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

Vendor Name : HP
Exam Code : HP0-921
Exam Name : Supporting the Enterprise Modular Library (EML)
Questions and Answers : 70 Q & A
Updated On : January 16, 2019
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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 HP Supporting the Enterprise

HP Revolutionizes enterprise client guide for the Cloud era | killexams.com Real Questions and Pass4sure dumps

always On assist functions From HP convey situation Prevention, more advantageous First-Time resolution fees and decreased Downtime

PALO ALTO, CA--(Marketwire - Mar 14, 2012) - HP (NYSE: HPQ) these days announced the business's first IT help functions architected for multivendor, converged and cloud environments, assisting companies address problems earlier than they turn up, recognize ninety five-percent first-time resolution rates and get to the bottom of unplanned downtime concerns up to 66 % quicker.(1)

the new all the time On aid services from HP combine the clever technologies constructed into the HP Converged Infrastructure with inventive features to deliver a modern guide journey for latest complicated IT environments.

Legacy aid services present a spoil/repair mannequin for someone piece of device in a single technology silo. although, that gadget is likely part of a virtualized, multivendor or cloud environment with interdependencies across the IT infrastructure, adding a level of complexity to operations.

Diagnosing problems in these environments will also be sluggish, resulting in unplanned downtime that may charge the general business $10 million per hour.(2) as a result, modern organizations need a brand new outlook concerning aid.

in response to a contemporary Gartner report, the definition of support is changing. purchasers need and wish assist functions that aid them to evade issues taking place far more than they need reactive services that fix issues after the fact.(three)

In cases where predictive measures aren't sufficient, clients also require more streamlined guide when an issue arises, such as a single aspect of contact it is regularly occurring with their environment and may unravel concerns without delay.

"technology advances akin to virtualization and flexible infrastructures are combining with multivendor environments to create complexity and make state-of-the-art know-how environments plenty greater difficult than in the past. because of this, purchasers need and expect greater from their assist suppliers," said Rob Addy, research director, Gartner. "Legacy assist fashions are becoming much less critical. it is time for an entire overhaul of support practices. using predictive and proactive prevention based methodologies is now extremely appealing."

offering proactive help from advised consultants at all times On support services from HP give "direct to skilled" communication with an expert who already knows the customer, the particulars of the client's ambiance and what the customer's system is experiencing in advance of the first name.

The currently introduced HP ProLiant Gen8 Servers had been developed with this new carrier model in mind. through tightly integrating server diagnostic information with superior HP perception remote assist automation equipment, new help and delivery capabilities, and consumer guarantee information, HP can give a cost-effective assist adventure that is unmatched for business-ordinary environments.

"corporations deserve to be developed on a expertise groundwork that helps IT shift time and supplies from issue decision to innovation," noted Antonio Neri, senior vp and accepted supervisor, technology capabilities, HP. "The average reactive IT support mannequin isn't any longer constructive -- the trade should trade the style it gives you aid to present proactive solutions and customised carrier offerings -- and HP is main that cost."

Convergence of aid and HP Converged Infrastructure To carry an more suitable client journey along with proactive difficulty decision, always On assist services from HP consistently computer screen the 1,600 diagnostic statistics aspects collected by way of the HP ProActive perception architecture. This architecture, currently embedded in HP ProLiant Gen8 servers, will quickly be integrated across the complete HP Converged Infrastructure portfolio.

at all times On guide features from HP encompass:

  • HP groundwork Care - expedites difficulty resolution for optimum efficiency by using simplifying guide with a single point of contact at HP for both the hardware and software within the customer's environment. with the aid of leveraging relationships with leading impartial software carriers (ISVs), HP eliminates the "finger pointing" ordinary of legacy assist models.
  • HP Proactive Care - minimizes downtime and optimizes efficiency by using addressing complications earlier than they occur. It additionally provides immediate and direct entry to HP consultants so consumers obtain the correct guide and assistance, when they need it. This eliminates the extend spent cycling via escalating tiers of assist personnel frequently associated with legacy aid models.
  • HP Datacenter Care - provides custom-made help for a consumer's multivendor ambiance with a single aspect of contact at HP. It grants more desirable call handling, proactive services, reactive guide and relationship administration enabled through HP tools and predictive analytics to bring top class price at a price-effective price.
  • HP additionally offers Lifecycle experience capabilities that augment the above HP Care portfolio with HP potential during the know-how lifestyles cycle of an IT mission. This comprises approach, design, implementation and schooling functions, allowing consumers to opt for services "a la carte" to ultimate serve their needs.

    at all times On support capabilities from HP can be found now via HP know-how functions and HP approved companions. They may also be delivered with the aid of licensed HP ServiceONE partners.

    HP's premier client adventure, HP discover, takes location June four-7 in Las Vegas.

    About HP HP creates new possibilities for technology to have a meaningful have an effect on on individuals, groups, governments and society. the area's biggest know-how company, HP brings collectively a portfolio that spans printing, personal computing, utility, functions and IT infrastructure to solve client issues. extra guidance about HP is attainable at http://www.hp.com.

    (1) according to HP internal comparative checking out using HP perception on-line.(2) in response to HP internal checking out and development over a two-yr period and other aggressive substances, including the "cost of Downtime device" developed via IDC for HP, copyright 2009.(3) Gartner, Market traits, "The Product aid Beast Awakens," Doc. No. G00231218, February 2012.

    This news free up carries ahead-looking statements that contain risks, uncertainties and assumptions. If such hazards or uncertainties materialize or such assumptions show unsuitable, the results of HP and its consolidated subsidiaries may vary materially from these expressed or implied via such forward-looking statements and assumptions. All statements other than statements of old truth are statements that can be deemed forward-searching statements, including however not constrained to statements of the plans, suggestions and ambitions of administration for future operations, including execution of restructuring and integration plans; any statements regarding anticipated development, efficiency or market share regarding products and features; any statements concerning anticipated operational and economic consequences; any statements of expectation or belief; and any statements of assumptions underlying any of the foregoing. dangers, uncertainties and assumptions consist of macroeconomic and geopolitical traits and hobbies; the aggressive pressures confronted by HP's agencies; the construction and transition of new products and services (and the enhancement of existing items and features) to satisfy customer wants and respond to rising technological traits; the execution and efficiency of contracts by HP and its valued clientele, suppliers and companions; the protection of HP's highbrow property assets, together with intellectual property licensed from third parties; integration and different risks linked to business mixture and funding transactions; the hiring and retention of key personnel; expectations and assumptions regarding the execution and timing of restructuring and integration plans; the resolution of pending investigations, claims and disputes; and other hazards that are described in HP's Annual record on kind 10-okay for the fiscal yr ended October 31, 2011 and HP's other filings with the Securities and alternate fee. HP assumes no obligation and does not intend to replace these forward-looking statements.

    © 2012 Hewlett-Packard development enterprise, L.P. The information contained herein is area to alternate with out note. The best warranties for HP products and functions are set forth within the categorical guarantee statements accompanying such products and functions. Nothing herein should still be construed as constituting an additional warranty. HP shall not be accountable for technical or editorial error or omissions contained herein.


    three explanations HP Inc. stock Deserves to head higher in 2019 | killexams.com Real Questions and Pass4sure dumps

    HP (NYSE: HPQ), one of the crucial largest workstation and printer makers on the planet, is regularly pushed aside as a gradual-growth mature tech stock. Yet HP met or beat analyst expectations on the desirable and backside traces for ten straight quarters, and its inventory rose practically 10% this 12 months -- compared to a 2% decline for the S&P 500. despite the fact, I suppose HP's stock deserves to climb a lot better next 12 months, for 3 simple motives.

    1. growing to be core corporations

    HP cut up with Hewlett-Packard enterprise (NYSE: HPE) in late 2015. HP retained the business's workstation and printing businesses, while HPE retained the business hardware, software, and repair groups.

    View pictures

    photograph source: HP.

    sales of HP's PCs and printers have risen ceaselessly on account that that break up. right here's how both businesses fared over the previous year:

     

    Q1 2018

    Q2 2018

    Q3 2018

    q4 2018

    personal programs (PCs)

    15%

    14%

    12%

    11%

    Printers

    14%

    eleven%

    11%

    9%

    total

    14%

    13%

    12%

    10%

    YOY salary growth. source: HP quarterly studies.

    HP's computer sales had been buoyed by amazing demand for its larger-end laptops and convertibles, along with greater sales of its Omen gaming PCs. HP's shipments have risen yr-over-yr for ten straight quarters in line with IDC.

    IDC claims that HP controlled 22.eight% of the workstation market right through the third quarter of 2018, inserting it in 2nd location in the back of Lenovo (NASDAQOTH: LNVGY), which got a market share raise from its takeover of Fujitsu's unwell pc unit earlier this 12 months. however, the fresh allegations of chinese language espionage towards motherboard company super Micro -- along with the expenses against ZTE, Huawei, and other chinese language tech businesses -- might cause extra US businesses to buy HP's PCs instead of Lenovo's, even though tremendous Micro is rarely certainly one of Lenovo's suppliers.

    HP's income of printers remained superb in both the consumer and commercial markets, the latter of which got a huge boost from the takeovers of Samsung's printing unit and office machine dealer Apogee. The commercial unit is also diversifying into industrial 3D printers, which might develop into a big increase engine within the near future.

    View pictures

    photograph supply: Getty photographs.

    2. sturdy operating margins and earnings boom

    HP's operating margins remained solid because it grew its revenues, indicating that it is rarely aggressively selling lower-margin products or over-increasing its operations to live competitive. decrease expenditures for components -- exceptionally memory chips -- are also assisting the notebook unit's profitability.

    Story continues

     

    Q1 2018

    Q2 2018

    Q3 2018

    q4 2018

    PCs

    three.6%

    3.8%

    three.9%

    3.eight%

    Printers

    15.eight%

    16%

    sixteen%

    16.1%

    total (GAAP)

    6.7%

    6.9%

    7.four%

    6.8%

    total (Non-GAAP)

    7%

    7.4%

    7.three%

    7.1%

    working margins. supply: HP quarterly reports.

    HP also invariably repurchases shares to enhance its EPS and tighten up its valuations. over the past twelve months, it spent $2.6 billion -- or sixty four% of its free money flow (FCF) -- on buybacks. It additionally authorised a brand new $four billion buyback plan (akin to eleven% of its market cap) prior this yr. those buybacks contributed to HP's solid EPS increase over the last yr.

     

    Q1 2018

    Q2 2018

    Q3 2018

    this fall 2018

    GAAP EPS*

    217%

    89%

    26%

    one hundred twenty%

    Non-GAAP EPS

    24%

    16%

    14%

    23%

    YOY EPS income growth. supply: HP quarterly reviews. *comprises positive aspects from contemporary acquisitions.

    For the complete 12 months, HP's non-GAAP EPS grew 23% to $2.02 per share, and it expects that determine to upward push to $2.12-$2.22 in fiscal 2019, which would represent 5%-10% increase. those salary will comfortably cover its ahead dividend yield of two.5% with a payout ratio under 30% -- which offers it quite a lot of room for future hikes.

    three. bargain valuations

    At $23, HP trades at below eleven times this 12 months's revenue estimate. It also trades at less than one instances this yr's salary estimate of $59.4 billion, which might signify 1.5% growth from 2018.

    Analysts predict HP's EPS to develop at a regular expense of 12% over the subsequent 5 years. in line with that forecast, HP has a 5-12 months PEG ratio of 0.9. since a PEG ratio under 1 is considered "undervalued", HP's stock appears low-priced relative to its long-term increase capabilities.

    the key takeaway

    investors are seemingly averting HP because of fears of tariffs, a cyclical slowdown in computing device sales, and a perception that larger-yielding bonds are more authentic earnings investments. youngsters, I believe that HP's widening moat, reliable increase, low valuation, and good dividend make it a reliable long-term investment in a risky market -- so i'm not promoting my shares each time quickly.

    more From The Motley fool

     

    Leo solar owns shares of HP. The Motley fool has no place in any of the shares mentioned. The Motley idiot has a disclosure policy.


    HP Inc. needs to Spin-Off Printing | killexams.com Real Questions and Pass4sure dumps

    No effect found, are trying new keyword!Printing and computers now not belong collectively at HP Inc. HP's printing division would command a excessive P/E as a standalone business. The last own systems enterprise should revamp its custome...


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    Hyperledger Onboards 12 New Members Including Alibaba Cloud, Deutsche Telekom and Citi | killexams.com real questions and Pass4sure dumps

    Hyperledger has onboarded 12 new members, including such major firms as Alibaba Cloud, Citi, and Deutsche Telekom, according to an announcement published on Dec. 11.

    Launched in 2016, Hyperledger is an open source project created by the Linux Foundation and created to support the development of blockchain-based distributed ledgers.

    The new members were announced at the Hyperledger Global Forum in Basel, Switzerland. The latest general members that joined the initiative include Alibaba Cloud, a subsidiary of the e-commerce giant; financial services firm Citigroup, Deutsche Telekom, one of the largest telecoms providers in Europe; and European blockchain trading platform we.trade, among others.

    Hyperledger executive director Brian Behlendorf said that “the growing Hyperledger community  reflects the increasing importance of open source efforts to build enterprise blockchain technologies across industries and markets.” Beth Devin, Head of Innovation Network and Emerging Technology at Citi Ventures said:

    “We believe blockchain has the potential to drive new forms of efficiency and develop new markets, and are pleased to join the Hyperledger project to advance our exploration.”

    This month, the Hyperledger Technical Steering Committee approved the Ursa project, a modular cryptography software library. Ursa is meant to avoid wasted work on duplicate projects, enhancing security by simplifying analysis and making it “less likely for less experienced people to create their own less secure implementations.”

    In October, the central bank of Germany, Deutsche Bundesbank, and securities marketplace organizer Deutsche Boerse (DB) successfully completed the trial of a blockchain solution in the settlements area. The transaction volume and speed of a production system were tested on the Hyperledger Fabric framework and Digital Asset, a distributed ledger (DLT) solution for the financial sector.


    Spectra Logic Expands Its Tape Library Offerings | killexams.com real questions and Pass4sure dumps

    March 1st, 2018 by Adam Armstrong

    Today Spectra Logic introduced two new tape library products, expanding its existing family of automated tape storage solutions. These new solutions include a highly scalable, modular and affordable tape library that enables users to start with a single drive and scale up as needed, the Spectra Stack, and a more cost-effective, entry-level version of the company’s T950 Tape Library, the Spectra T950v Tape Library. Spectra will also be offering RoCE 10Gigabit Ethernet connectivity with its IBM TS1155 tape drives for Ethernet tape library integration in Spectra’s T380, T950, T950v and TFinity ExaScale Tape Libraries.

    When it comes to maximum capacity for a good price, nobody can beat tape storage. As data grows, backup and archive data grows right along with it and needs to be stored in a cost-effective manner. Spectra Logic’s answer to this is the new Spectra Stack. The Spectra Stack is a 6U module with 10 LTO tape slots. Users can start with a singe tape drive and scale up to a maximum of 560 LTO tapes, adding 10 slots at a time or 80/6U. This can bring a total capacity of 6.7PB (16.75PB with compression) in a single 42U space. The Spectra Stack has a quoted transfer rate of 45TB/hour (105TB/hour compressed).

    Not only does the Spectra Stack offer tape flexibility (from 1 tape drive to 560) is also supports both full-height and half-height drives. Companies that leverage tape tend to have older generation drives. The Spectra Stack takes this into account as well and supports several generation of LTO tape drives (LTO-5, 6, 7 and 8) and LTO media (LTO-3, 4, 5, 6, 7, 8 and LTO-7 Type M). New technology can be integrated in to help protect investments.

    The Spectra Stack leverages BlueVision software that includes an intuitive color touchscreen, remote web interface, ability to create Shared Library Services (SLS) partitions (up to 20), built-in diagnostics, media lifecycle management, encryption, and encryption key management. Spectra Stack can be integrated with BlackPearl. And customers are eligible for MigrationPass that allows them to consolidate other storage tape library applications, drives and tape cartridges into the Spectra Stack.

    Spectra T950 Tape Library is the go to Tape Library form medium-capacity applications. It supports features used in HPC such as BulkTAP access port and remote camera monitoring. While these features are needed for certain customers, the general IT and M&E applications have different needs. The Spectra T950v removes some of the higher end features and add support for half-height drives reducing the installation cost by tens of thousands of dollars and bringing all of the benefits (such as enterprise-grade features and reliability) to more customers. The T950v supports up to 120 LTO-8 drives and media for a total of 120PB (300PB compressed) capacity and data transfer rates up to 155TB/hour (324TB/hour compressed). The T950v will also support the IBM TS11XX Tape Technology.

    Capabilities include:

  • Superior density, speed and reliability for exceptional digital preservation
  • Decreased power consumption
  • Reduced media handling through patented TeraPack Technology
  • The ability to TranScale to the world’s largest single library – Spectra’s TFinity ExaScale
  • Availability and Pricing

    The Spectra Stack and T950v Tape Library are available now. Spectra Stack MSRP pricing starts at $9000 for a library with 40 slots and a single LTO-7 tape drive. The IBM TS1155 Ethernet-attached (RoCE) drives are expected to be available in the TFinity ExaScale in June of this year. 

    Spectra Stack

    Spectra T950v Tape Library

    Discuss this story

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    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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