput of Wave 1 contraptions, as lengthy as it does not exceed 1 gigabit per 2d.

    Wave 2 may well be more frustrating. The know-how offers as much as five times the bandwidth of Wave 1 and helps as an awful lot as four times the number of simultaneous connections per AP.

    organizations looking to come close to those multiples will probably need to make a pricey upgrade to Cat6a. organizations have time to make a decision how to contend with Wave 2, youngsters. The number of cellular gadgets helping the usual is expected to stay small for a couple of years.

    Multi-gig help with today's cabling

    Two supplier alliances and the IEEE are working on requirements for assisting 2.5 and 5 Gigabit Ethernet over Cat5e and Cat6. Such charges would be excessive enough for most organizations.

    The HP module gives multi-gig help over Cat5e and Cat6. Taking expertise of the ability within the change requires the identical guide in the AP. "If either aspect doesn’t, then it falls returned to 1 Gigabit per second Ethernet," said Mike Fratto, analyst for latest evaluation.

    Multi-gig help is expected in APs from Aruba Networks, which HP mentioned it plans to purchase with the aid of October for $2.7 billion.

    The HP 5400R zl2 sequence v3 Module is scheduled for unlock may additionally 1. Pricing will range from $3,299 to $6,799.

    network Visualizer helps diagnose and fix community bottlenecks. The troubleshooting application is constructive in correcting issues within a application-defined network (SDN), above all one built round HP's virtual utility Networks OpenFlow controller.

    community Visualizer is determined for unencumber in June.


    Leidos Wins $2.9B NASA IT aid Contract | killexams.com Real Questions and Pass4sure dumps

    Law360 (February 8, 2019, 7:57 PM EST) -- suggestions know-how and engineering company Leidos has won a NASA end-consumer contract with a highest cost of $2.9 billion for the provision of IT capabilities to support the federal agency's Washington,...

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    Supporting the Enterprise Modular Library (EML)

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    It is most often deployed against a well-modelled data warehouse and/or data mart, including an optimization layer featuring online analytical processing (OLAP) cubes. It also requires a reusable semantic layer to give content authors consistent and governed access to data sources, metrics, and other data definitions such as hierarchies and groups.

    These platforms are designed to support modular development of IT-produced analytics content.

    Report Covers Traditional Enterprise Reporting Platforms Market Segment by Top Manufacturers are:

  • SAP
  • Microsoft
  • IBM
  • Oracle
  • MicroStrategy
  • Information Builders
  • TIBCO Software
  • DataDeck
  • Infor
  • CXO Software
  • SAS
  • Manthan
  • Dimensional Insight
  • eQ Technologic
  • Izenda
  • Click For Direct Access of This Report: www.reportsnreports.com/purchase.aspx?name=1889306

    Traditional Enterprise Reporting Platforms Market Segmentation based on the Product Types are:

    - Cloud-based- On-premises

    Traditional Enterprise Reporting Platforms Market Segmentation based on the User Applications are:

    - BFSI- Education- Manufacturing- Telecom & IT- Others

    This report also splits the Market by region:

    - Americas: United States, Canada, Mexico, Brazil

    - APAC: China, Japan, Korea, Southeast Asia, India, Australia

    - Europe: Germany, France, UK, Italy, Russia, Spain

    - Middle East & Africa: Egypt, South Africa, Israel, Turkey, GCC Countries

    Research Objectives of The Report:

  • To study and analyse the global Traditional Enterprise Reporting Platforms market size by key regions/countries, product type and application.
  • To understand the structure of Traditional Enterprise Reporting Platforms market by identifying its various sub segments.
  • Focuses on the key global Traditional Enterprise Reporting Platforms key players, to define, describe and analyse the value, market share, market competition landscape, SWOT analysis and development plans in next few years.
  • To analyse the Traditional Enterprise Reporting Platforms market with respect to individual growth trends, future prospects, and their contribution to the total market.
  • To share detailed information about the key factors influencing the growth of the market (growth potential, opportunities, drivers, industry-specific challenges and risks).
  • To project the size of Traditional Enterprise Reporting Platforms submarkets, with respect to key regions (along with their respective key countries).
  • To analyse competitive developments such as expansions, agreements, new product launches and acquisitions in the market.
  • To strategically profile the key players and comprehensively analyse their growth strategies.
  • Table of Contents:

    1 Scope of the Report

    1.1 Market Introduction

    1.2 Research Objectives

    1.3 Years Considered

    1.4 Market Research Methodology

    1.5 Economic Indicators

    1.6 Currency Considered

    2 Executive Summary

    2.1 World Market Overview

    2.1.2 Traditional Enterprise Reporting Platforms Market CAGR by Region

    2.2 Traditional Enterprise Reporting Platforms Market Segment by Type

    2.3 Traditional Enterprise Reporting Platforms Market by Type

    2.3.2 Global Traditional Enterprise Reporting Platforms Revenue and Market Share by Type (2014-2019)

    2.3.3 Global Traditional Enterprise Reporting Platforms Sale Price by Type (2014-2019)

    2.4 Traditional Enterprise Reporting Platforms Market Segment by Application

    2.4.1 Supermarkets and Hypermarkets

    2.4.4 Others

    2.5 Traditional Enterprise Reporting Platforms Market by Application

    2.5.1 Global Traditional Enterprise Reporting Platforms Market Share by Application (2014-2019)

    2.5.2 Global Traditional Enterprise Reporting Platforms Value and Market Share by Application (2014-2019)

    2.5.3 Global Traditional Enterprise Reporting Platforms Sale Price by Application (2014-2019) and others…

    This email address is being protected from spambots. You need JavaScript enabled to view it.


    Lantronix to Showcase Scalable and Secure Out-of-Band Management Solutions at Cisco Live | killexams.com real questions and Pass4sure dumps

    BARCELONA, Spain, Jan 28, 2019 (GLOBE NEWSWIRE via COMTEX) -- BARCELONA, Spain, Jan. 28, 2019 (GLOBE NEWSWIRE) -- This week at Cisco Live in Barcelona, Spain, Lantronix, Inc. LTRX, +2.77% a global provider of secure data access and management solutions for the industrial Internet of Things (IoT), will showcase its portfolio of innovative out-of-band management solutions including a number of new features at booth #B9 from January 28 to February 1, 2019.

    Lantronix's out-of-band management solutions, including the modular SLC(TM) 8000 advanced console manager, the SLB(TM) remote branch office manager, and ConsoleFlow(TM) centralized management software, are designed to reduce deployment and management complexity and costs while maximizing IT infrastructure uptime. The solutions provide secure out-of-band management to enable the IT personnel of any size enterprise to remotely monitor, manage and troubleshoot equipment from anywhere while maintaining access to their critical equipment even during network outages via secondary dial-up or cellular connections.

    "IT decisionmakers in 2019 need to approach their IT management strategy from the perspective of the digital transformation. Uptrends in cloud services and the Internet of Things are significantly increasing the burden on the data center. In addition, as more and more enterprises deploy SD-WAN networks in their remote branch offices, the need to ensure network uptime and resiliency is an imperative," said Shahram Mehraban, Lantronix vice president of marketing. "Our innovative out-of-band management solutions enable both small and large enterprises to securely and reliably centralize management of their mission-critical equipment, maximizing uptime, while reducing infrastructure support costs."

    The latest software releases for the Lantronix SLC 8000 and SLB products that will be exhibited at Cisco Live provide additional functionalities such as support for the new Lantronix SFP transceiver modules, enhanced LTE cellular fail-over and fail-back functionality and enhanced security. Lantronix has also released new software for the Lantronix Spider KVM-over-IP product line which provides support for HTML5 as well as enhanced security.

    Not attending Cisco Live? Try the Lantronix Out-of-Band Management Products Today for Free!

  • Want to see the SLC in action? Try our Online Test Drive - free access to a live SLC 8000, allowing you to explore its enterprise-grade features.
  • Or, try within your own environment with our 30-Day SLC 8000 or 30-Day SLB Free Trial.
  • Already have Lantronix out-of-band management hardware? Try ConsoleFlow(TM) Cloud Edition free for 30 days.
  • Lantronix has also added a new line of cost effective SFP transceiver modules to its out-of-band management product lineup, which provides seamless fiber connectivity for your networking gear. They are a cost-effective way to connect a single network device to a wide variety of fiber cable distances and types. Lantronix SFP transceiver modules support popular networking protocols, compatibility with Cisco SFP-based routers and switches as well as other popular SFP based IT equipment. Lantronix's offering covers multi-mode and single-mode, short, mid and long range, BiDi and Duplex technologies. Samples are available today, and general availability from Lantronix authorized resellers is set for February.

    About Cisco LiveA premier education training destination for IT and computer networking professionals around the world, Cisco Live allows Cisco customers, partners and enthusiasts to share insights on emerging technologies and solutions to solve a variety of network and communications challenges.

    About LantronixLantronix, Inc. is a global provider of secure data access and management solutions for Internet of Things (IoT) assets. Our mission is to be the leading supplier of IoT solutions that enable companies to dramatically simplify the creation, deployment, and management of IoT projects while providing secure access to data for applications and people.

    With more than two decades of experience in creating robust machine to machine (M2M) technologies, Lantronix is an innovator in enabling our customers to build new business models and realize the possibilities of the Internet of Things. Our connectivity solutions are deployed inside millions of machines serving a wide range of industries, including industrial, medical, security, transportation, retail, financial, environmental and government.

    Lantronix is headquartered in Irvine, California. For more information, visit www.lantronix.com.

    Learn more at the Lantronix blog, www.lantronix.com/blog, featuring industry discussion and updates. To follow Lantronix on Twitter, please visit www.twitter.com/Lantronix. View our video library on YouTube at www.youtube.com/user/LantronixInc or connect with us on LinkedIn at www.linkedin.com/company/lantronix.

    Lantronix Media and Analyst Contact:Shahram MehrabanVP, Marketingmedia@lantronix.cominvestors@lantronix.com949-453-7175

    Lantronix Sales:sales@lantronix.comAmericas +1 (800) 422-7055 (US and Canada) or +1 949-453-3990Europe, Middle East and Africa +31 (0)76 52 36 744Asia Pacific + 852 3428-2338China + 86 21-6237-8868Japan +81 (0) 50-1354-6201India +91 994-551-2488

    (C) 2019 Lantronix, Inc. All rights reserved. Lantronix is a registered trademark, and SLB and SLC are trademarks of Lantronix Inc. Other trademarks and trade names are those of their respective owners.

    (C) Copyright 2019 GlobeNewswire, Inc. All rights reserved.


    Machine Learning in a Box (Week 8): SAP HANA EML and TensorFlow Integration | killexams.com real questions and Pass4sure dumps

    A Quick Recap

    Last time, we looked at how to use Jupyter notebooks to run kernels in Python and R and even SQL. I'll be honest, Jupyter is now my new "go to" tool.

    I even contributed to the SQLAlchemy for SAP HANA GitHub repository recently to add the support of HDB User Store, which will allow you to connect without providing your user credentials in one of the cells.

    I hope you all managed to try this out, and probably some of you already decided to switch from the "good old" Eclipse IDE and its SAP HANA Tools plugin to run your SQL.

    I know that I promised to dive into the TensorFlow integration over and over.

    All is now available and ready!!! I have fixed the little technical difficulties on my NUC and my Virtual Machines.

    I also upgraded to HXE SPS03, which I highly recommend you doing so as well.

    For example, SPS03 brings the support of INT64 to SAP HANA EML (else you will need to adjust your models signature and cast your tensors to float).

    So, let's get started!

    You probably all heard about Google TensorFlow and how it can help you solve many Machine Learning problems especially when it requires the use of neural networks or Deep Learning.

    It is true that there are many applications where Deep Learning and neural networks have reached a level of accuracy that now surpasses human capabilities. Also, thanks to hardware evolution and cloud resources, you can now complete the tasks in a fraction of the time that was required a few years back.

    I won't pretend that I can explain all the details about the benefits of Deep Learning, neural networks, or even TensorFlow, as there is plenty of content out there from people with much more experience and credits than I have.

    So today, my goal will be to help you get started with the SAP HANA External Machine Learning and TensorFlow integration.

    Using TensorFlow implies some understanding of the TensorFlow programming concepts but also some Python coding skills. And I really encourage you to have a look at the TensorFlow Get started and Tutorials pages.

    About TensorFlow and TensorFlow Serving (a.k.a ModelServer)

    TensorFlow ™ is an open-source software library for high-performance numerical computation. Its flexible architecture allows easy deployment of computation across a variety of platforms (CPUs, GPUs, TPUs), and from desktops to clusters of servers to mobile and edge devices.

    Originally developed by researchers and engineers from the Google Brain team within Google's AI organization, it comes with strong support for Machine Learning and Deep Learning and the flexible numerical computation core is used across many other scientific domains.

    For more details, you can check the TensorFlow web site.

    TensorFlow™ Serving is a flexible, high-performance serving system for Machine Learning models, designed for production environments. It makes it easy to deploy new algorithms and experiments while keeping the same server architecture and APIs. It also provides out-of-the-box integration with TensorFlow models but can be easily extended to serve other types of models and data.

    For more details, you can check the TensorFlow Serving web site.

    About SAP HANA External Machine Learning (EML)

    The integration of Google TensorFlow within SAP HANA is based on the SAP HANA Application Function Library (AFL), meaning that you have now the ability to interact with your TensorFlow models from within SQLScript executed in SAP HANA.

    Using Google's gRPC remote procedure call, SAP HANA will access models exported in the SavedModel format from the TensorFlow Serving system.

    Here is a quick diagram explaining the interactions:

    For more details, you can check the SAP HANA External Machine Learning Library (EML) documentation.

    Installing SAP HANA EML, TensorFlow, and TensorFlow Serving

    The SAP HANA External Machine Learning (EML) library is part of the SAP HANA, express edition downloadable package, so there is no trick here around its installation. You can simply follow the installation guide.

    Regarding TensorFlow and TensorFlow Serving, you can install directly on your SAP HANA, express edition server or any other machine.

    But here is the "trick."

    If you decide to install TensorFlow Serving on a SUSE Linux Enterprise or Red Hat Enterprise Linux system (which are the officially supported platforms for SAP HANA, express edition), you will need to compile it from the ground.

    If you decide to install it on SAP HANA, express edition downloadable virtual machines, then you are also using SUSE Linux Enterprise, so you will need to compile it too.

    And if you want to install it on Debian/Ubuntu distributions, the installation is pretty straightforward, it is as simple as something like:

    apt-get install tensorflow-model-server

    For detailed step by step setup instructions, I produced the following tutorial that guides you through the process:

    This tutorial cover Debian/Ubuntu distributions, SUSE Linux Enterprise and Red Hat Enterprise.

    The TensorFlow SavedModel Format Explained

    When exposing your TensorFlow models in TensorFlow Serving for SAP HANA consumption, you need to save them using the SavedModel format as documented in the SAP HANA EML documentation.

    You need to pay a particular attention to the model Signature definition, especially the shapes used for the input and output elements.

    The following 2 examples will highlight some of the common situations you will need to address when using content available on the TensorFlow site.

    Image Retraining

    For the Image Retraining scenario, here is the default signature definition that will be generated when using the provided retrain script:

    The given SavedModel SignatureDef contains the following input(s): inputs['image'] tensor_info: dtype: DT_FLOAT shape: (-1, 299, 299, 3) name: Placeholder:0 The given SavedModel SignatureDef contains the following output(s): outputs['prediction'] tensor_info: dtype: DT_FLOAT shape: (-1, 5) name: final_result:0 Method name is: tensorflow/serving/predict

    You can see that there is an input tensor ( and an output tensor (prediction).

    The input tensor has the following shape (-1, 299, 299, 3), which a rank 4 shape, a 4 dimensions input.

    In other words, you can represent the input as a vector where each vector entry is a 299 by 299 table (representing the 299 by 299 pixels of the input image) where each table cell represents a vector of 3 floats elements (representing the 3 RGB colors).

    You can check the following link for more details about Tensor dtype and shape.

    However, SAP HANA EML only support input tensors of rank two at most which match a table or matrix form.

    Therefore, I've added some steps in my tutorial to explain how to add a series of steps that process a raw image blob represented as a string and transforms it into the expected shape.

    The following signature will then be generated:

    The given SavedModel SignatureDef contains the following input(s): inputs['inputs'] tensor_info: dtype: DT_STRING shape: (-1) name: RawJPGInput:0 The given SavedModel SignatureDef contains the following output(s): outputs['classes'] tensor_info: dtype: DT_STRING shape: (-1, 5) name: index_to_string_Lookup:0 outputs['scores'] tensor_info: dtype: DT_FLOAT shape: (-1, 5) name: TopKV2:0 Method name is: tensorflow/serving/predict

    With this signature, to process a SAP HANA EML call for this model, you will provide:

  • one input table/view with one column that represents the image raw blob
  • one output table with ten float columns (5 for the classes and 5 for the scores)
  • Iris Classification Problem

    With the Iris classification problem, the original script doesn't actually include a save function.

    In most content available online, you will be advised to save your models using the "parse example" API and define the serving input receiver like this:

    def serving_input_receiver_fn(): feature_spec = tf.feature_column.make_parse_example_spec(feature_columns) return tf.estimator.export.build_parsing_serving_input_receiver_fn(feature_spec)()

    At the end, the input signature will end up like this:

    inputs['inputs'] tensor_info: dtype: DT_STRING shape: (-1) name: input_example_tensor:0

    The Iris model actually uses four input floats to represent the Petal and Sepal width and length.

    Where did they go if now it expects only one string?

    Here is the saved model graph for the Iris model with the "parse example" API:

    When using the "parse example" API, it assumes that you will be using tf.train.Example Protobuf objects as an input.

    A tf.train.Example Protobuf object contains a Features object, which contains a map of Feature, which is a list float (FloatList), byte (ByteList), or integer (Int64List).

    The tf.train.Example Protobuf objects are not supported by SAP HANA EML.

    Instead, you will need to save the model using the raw tensors and produce a model graph that looks like this instead:

    You can achieve that with a piece of code like this:

    # Define the input receiver spec feature_spec = { 'PetalLength': tf.placeholder(dtype=tf.float32, shape=[None,1], name='PetalLength'), 'PetalWidth' : tf.placeholder(dtype=tf.float32, shape=[None,1], name='PetalWidth'), 'SepalLength': tf.placeholder(dtype=tf.float32, shape=[None,1], name='SepalLength'), 'SepalWidth' : tf.placeholder(dtype=tf.float32, shape=[None,1], name='SepalWidth'), } # Define the input receiver for the raw tensors def serving_input_receiver_fn(): return tf.estimator.export.build_raw_serving_input_receiver_fn(feature_spec)()

    Which will end up generating the following signature:

    The given SavedModel SignatureDef contains the following input(s): inputs['PetalLength'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: PetalLength:0 inputs['PetalWidth'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: PetalWidth:0 inputs['SepalLength'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: SepalLength:0 inputs['SepalWidth'] tensor_info: dtype: DT_FLOAT shape: (-1, 1) name: SepalWidth:0 The given SavedModel SignatureDef contains the following output(s): outputs['predicted_class_id'] tensor_info: dtype: DT_INT64 shape: (-1, 1) name: dnn/head/predictions/ExpandDims:0 outputs['probabilities'] tensor_info: dtype: DT_FLOAT shape: (-1, 3) name: dnn/head/predictions/probabilities:0 Method name is: tensorflow/serving/predict

    With this signature, to process a SAP HANA EML call for this model, you will provide:

  • four distinct input tables/views with one column each that represents the Petal and Sepal width and length (it will be using the tensor alphabetical order, as in the signature order)
  • one output table with four columns, one integer column for the predicted class id and three floats for the classes probability
  • As you can notice, each input is using a distinct table/view, whereas all the outputs are stored into a single table.

    Note: DT_INT64 type is not supported with SPS02 or prior, you will need to cast it to a DT_FLOAT type

    Serve a TensorFlow Model in SAP HANA, Express Edition

    Now, let's deploy a TensorFlow model and consume it in SAP HANA, express edition!

    Actually, it's not going to be one, but two models that I have content available for. One that uses the well know Iris Flowers dataset and one that process Flowers images.

    The idea with the second model was to demonstrate how a blob representing an image stored in SAP HANA could be processed thru the EML library.

    And here are the tutorial links:

    You can, of course, use a different set of images to retrain your ImageNet model.

    Executing an EML call is no different from other AFL call. Here is the example for Iris:

    SET SCHEMA EML_DATA; -- Define table types for iris CREATE TYPE TT_IRIS_PARAMS AS TABLE ("Parameter" VARCHAR(100), "Value" VARCHAR(100)); CREATE TYPE TT_IRIS_FEATURES_SEPALLENGTH AS TABLE (SEPALLENGTH FLOAT); CREATE TYPE TT_IRIS_FEATURES_SEPALWIDTH AS TABLE (SEPALWIDTH FLOAT); CREATE TYPE TT_IRIS_FEATURES_PETALLENGTH AS TABLE (PETALLENGTH FLOAT); CREATE TYPE TT_IRIS_FEATURES_PETALWIDTH AS TABLE (PETALWIDTH FLOAT); CREATE TYPE TT_IRIS_RESULTS AS TABLE ( -- when SPS02 or prior, make PREDICTED_CLASS_ID type FLOAT instead of INTEGER PREDICTED_CLASS_ID INTEGER, PROBABILITIES0 FLOAT, PROBABILITIES1 FLOAT, PROBABILITIES2 FLOAT ); -- Create description table for procedure creation CREATE COLUMN TABLE IRIS_PROC_PARAM_TABLE ( POSITION INTEGER, SCHEMA_NAME NVARCHAR(256), TYPE_NAME NVARCHAR(256), PARAMETER_TYPE VARCHAR(7) ); -- Create the result table CREATE TABLE IRIS_RESULTS LIKE TT_IRIS_RESULTS; -- Drop the wrapper procedure CALL SYS.AFLLANG_WRAPPER_PROCEDURE_DROP(CURRENT_SCHEMA, 'IRIS'); -- Populate the wrapper procedure parameter table INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (1, CURRENT_SCHEMA, 'TT_IRIS_PARAMS' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (2, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_PETALLENGTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (3, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_PETALWIDTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (4, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_SEPALLENGTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (5, CURRENT_SCHEMA, 'TT_IRIS_FEATURES_SEPALWIDTH' , 'in'); INSERT INTO IRIS_PROC_PARAM_TABLE VALUES (6, CURRENT_SCHEMA, 'TT_IRIS_RESULTS' , 'out'); -- Create the wrapper procedure CALL SYS.AFLLANG_WRAPPER_PROCEDURE_CREATE('EML', 'PREDICT', CURRENT_SCHEMA, 'IRIS', IRIS_PROC_PARAM_TABLE); -- Create and populate the parameter table CREATE TABLE IRIS_PARAMS LIKE TT_IRIS_PARAMS; INSERT INTO IRIS_PARAMS VALUES ('Model', 'iris'); INSERT INTO IRIS_PARAMS VALUES ('RemoteSource', 'TensorFlow'); INSERT INTO IRIS_PARAMS VALUES ('Deadline', '10000'); -- Create the input views CREATE VIEW IRIS_FEATURES_SEPALLENGTH AS SELECT SEPALLENGTH FROM TF_DATA.IRIS_DATA ORDER BY ID; CREATE VIEW IRIS_FEATURES_SEPALWIDTH AS SELECT SEPALWIDTH FROM TF_DATA.IRIS_DATA ORDER BY ID; CREATE VIEW IRIS_FEATURES_PETALLENGTH AS SELECT PETALLENGTH FROM TF_DATA.IRIS_DATA ORDER BY ID; CREATE VIEW IRIS_FEATURES_PETALWIDTH AS SELECT PETALWIDTH FROM TF_DATA.IRIS_DATA ORDER BY ID; -- Call the TensorFlow model CALL IRIS (IRIS_PARAMS, IRIS_FEATURES_PETALLENGTH, IRIS_FEATURES_PETALWIDTH, IRIS_FEATURES_SEPALLENGTH, IRIS_FEATURES_SEPALWIDTH, IRIS_RESULTS) WITH OVERVIEW; Conclusion

    Adding TensorFlow to our stack opens a huge set of capabilities including the ability to process images, videos and other type of "unstructured" content like text.

    You can also use it for let's say more classic models like with the Iris dataset.

    Again ( and sorry for repeating myself), what you really to pay attention to is the signature input and output elements where the SAP HANA EML enforce some restrictions with the shape dimensions on the both the input and output.

    A huge thank you to Burkhard Neidecker-Lutz, Former Member and Christoph Morgen from the SAP HANA engineering team for their support when producing this content.



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    HP HP0-921 Exam (Supporting the Enterprise Modular Library (EML)) Detailed Information



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