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<a href="/docs/2.10.0/quick-start/dotnet"
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>.NET/C#</a>
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<a href="/docs/2.10.0/quick-start/cpp"
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>C++</a>
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>Python</a>
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<a href="/docs/2.10.0/quick-start/nodejs"
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>Node.JS</a>
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<li>
<a href="/docs/2.10.0/quick-start/sql"
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>SQL</a>
</li>
<li>
<a href="/docs/2.10.0/quick-start/php"
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>PHP</a>
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<a href="/docs/2.10.0/quick-start/restapi"
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>REST API</a>
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>Installing Using Docker</a>
</li>
<li>
<a href="/docs/2.10.0/installation/deb-rpm"
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>Installing DEB or RPM package</a>
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<li><a href="/docs/2.10.0/installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
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<li>
<a href="/docs/2.10.0/installation/vmware-installation"
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<a href="/docs/2.10.0/understanding-configuration"
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>Setting Up</a>
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<li>
<a href="/docs/2.10.0/logging"
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<li>
<a href="/docs/2.10.0/resources-injection"
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>Resources Injection</a>
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<li>
<a href="/docs/2.10.0/starting-nodes" class='' >Starting and Stopping Nodes</a>
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<button type='button' class='group-toggle collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
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<a href="/docs/2.10.0/clustering/clustering"
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<a href="/docs/2.10.0/clustering/tcp-ip-discovery"
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>TCP/IP Discovery</a>
</li>
<li>
<a href="/docs/2.10.0/clustering/zookeeper-discovery"
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>ZooKeeper Discovery</a>
</li>
<li>
<a href="/docs/2.10.0/clustering/discovery-in-the-cloud"
class=''
>Discovery in the Cloud</a>
</li>
<li>
<a href="/docs/2.10.0/clustering/network-configuration"
class=''
>Network Configuration</a>
</li>
<li>
<a href="/docs/2.10.0/clustering/connect-client-nodes"
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>Connecting Client Nodes</a>
</li>
<li>
<a href="/docs/2.10.0/clustering/baseline-topology"
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>Baseline Topology</a>
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<li>
<a href="/docs/2.10.0/clustering/running-client-nodes-behind-nat"
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>Running Client Nodes Behind NAT</a>
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<button type='button' class='group-toggle collapsed '>Thin Clients<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
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<a href="/docs/2.10.0/thin-clients/getting-started-with-thin-clients"
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<li>
<a href="/docs/2.10.0/thin-clients/java-thin-client"
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>Java Thin Client</a>
</li>
<li>
<a href="/docs/2.10.0/thin-clients/dotnet-thin-client"
class=''
>.NET Thin Client</a>
</li>
<li>
<a href="/docs/2.10.0/thin-clients/cpp-thin-client"
class=''
>C++ Thin Client</a>
</li>
<li>
<a href="/docs/2.10.0/thin-clients/python-thin-client"
class=''
>Python Thin Client</a>
</li>
<li>
<a href="/docs/2.10.0/thin-clients/php-thin-client"
class=''
>PHP Thin Client</a>
</li>
<li>
<a href="/docs/2.10.0/thin-clients/nodejs-thin-client"
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>Node.js Thin Client</a>
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<button
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<li><a href="/docs/2.10.0/binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
<li><a href="/docs/2.10.0/binary-client-protocol/data-format" class=''>Data Format</a></li>
<li><a href="/docs/2.10.0/binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
<li><a href="/docs/2.10.0/binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
<li><a href="/docs/2.10.0/binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
<li><a href="/docs/2.10.0/binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
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</nav>
</li>
<li>
<button type='button' class='group-toggle collapsed '>Data Modeling<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
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<li>
<a href="/docs/2.10.0/data-modeling/data-modeling"
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>Introduction</a>
</li>
<li>
<a href="/docs/2.10.0/data-modeling/data-partitioning"
class=''
>Data Partitioning</a>
</li>
<li>
<a href="/docs/2.10.0/data-modeling/affinity-collocation"
class=''
>Affinity Colocation</a>
</li>
<li>
<a href="/docs/2.10.0/data-modeling/binary-marshaller"
class=''
>Binary Marshaller</a>
</li>
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</li>
<li>
<button type='button' class='group-toggle collapsed '>Configuring Memory<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class='nav-group collapsed'>
<li>
<a href="/docs/2.10.0/memory-architecture"
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>Memory Architecture</a>
</li>
<li>
<a href="/docs/2.10.0/memory-configuration/data-regions"
class=''
>Configuring Data Regions</a>
</li>
<li>
<a href="/docs/2.10.0/memory-configuration/eviction-policies"
class=''
>Eviction Policies</a>
</li>
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</li>
<li>
<button type='button' class='group-toggle collapsed '>Configuring Persistence<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class='nav-group collapsed'>
<li>
<a href="/docs/2.10.0/persistence/native-persistence"
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>Ignite Persistence</a>
</li>
<li>
<a href="/docs/2.10.0/persistence/external-storage"
class=''
>External Storage</a>
</li>
<li>
<a href="/docs/2.10.0/persistence/swap"
class=''
>Swapping</a>
</li>
<li>
<a href="/docs/2.10.0/persistence/custom-cache-store"
class=''
>Implementing Custom Cache Store</a>
</li>
<li>
<a href="/docs/2.10.0/persistence/snapshots"
class=''
>Cluster Snapshots</a>
</li>
<li>
<a href="/docs/2.10.0/persistence/disk-compression"
class=''
>Disk Compression</a>
</li>
<li>
<a href="/docs/2.10.0/persistence/persistence-tuning"
class=''
>Tuning Persistence</a>
</li>
</nav>
</li>
<li>
<button type='button' class='group-toggle collapsed '>Configuring Caches<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class='nav-group collapsed'>
<li>
<a href="/docs/2.10.0/configuring-caches/configuration-overview"
class=''
>Cache Configuration</a>
</li>
<li>
<a href="/docs/2.10.0/configuring-caches/configuring-backups"
class=''
>Configuring Partition Backups</a>
</li>
<li>
<a href="/docs/2.10.0/configuring-caches/partition-loss-policy"
class=''
>Partition Loss Policy</a>
</li>
<li>
<a href="/docs/2.10.0/configuring-caches/atomicity-modes"
class=''
>Atomicity Modes</a>
</li>
<li>
<a href="/docs/2.10.0/configuring-caches/expiry-policies"
class=''
>Expiry Policy</a>
</li>
<li>
<a href="/docs/2.10.0/configuring-caches/on-heap-caching"
class=''
>On-Heap Caching</a>
</li>
<li>
<a href="/docs/2.10.0/configuring-caches/cache-groups"
class=''
>Cache Groups</a>
</li>
<li>
<a href="/docs/2.10.0/configuring-caches/near-cache"
class=''
>Near Caches</a>
</li>
</nav>
</li>
<li>
<a href="/docs/2.10.0/data-rebalancing" class='' >Data Rebalancing</a>
</li>
<li>
<a href="/docs/2.10.0/data-streaming" class='' >Data Streaming</a>
</li>
<li>
<button type='button' class='group-toggle collapsed '>Using Key-Value API<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class='nav-group collapsed'>
<li>
<a href="/docs/2.10.0/key-value-api/basic-cache-operations"
class=''
>Basic Cache Operations</a>
</li>
<li>
<a href="/docs/2.10.0/key-value-api/binary-objects"
class=''
>Working with Binary Objects</a>
</li>
<li>
<a href="/docs/2.10.0/key-value-api/using-scan-queries"
class=''
>Using Scan Queries</a>
</li>
<li>
<a href="/docs/2.10.0/read-repair"
class=''
>Read Repair</a>
</li>
</nav>
</li>
<li>
<a href="/docs/2.10.0/key-value-api/transactions" class='' >Performing Transactions</a>
</li>
<li>
<button type='button' class='group-toggle collapsed '>Working with SQL<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class='nav-group collapsed'>
<li>
<a href="/docs/2.10.0/SQL/sql-introduction"
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>Introduction</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/schemas"
class=''
>Understanding Schemas</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/indexes"
class=''
>Defining Indexes</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/sql-api"
class=''
>Using SQL API</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/distributed-joins"
class=''
>Distributed Joins</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/sql-transactions"
class=''
>SQL Transactions</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/custom-sql-func"
class=''
>Custom SQL Functions</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/JDBC/jdbc-driver"
class=''
>JDBC Driver</a>
</li>
<li>
<a href="/docs/2.10.0/SQL/JDBC/jdbc-client-driver"
class=''
>JDBC Client Driver</a>
</li>
<li>
<button
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<li><a href="/docs/2.10.0/SQL/ODBC/odbc-driver" class=''>ODBC Driver</a></li>
<li><a href="/docs/2.10.0//SQL/ODBC/connection-string-dsn" class=''>Connection String and DSN</a></li>
<li><a href="/docs/2.10.0/SQL/ODBC/querying-modifying-data" class=''>Querying and Modifying Data</a></li>
<li><a href="/docs/2.10.0/SQL/ODBC/specification" class=''>Specification</a></li>
<li><a href="/docs/2.10.0/SQL/ODBC/data-types" class=''>Data Types</a></li>
<li><a href="/docs/2.10.0/SQL/ODBC/error-codes" class=''>Error Codes</a></li>
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</li>
<li>
<a href="/docs/2.10.0/transactions/mvcc"
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<button type='button' class='group-toggle collapsed '>SQL Reference<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
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<a href="/docs/2.10.0/sql-reference/sql-conformance"
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<li>
<a href="/docs/2.10.0/sql-reference/ddl"
class=''
>Data Definition Language (DDL)</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/dml"
class=''
>Data Manipulation Language (DML)</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/transactions"
class=''
>Transactions</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/operational-commands"
class=''
>Operational Commands</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/aggregate-functions"
class=''
>Aggregate functions</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/numeric-functions"
class=''
>Numeric Functions</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/string-functions"
class=''
>String Functions</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/date-time-functions"
class=''
>Data and Time Functions</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/system-functions"
class=''
>System Functions</a>
</li>
<li>
<a href="/docs/2.10.0/sql-reference/data-types"
class=''
>Data Types</a>
</li>
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</li>
<li>
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<li>
<a href="/docs/2.10.0/distributed-computing/distributed-computing"
class=''
>Distributed Computing API</a>
</li>
<li>
<a href="/docs/2.10.0/distributed-computing/cluster-groups"
class=''
>Cluster Groups</a>
</li>
<li>
<a href="/docs/2.10.0/distributed-computing/executor-service"
class=''
>Executor Service</a>
</li>
<li>
<a href="/docs/2.10.0/distributed-computing/map-reduce"
class=''
>MapReduce API</a>
</li>
<li>
<a href="/docs/2.10.0/distributed-computing/load-balancing"
class=''
>Load Balancing</a>
</li>
<li>
<a href="/docs/2.10.0/distributed-computing/fault-tolerance"
class=''
>Fault Tolerance</a>
</li>
<li>
<a href="/docs/2.10.0/distributed-computing/job-scheduling"
class=''
>Job Scheduling</a>
</li>
<li>
<a href="/docs/2.10.0/distributed-computing/collocated-computations"
class=''
>Colocating Computations with Data</a>
</li>
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</li>
<li>
<button type='button' class='group-toggle collapsed '>Code Deployment<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
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<li>
<a href="/docs/2.10.0/code-deployment/deploying-user-code"
class=''
>Deploying User Code</a>
</li>
<li>
<a href="/docs/2.10.0/code-deployment/peer-class-loading"
class=''
>Peer Class Loading</a>
</li>
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</li>
<li>
<button type='button' class='group-toggle collapsed '>Machine Learning<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
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<li>
<a href="/docs/2.10.0/machine-learning/machine-learning"
class=''
>Machine Learning</a>
</li>
<li>
<a href="/docs/2.10.0/machine-learning/partition-based-dataset"
class=''
>Partition Based Dataset</a>
</li>
<li>
<a href="/docs/2.10.0/machine-learning/updating-trained-models"
class=''
>Updating Trained Models</a>
</li>
<li>
<button
type='button'
class='collapsed '>Binary Classification<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class="sub_pages collapsed">
<li><a href="/docs/2.10.0/machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.10.0/machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
<li><a href="/docs/2.10.0/machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
<li><a href="/docs/2.10.0/machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
<li><a href="/docs/2.10.0/machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
<li><a href="/docs/2.10.0/machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
<li><a href="/docs/2.10.0/machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
<li><a href="/docs/2.10.0/machine-learning/binary-classification/naive-bayes" class=''>Naive Bayes</a></li>
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</li>
<li>
<button
type='button'
class='collapsed '>Regression<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class="sub_pages collapsed">
<li><a href="/docs/2.10.0/machine-learning/regression/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.10.0/machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
<li><a href="/docs/2.10.0/machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
<li><a href="/docs/2.10.0/machine-learning/regression/knn-regression" class=''>k-NN Regression</a></li>
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</li>
<li>
<button
type='button'
class='collapsed '>Clustering<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class="sub_pages collapsed">
<li><a href="/docs/2.10.0/machine-learning/clustering/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.10.0/machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
<li><a href="/docs/2.10.0/machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
</nav>
</li>
<li>
<a href="/docs/2.10.0/machine-learning/preprocessing"
class=''
>Preprocessing</a>
</li>
<li>
<button
type='button'
class='collapsed '>Model Selection<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class="sub_pages collapsed">
<li><a href="/docs/2.10.0/machine-learning/model-selection/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.10.0/machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
<li><a href="/docs/2.10.0/machine-learning/model-selection/split-the-dataset-on-test-and-train-datasets" class=''>Split the dataset on test and train datasets</a></li>
<li><a href="/docs/2.10.0/machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
<li><a href="/docs/2.10.0/machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
</nav>
</li>
<li>
<a href="/docs/2.10.0/machine-learning/multiclass-classification"
class=''
>Multiclass Classification</a>
</li>
<li>
<button
type='button'
class='collapsed '>Ensemble Methods<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class="sub_pages collapsed">
<li><a href="/docs/2.10.0/machine-learning/ensemble-methods/introduction" class=''></a></li>
<li><a href="/docs/2.10.0/machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
<li><a href="/docs/2.10.0/machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
<li><a href="/docs/2.10.0/machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
<li><a href="/docs/2.10.0/machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
</nav>
</li>
<li>
<a href="/docs/2.10.0/machine-learning/recommendation-systems"
class=''
>Recommendation Systems</a>
</li>
<li>
<button
type='button'
class='collapsed '>Importing Model<img class="state-indicator" src="/assets/images/left-nav-arrow.svg" width="6" height="10"></button>
<nav class="sub_pages collapsed">
<li><a href="/docs/2.10.0/machine-learning/importing-model/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.10.0/machine-learning/importing-model/model-import-from-gxboost" class=''>Import Model from XGBoost</a></li>
<li><a href="/docs/2.10.0/machine-learning/importing-model/model-import-from-apache-spark" class=''>Import Model from Apache Spark</a></li>
</nav>
</li>
</nav>
</li>
<li>
<a href="/docs/2.10.0/key-value-api/continuous-queries" class='' >Using Continuous Queries</a>
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<div class="left-nav__overlay"></div>
<article data-swiftype-index='true'>
<a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/perf-and-troubleshooting/yardstick-benchmarking.adoc" target="_blank">Edit</a>
<h1>Benchmarking Ignite With Yardstick Framework</h1>
<div class="sect1">
<h2 id="yardstick-ignite-benchmarks">Yardstick Ignite Benchmarks</h2>
<div class="sectionbody">
<div class="paragraph">
<p>Apache Ignite benchmarks are written on top of the Yardstick Framework, allowing you to measure the performance of
various Apache Ignite components and modules. The documentation below describes how to execute and configure pre-assembled
benchmarks. If you need to add new benchmarks
or build existing one, then refer to the instructions from Ignite&#8217;s <code>DEVNOTES.txt</code> file in the source directory.</p>
</div>
<div class="paragraph">
<p>Visit the <a href="https://github.com/gridgain/yardstick" target="_blank" rel="noopener">Yardstick Repository</a> for more details on the resulting graphs generation
and how the framework works.</p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="running-ignite-benchmarks-locally">Running Ignite Benchmarks Locally</h2>
<div class="sectionbody">
<div class="paragraph">
<p>The simplest way to start with benchmarking is to use one of the executable scripts available under the <code>benchmarks/bin</code> directory:</p>
</div>
<code-tabs><code-tab data-tab='Shell'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="shell">./bin/benchmark-run-all.sh config/benchmark-sample.properties</code></pre>
</div>
</div></code-tab></code-tabs>
<div class="paragraph">
<p>The command above will benchmark the cache <code>put</code> operations for a distributed atomic cache. The results of the benchmark
will be added to an auto-generated <code>output/results-{DATE-TIME}+\</code> directory.</p>
</div>
<div class="paragraph">
<p>If the <code>./bin/benchmark-run-all.sh</code> command is executed as-is without any parameters and modifications in the configuration
file, then all the available benchmarks will be executed on a local machine using the <code>config/benchmark.properties</code>
configuration. In case of any issues, refer to the logs that are added to an auto-generated <code>output/logs-{DATE-TIME}</code> directory.</p>
</div>
<div class="paragraph">
<p>For more information about available benchmarks and configuration parameters, refer to the
<a href="#existing-benchmarks">Existing Benchmarks</a> and <a href="#properties-and-command-line-arguments">Properties And Command Line Arguments</a>
sections below.</p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="running-ignite-benchmarks-remotely">Running Ignite Benchmarks Remotely</h2>
<div class="sectionbody">
<div class="paragraph">
<p>To benchmark Apache Ignite across several remote hosts:</p>
</div>
<div class="olist arabic">
<ol class="arabic">
<li>
<p>Go to <code>config/ignite-remote-config.xml</code> and replace <code>&lt;value&gt;127.0.0.1:47500..47509&lt;/value&gt;</code> with actual IPs of all the remote
hosts. Refer to the documentation section below if you prefer to use another kind of IP finder: <a href="/docs/2.10.0/clustering/clustering">Cluster Configuration</a></p>
</li>
<li>
<p>Go to <code>config/benchmark-remote-sample.properties</code> and replace <code>localhost</code> with actual IPs of the remote hosts in the following places:
<code>SERVERS=localhost,localhost</code>
<code>DRIVERS=localhost,localhost</code>
where the <code>DRIVER</code> is a host (usually an Ignite client node) that executes benchmarking logic. <code>SERVERS</code> are Ignite nodes
that are benchmarked. Replace the <code>localhost</code> occurrences in the same places in the <code>config/benchmark-remote.properties</code>
file if you plan to execute a full set of benchmarks available.</p>
</li>
<li>
<p>Upload Ignite Yardstick Benchmarks to one of your <code>DRIVERS</code> host in its own working directory.</p>
</li>
<li>
<p>Log in on the remote host that will be the <code>DRIVER</code>, and execute the following command:</p>
<code-tabs><code-tab data-tab='Shell'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="shell">./bin/benchmark-run-all.sh config/benchmark-remote-sample.properties</code></pre>
</div>
</div></code-tab></code-tabs>
</li>
</ol>
</div>
<div class="paragraph">
<p>By default, all the necessary files will be automatically uploaded from the host in which you run the command above to
every other host to the same path. If you prefer to do it manually set the <code>AUTO_COPY</code> variable in property file to <code>false</code>.</p>
</div>
<div class="paragraph">
<p>The command above will benchmark the cache put operation for a distributed atomic cache. The results of the benchmark will
be added to an auto-generated <code>output/results-{DATE-TIME}</code> directory.</p>
</div>
<div class="paragraph">
<p>If you want to execute all the available benchmarks across the remote hosts, then execute the following command on the <code>DRIVER</code> side:</p>
</div>
<code-tabs><code-tab data-tab='Shell'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="shell">./bin/benchmark-run-all.sh config/benchmark-remote.properties</code></pre>
</div>
</div></code-tab></code-tabs>
</div>
</div>
<div class="sect1">
<h2 id="existing-benchmarks">Existing Benchmarks</h2>
<div class="sectionbody">
<div class="paragraph">
<p>The following benchmarks are provided by default:</p>
</div>
<div class="olist arabic">
<ol class="arabic">
<li>
<p><code>GetBenchmark</code> - benchmarks atomic distributed cache get operation.</p>
</li>
<li>
<p><code>PutBenchmark</code> - benchmarks atomic distributed cache put operation.</p>
</li>
<li>
<p><code>PutGetBenchmark</code> - benchmarks atomic distributed cache put and get operations together.</p>
</li>
<li>
<p><code>PutTxBenchmark</code> - benchmarks transactional distributed cache put operation.</p>
</li>
<li>
<p><code>PutGetTxBenchmark</code> - benchmarks transactional distributed cache put and get operations together.</p>
</li>
<li>
<p><code>SqlQueryBenchmark</code> - benchmarks distributed SQL query over cached data.</p>
</li>
<li>
<p><code>SqlQueryJoinBenchmark</code> - benchmarks distributed SQL query with a Join over cached data.</p>
</li>
<li>
<p><code>SqlQueryPutBenchmark</code> - benchmarks distributed SQL query with simultaneous cache updates.</p>
</li>
<li>
<p><code>AffinityCallBenchmark</code> - benchmarks affinity call operation.</p>
</li>
<li>
<p><code>ApplyBenchmark</code> - benchmarks apply operation.</p>
</li>
<li>
<p><code>BroadcastBenchmark</code> - benchmarks broadcast operations.</p>
</li>
<li>
<p><code>ExecuteBenchmark</code> - benchmarks execute operations.</p>
</li>
<li>
<p><code>RunBenchmark</code> - benchmarks running task operations.</p>
</li>
<li>
<p><code>PutGetOffHeapBenchmark</code> - benchmarks atomic distributed cache put and get operations together off-heap.</p>
</li>
<li>
<p><code>PutGetOffHeapValuesBenchmark</code> - benchmarks atomic distributed cache put value operations off-heap.</p>
</li>
<li>
<p><code>PutOffHeapBenchmark</code> - benchmarks atomic distributed cache put operations off-heap.</p>
</li>
<li>
<p><code>PutOffHeapValuesBenchmark</code> - benchmarks atomic distributed cache get value operations off-heap.</p>
</li>
<li>
<p><code>PutTxOffHeapBenchmark</code> - benchmarks transactional distributed cache put operation off-heap.</p>
</li>
<li>
<p><code>PutTxOffHeapValuesBenchmark</code> - benchmarks transactional distributed cache put value operation off-heap.</p>
</li>
<li>
<p><code>SqlQueryOffHeapBenchmark</code> -benchmarks distributed SQL query over cached data off-heap.</p>
</li>
<li>
<p><code>SqlQueryJoinOffHeapBenchmark</code> - benchmarks distributed SQL query with a Join over cached data off-heap.</p>
</li>
<li>
<p><code>SqlQueryPutOffHeapBenchmark</code> - benchmarks distributed SQL query with simultaneous cache updates off-heap.</p>
</li>
<li>
<p><code>PutAllBenchmark</code> - benchmarks atomic distributed cache batch put operation.</p>
</li>
<li>
<p><code>PutAllTxBenchmark</code> - benchmarks transactional distributed cache batch put operation.</p>
</li>
</ol>
</div>
</div>
</div>
<div class="sect1">
<h2 id="properties-and-command-line-arguments">Properties And Command Line Arguments</h2>
<div class="sectionbody">
<div class="paragraph">
<p>Note that this section only describes configuration parameters specific to Ignite benchmarks, and not for Yardstick framework.
To run Ignite benchmarks and generate graphs, you will need to run them using the Yardstick framework scripts in the <code>bin</code> folder.</p>
</div>
<div class="paragraph">
<p>Refer to the <a href="https://github.com/gridgain/yardstick/blob/master/README.md" target="_blank" rel="noopener">Yardstick Documentation</a> for common Yardstick
properties and command line arguments for running Yardstick scripts.</p>
</div>
<div class="paragraph">
<p>The following Ignite benchmark properties can be defined in the benchmark configuration:</p>
</div>
<div class="ulist">
<ul>
<li>
<p><code>-b &lt;num&gt;</code> or <code>--backups &lt;num&gt;</code> - Number of backups for every key.</p>
</li>
<li>
<p><code>-cfg &lt;path&gt;</code> or <code>--Config &lt;path&gt;</code> - Path to Ignite configuration file.</p>
</li>
<li>
<p><code>-cs</code> or <code>--cacheStore</code> - Enable or disable cache store readThrough, writeThrough.</p>
</li>
<li>
<p><code>-cl</code> or <code>--client</code> - Client flag. Use this flag if you running more than one <code>DRIVER</code>, otherwise additional drivers would behave like a <code>servers</code>.</p>
</li>
<li>
<p><code>-nc</code> or <code>--nearCache</code> - Near cache flag.</p>
</li>
<li>
<p><code>-nn &lt;num&gt;</code> or <code>--nodeNumber &lt;num&gt;</code> - Number of nodes (automatically set in <code>benchmark.properties</code>); used to wait for the specified number of nodes to start.</p>
</li>
<li>
<p><code>-sm &lt;mode&gt;</code> or <code>-syncMode &lt;mode&gt;</code> - Synchronization mode (defined in CacheWriteSynchronizationMode`).</p>
</li>
<li>
<p><code>-r &lt;num&gt;</code> or <code>--range</code> - Range of keys that are randomly generated for cache operations.</p>
</li>
<li>
<p><code>-rd or --restartdelay</code> - Restart delay in seconds.</p>
</li>
<li>
<p><code>-rs or --restartsleep</code> - Restart sleep in seconds.</p>
</li>
<li>
<p><code>-rth &lt;host&gt;</code> or <code>--restHost &lt;host&gt;</code> - REST TCP host.</p>
</li>
<li>
<p><code>-rtp &lt;num&gt;</code> or <code>--restPort &lt;num&gt;</code> - REST TCP port, indicates that a Ignite node is ready to process Ignite Clients.</p>
</li>
<li>
<p><code>-ss</code> or <code>--syncSend</code> - Flag indicating whether synchronous send is used in <code>TcpCommunicationSpi</code>.</p>
</li>
<li>
<p><code>-txc &lt;value&gt;</code> or <code>--txConcurrency &lt;value&gt;</code> - Cache transaction concurrency control, either <code>OPTIMISTIC</code> or <code>PESSIMISTIC</code> (defined in <code>CacheTxConcurrency</code>).</p>
</li>
<li>
<p><code>-txi &lt;value&gt;</code> or <code>--txIsolation &lt;value&gt;</code> - Cache transaction isolation (defined in <code>CacheTxIsolation</code>).</p>
</li>
<li>
<p><code>-wb</code> or <code>--writeBehind</code> - Enable or disable writeBehind for cache store.</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>For example, if you want to run 2 <code>IgniteNode</code> servers on localhost with the <code>PutBenchmark</code> benchmark, number of
backups set to <code>1</code>, and synchronization mode set to <code>PRIMARY_SYNC</code>, then the following configuration should be specified
in the <code>benchmark.properties</code> file:</p>
</div>
<code-tabs><code-tab data-tab='Shell'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="shell"><span class="nv">SERVER_HOSTS</span><span class="o">=</span>localhost,localhost
...
<span class="c"># Note that -dn and -sn, which stand for data node and server node,</span>
<span class="c"># are native Yardstick parameters and are documented in</span>
<span class="c"># Yardstick framework.</span>
<span class="nv">CONFIGS</span><span class="o">=</span><span class="s2">"-b 1 -sm PRIMARY_SYNC -dn PutBenchmark</span><span class="sb">`</span>IgniteNode<span class="s2">"</span></code></pre>
</div>
</div></code-tab></code-tabs>
</div>
</div>
<div class="sect1">
<h2 id="building-from-sources">Building From Sources</h2>
<div class="sectionbody">
<div class="paragraph">
<p>Run <code>mvn clean package -Pyardstick -pl modules/yardstick -am -DskipTests</code> in the Apache Ignite root directory.</p>
</div>
<div class="paragraph">
<p>This command will compile the project and also unpack the scripts from <code>yardstick-resources.zip</code> file to <code>modules/yardstick/target/assembly/bin</code> directory.</p>
</div>
<div class="paragraph">
<p>Artifacts can be found in the <code>modules/yardstick/target/assembly</code> directory.</p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="custom-ignite-benchmarks">Custom Ignite Benchmarks</h2>
<div class="sectionbody">
<div class="paragraph">
<p>All benchmarks extend the <code>AbstractBenchmark</code> class. A new benchmark should also extend this abstract class and
implement the <code>test</code> method (this is the method that actually tests performance).</p>
</div>
</div>
</div>
<div class="copyright">
© 2021 The Apache Software Foundation.<br/>
Apache, Apache Ignite, the Apache feather and the Apache Ignite logo are either registered trademarks or trademarks of The Apache Software Foundation.
</div>
</article>
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<ul class="sectlevel1">
<li><a href="#yardstick-ignite-benchmarks">Yardstick Ignite Benchmarks</a></li>
<li><a href="#running-ignite-benchmarks-locally">Running Ignite Benchmarks Locally</a></li>
<li><a href="#running-ignite-benchmarks-remotely">Running Ignite Benchmarks Remotely</a></li>
<li><a href="#existing-benchmarks">Existing Benchmarks</a></li>
<li><a href="#properties-and-command-line-arguments">Properties And Command Line Arguments</a></li>
<li><a href="#building-from-sources">Building From Sources</a></li>
<li><a href="#custom-ignite-benchmarks">Custom Ignite Benchmarks</a></li>
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