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<a href="/docs/2.11.1/quick-start/dotnet"
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>.NET/C#</a>
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<a href="/docs/2.11.1/quick-start/cpp"
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>C++</a>
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>Python</a>
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<a href="/docs/2.11.1/quick-start/nodejs"
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>Node.JS</a>
</li>
<li>
<a href="/docs/2.11.1/quick-start/sql"
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>SQL</a>
</li>
<li>
<a href="/docs/2.11.1/quick-start/php"
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>PHP</a>
</li>
<li>
<a href="/docs/2.11.1/quick-start/restapi"
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>REST API</a>
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<a href="/docs/2.11.1/installation/installing-using-docker"
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>Installing Using Docker</a>
</li>
<li>
<a href="/docs/2.11.1/installation/deb-rpm"
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>Installing DEB or RPM package</a>
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<li><a href="/docs/2.11.1/installation/kubernetes/amazon-eks-deployment" class=''>Amazon EKS</a></li>
<li><a href="/docs/2.11.1/installation/kubernetes/azure-deployment" class=''>Azure Kubernetes Service</a></li>
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</li>
<li>
<a href="/docs/2.11.1/installation/vmware-installation"
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<a href="/docs/2.11.1/understanding-configuration"
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>Understanding Configuration</a>
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>Setting Up</a>
</li>
<li>
<a href="/docs/2.11.1/logging"
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>Configuring Logging</a>
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<li>
<a href="/docs/2.11.1/resources-injection"
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>Resources Injection</a>
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</li>
<li>
<a href="/docs/2.11.1/starting-nodes" class='' >Starting and Stopping Nodes</a>
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<li>
<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/2.11.1/clustering/clustering"
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>Overview</a>
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<a href="/docs/2.11.1/clustering/tcp-ip-discovery"
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>TCP/IP Discovery</a>
</li>
<li>
<a href="/docs/2.11.1/clustering/zookeeper-discovery"
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>ZooKeeper Discovery</a>
</li>
<li>
<a href="/docs/2.11.1/clustering/discovery-in-the-cloud"
class=''
>Discovery in the Cloud</a>
</li>
<li>
<a href="/docs/2.11.1/clustering/network-configuration"
class=''
>Network Configuration</a>
</li>
<li>
<a href="/docs/2.11.1/clustering/connect-client-nodes"
class=''
>Connecting Client Nodes</a>
</li>
<li>
<a href="/docs/2.11.1/clustering/baseline-topology"
class=''
>Baseline Topology</a>
</li>
<li>
<a href="/docs/2.11.1/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/2.11.1/thin-clients/getting-started-with-thin-clients"
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<li>
<a href="/docs/2.11.1/thin-clients/java-thin-client"
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>Java Thin Client</a>
</li>
<li>
<a href="/docs/2.11.1/thin-clients/dotnet-thin-client"
class=''
>.NET Thin Client</a>
</li>
<li>
<a href="/docs/2.11.1/thin-clients/cpp-thin-client"
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>C++ Thin Client</a>
</li>
<li>
<a href="/docs/2.11.1/thin-clients/python-thin-client"
class=''
>Python Thin Client</a>
</li>
<li>
<a href="/docs/2.11.1/thin-clients/php-thin-client"
class=''
>PHP Thin Client</a>
</li>
<li>
<a href="/docs/2.11.1/thin-clients/nodejs-thin-client"
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>Node.js Thin Client</a>
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<li>
<button
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<li><a href="/docs/2.11.1/binary-client-protocol/binary-client-protocol" class=''>Binary Client Protocol</a></li>
<li><a href="/docs/2.11.1/binary-client-protocol/data-format" class=''>Data Format</a></li>
<li><a href="/docs/2.11.1/binary-client-protocol/key-value-queries" class=''>Key-Value Queries</a></li>
<li><a href="/docs/2.11.1/binary-client-protocol/sql-and-scan-queries" class=''>SQL and Scan Queries</a></li>
<li><a href="/docs/2.11.1/binary-client-protocol/binary-type-metadata" class=''>Binary Types Metadata</a></li>
<li><a href="/docs/2.11.1/binary-client-protocol/cache-configuration" class=''>Cache Configuration</a></li>
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</li>
</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/2.11.1/data-modeling/data-modeling"
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>Introduction</a>
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<li>
<a href="/docs/2.11.1/data-modeling/data-partitioning"
class=''
>Data Partitioning</a>
</li>
<li>
<a href="/docs/2.11.1/data-modeling/affinity-collocation"
class=''
>Affinity Colocation</a>
</li>
<li>
<a href="/docs/2.11.1/data-modeling/binary-marshaller"
class=''
>Binary Marshaller</a>
</li>
</nav>
</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/2.11.1/memory-architecture"
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>Memory Architecture</a>
</li>
<li>
<a href="/docs/2.11.1/memory-configuration/data-regions"
class=''
>Configuring Data Regions</a>
</li>
<li>
<a href="/docs/2.11.1/memory-configuration/eviction-policies"
class=''
>Eviction Policies</a>
</li>
<li>
<a href="/docs/2.11.1/memory-configuration/replacement-policies"
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>Replacement Policies</a>
</li>
</nav>
</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/2.11.1/persistence/native-persistence"
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>Ignite Persistence</a>
</li>
<li>
<a href="/docs/2.11.1/persistence/external-storage"
class=''
>External Storage</a>
</li>
<li>
<a href="/docs/2.11.1/persistence/swap"
class=''
>Swapping</a>
</li>
<li>
<a href="/docs/2.11.1/persistence/custom-cache-store"
class=''
>Implementing Custom Cache Store</a>
</li>
<li>
<a href="/docs/2.11.1/persistence/snapshot-directory"
class=''
>Configuring Snapshot Directory</a>
</li>
<li>
<a href="/docs/2.11.1/persistence/snapshots"
class=''
>Cluster Snapshots</a>
</li>
<li>
<a href="/docs/2.11.1/persistence/disk-compression"
class=''
>Disk Compression</a>
</li>
<li>
<a href="/docs/2.11.1/persistence/persistence-tuning"
class=''
>Tuning Persistence</a>
</li>
</nav>
</li>
<li>
<a href="/docs/2.11.1/snapshots/snapshots" class='' >Cluster Snapshots</a>
</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/2.11.1/configuring-caches/configuration-overview"
class=''
>Cache Configuration</a>
</li>
<li>
<a href="/docs/2.11.1/configuring-caches/configuring-backups"
class=''
>Configuring Partition Backups</a>
</li>
<li>
<a href="/docs/2.11.1/configuring-caches/partition-loss-policy"
class=''
>Partition Loss Policy</a>
</li>
<li>
<a href="/docs/2.11.1/configuring-caches/atomicity-modes"
class=''
>Atomicity Modes</a>
</li>
<li>
<a href="/docs/2.11.1/configuring-caches/expiry-policies"
class=''
>Expiry Policy</a>
</li>
<li>
<a href="/docs/2.11.1/configuring-caches/on-heap-caching"
class=''
>On-Heap Caching</a>
</li>
<li>
<a href="/docs/2.11.1/configuring-caches/cache-groups"
class=''
>Cache Groups</a>
</li>
<li>
<a href="/docs/2.11.1/configuring-caches/near-cache"
class=''
>Near Caches</a>
</li>
</nav>
</li>
<li>
<a href="/docs/2.11.1/data-rebalancing" class='' >Data Rebalancing</a>
</li>
<li>
<a href="/docs/2.11.1/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/2.11.1/key-value-api/basic-cache-operations"
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>Basic Cache Operations</a>
</li>
<li>
<a href="/docs/2.11.1/key-value-api/binary-objects"
class=''
>Working with Binary Objects</a>
</li>
<li>
<a href="/docs/2.11.1/key-value-api/using-scan-queries"
class=''
>Using Scan Queries</a>
</li>
<li>
<a href="/docs/2.11.1/read-repair"
class=''
>Read Repair</a>
</li>
</nav>
</li>
<li>
<a href="/docs/2.11.1/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/2.11.1/SQL/sql-introduction"
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>Introduction</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/schemas"
class=''
>Understanding Schemas</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/indexes"
class=''
>Defining Indexes</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/sql-api"
class=''
>Using SQL API</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/distributed-joins"
class=''
>Distributed Joins</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/sql-transactions"
class=''
>SQL Transactions</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/custom-sql-func"
class=''
>Custom SQL Functions</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/JDBC/jdbc-driver"
class=''
>JDBC Driver</a>
</li>
<li>
<a href="/docs/2.11.1/SQL/JDBC/jdbc-client-driver"
class=''
>JDBC Client Driver</a>
</li>
<li>
<button
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<li><a href="/docs/2.11.1/SQL/ODBC/odbc-driver" class=''>ODBC Driver</a></li>
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<li><a href="/docs/2.11.1/SQL/ODBC/querying-modifying-data" class=''>Querying and Modifying Data</a></li>
<li><a href="/docs/2.11.1/SQL/ODBC/specification" class=''>Specification</a></li>
<li><a href="/docs/2.11.1/SQL/ODBC/data-types" class=''>Data Types</a></li>
<li><a href="/docs/2.11.1/SQL/ODBC/error-codes" class=''>Error Codes</a></li>
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</li>
<li>
<a href="/docs/2.11.1/transactions/mvcc"
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>Multiversion Concurrency Control</a>
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<li>
<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/2.11.1/sql-reference/sql-conformance"
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>SQL Conformance</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/ddl"
class=''
>Data Definition Language (DDL)</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/dml"
class=''
>Data Manipulation Language (DML)</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/transactions"
class=''
>Transactions</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/operational-commands"
class=''
>Operational Commands</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/aggregate-functions"
class=''
>Aggregate functions</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/numeric-functions"
class=''
>Numeric Functions</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/string-functions"
class=''
>String Functions</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/date-time-functions"
class=''
>Data and Time Functions</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/system-functions"
class=''
>System Functions</a>
</li>
<li>
<a href="/docs/2.11.1/sql-reference/data-types"
class=''
>Data Types</a>
</li>
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</li>
<li>
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<li>
<a href="/docs/2.11.1/distributed-computing/distributed-computing"
class=''
>Distributed Computing API</a>
</li>
<li>
<a href="/docs/2.11.1/distributed-computing/cluster-groups"
class=''
>Cluster Groups</a>
</li>
<li>
<a href="/docs/2.11.1/distributed-computing/executor-service"
class=''
>Executor Service</a>
</li>
<li>
<a href="/docs/2.11.1/distributed-computing/map-reduce"
class=''
>MapReduce API</a>
</li>
<li>
<a href="/docs/2.11.1/distributed-computing/load-balancing"
class=''
>Load Balancing</a>
</li>
<li>
<a href="/docs/2.11.1/distributed-computing/fault-tolerance"
class=''
>Fault Tolerance</a>
</li>
<li>
<a href="/docs/2.11.1/distributed-computing/job-scheduling"
class=''
>Job Scheduling</a>
</li>
<li>
<a href="/docs/2.11.1/distributed-computing/collocated-computations"
class=''
>Colocating Computations with Data</a>
</li>
</nav>
</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/2.11.1/code-deployment/deploying-user-code"
class=''
>Deploying User Code</a>
</li>
<li>
<a href="/docs/2.11.1/code-deployment/peer-class-loading"
class=''
>Peer Class Loading</a>
</li>
</nav>
</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/2.11.1/machine-learning/machine-learning"
class=''
>Machine Learning</a>
</li>
<li>
<a href="/docs/2.11.1/machine-learning/partition-based-dataset"
class=''
>Partition Based Dataset</a>
</li>
<li>
<a href="/docs/2.11.1/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/2.11.1/machine-learning/binary-classification/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.11.1/machine-learning/binary-classification/linear-svm" class=''>Linear SVM (Support Vector Machine)</a></li>
<li><a href="/docs/2.11.1/machine-learning/binary-classification/decision-trees" class=''>Decision Trees</a></li>
<li><a href="/docs/2.11.1/machine-learning/binary-classification/multilayer-perceptron" class=''>Multilayer Perceptron</a></li>
<li><a href="/docs/2.11.1/machine-learning/binary-classification/logistic-regression" class=''>Logistic Regression</a></li>
<li><a href="/docs/2.11.1/machine-learning/binary-classification/knn-classification" class=''>k-NN Classification</a></li>
<li><a href="/docs/2.11.1/machine-learning/binary-classification/ann" class=''>ANN (Approximate Nearest Neighbor)</a></li>
<li><a href="/docs/2.11.1/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/2.11.1/machine-learning/regression/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.11.1/machine-learning/regression/linear-regression" class=''>Linear Regression</a></li>
<li><a href="/docs/2.11.1/machine-learning/regression/decision-trees-regression" class=''>Decision Trees Regression</a></li>
<li><a href="/docs/2.11.1/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/2.11.1/machine-learning/clustering/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.11.1/machine-learning/clustering/k-means-clustering" class=''>K-Means Clustering</a></li>
<li><a href="/docs/2.11.1/machine-learning/clustering/gaussian-mixture" class=''>Gaussian mixture (GMM)</a></li>
</nav>
</li>
<li>
<a href="/docs/2.11.1/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/2.11.1/machine-learning/model-selection/introduction" class=''>Introduction</a></li>
<li><a href="/docs/2.11.1/machine-learning/model-selection/evaluator" class=''>Evaluator</a></li>
<li><a href="/docs/2.11.1/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/2.11.1/machine-learning/model-selection/hyper-parameter-tuning" class=''>Hyper-parameter tuning</a></li>
<li><a href="/docs/2.11.1/machine-learning/model-selection/pipeline-api" class=''>Pipeline API</a></li>
</nav>
</li>
<li>
<a href="/docs/2.11.1/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/2.11.1/machine-learning/ensemble-methods/introduction" class=''></a></li>
<li><a href="/docs/2.11.1/machine-learning/ensemble-methods/stacking" class=''>Stacking</a></li>
<li><a href="/docs/2.11.1/machine-learning/ensemble-methods/baggin" class=''>Bagging</a></li>
<li><a href="/docs/2.11.1/machine-learning/ensemble-methods/random-forest" class=''>Random Forest</a></li>
<li><a href="/docs/2.11.1/machine-learning/ensemble-methods/gradient-boosting" class=''>Gradient Boosting</a></li>
</nav>
</li>
<li>
<a href="/docs/2.11.1/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>
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<article data-swiftype-index='true'>
<a class='edit-link' href="https://github.com/apache/ignite/tree/IGNITE-7595/docs/_docs/monitoring-metrics/tracing.adoc" target="_blank">Edit</a>
<h1>Tracing</h1>
<div id="preamble">
<div class="sectionbody">
<div class="admonitionblock warning">
<table>
<tr>
<td class="icon">
<div class="title">Warning</div>
</td>
<td class="content">
This feature is experimental.
</td>
</tr>
</table>
</div>
<div class="paragraph">
<p>A number of APIs in Ignite are instrumented for tracing with OpenCensus.
You can collect distributed traces of various tasks executed in your cluster and use this information to diagnose latency problems.</p>
</div>
<div class="paragraph">
<p>We suggest you get familiar with OpenCensus tracing documentation before reading this chapter: <a href="https://opencensus.io/tracing/" class="bare" target="_blank" rel="noopener">https://opencensus.io/tracing/</a>.</p>
</div>
<div class="paragraph">
<p>The following Ignite APIs are instrumented for tracing:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>Discovery</p>
</li>
<li>
<p>Communication</p>
</li>
<li>
<p>Exchange</p>
</li>
<li>
<p>Transactions</p>
</li>
<li>
<p>SQL queries</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>To view traces, you must export them into an external system.
You can use one of the OpenCensus exporters or write your own, but in any case, you will have to write code that registers an exporter in Ignite.
Refer to <a href="#exporting-traces">Exporting Traces</a> for details.</p>
</div>
</div>
</div>
<div class="sect1">
<h2 id="configuring-tracing">Configuring Tracing</h2>
<div class="sectionbody">
<div class="paragraph">
<p>Enable OpenCensus tracing in the node configuration. All nodes in the cluster must use the same tracing configuration.</p>
</div>
<code-tabs><code-tab data-tab='XML'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="xml"><span class="nt">&lt;bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.configuration.IgniteConfiguration"</span><span class="nt">&gt;</span>
<span class="nt">&lt;property</span> <span class="na">name=</span><span class="s">"tracingSpi"</span><span class="nt">&gt;</span>
<span class="nt">&lt;bean</span> <span class="na">class=</span><span class="s">"org.apache.ignite.spi.tracing.opencensus.OpenCensusTracingSpi"</span><span class="nt">/&gt;</span>
<span class="nt">&lt;/property&gt;</span>
<span class="nt">&lt;/bean&gt;</span></code></pre>
</div>
</div></code-tab><code-tab data-tab='Java'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="java"><span class="nc">IgniteConfiguration</span> <span class="n">cfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">();</span>
<span class="n">cfg</span><span class="o">.</span><span class="na">setTracingSpi</span><span class="o">(</span><span class="k">new</span> <span class="n">org</span><span class="o">.</span><span class="na">apache</span><span class="o">.</span><span class="na">ignite</span><span class="o">.</span><span class="na">spi</span><span class="o">.</span><span class="na">tracing</span><span class="o">.</span><span class="na">opencensus</span><span class="o">.</span><span class="na">OpenCensusTracingSpi</span><span class="o">());</span>
<span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">);</span></code></pre>
</div>
</div></code-tab><code-tab data-tab='C#/.NET'></code-tab><code-tab data-tab='C++' data-unavailable='true'><div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code>This API is not presently available for C++. You can use XML configuration.</code></pre>
</div>
</div></code-tab></code-tabs>
</div>
</div>
<div class="sect1">
<h2 id="enabling-trace-sampling">Enabling Trace Sampling</h2>
<div class="sectionbody">
<div class="paragraph">
<p>When you start your cluster with the above configuration, Ignite does not collect traces.
You have to enable trace sampling for a specific API at runtime.
You can turn trace sampling on and off at will, for example, only for the period when you are troubleshooting a problem.</p>
</div>
<div class="paragraph">
<p>You can do this in two ways:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>via the control script from the command line</p>
</li>
<li>
<p>programmatically</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>Traces are collected at a given probabilistic sampling rate.
The rate is specified as a value between 0.0 and 1.0 inclusive: <code>0</code> means no sampling, <code>1</code> means always sampling.</p>
</div>
<div class="paragraph">
<p>When the sampling rate is set to a value greater than 0, Ignite collects traces.
To disable trace collection, set the sampling rate to 0.</p>
</div>
<div class="paragraph">
<p>The following sections describe the two ways of enabling trace sampling.</p>
</div>
<div class="sect2">
<h3 id="using-control-script">Using Control Script</h3>
<div class="paragraph">
<p>Go to the <code>{IGNITE_HOME}/bin</code> directory of your Ignite installation.
Enable experimental commands in the control script:</p>
</div>
<div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="shell"><span class="nb">export </span><span class="nv">IGNITE_ENABLE_EXPERIMENTAL_COMMAND</span><span class="o">=</span><span class="nb">true</span></code></pre>
</div>
</div>
<div class="paragraph">
<p>Enable tracing for a specific API:</p>
</div>
<div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="shell">./control.sh <span class="nt">--tracing-configuration</span> <span class="nb">set</span> <span class="nt">--scope</span> TX <span class="nt">--sampling-rate</span> 1</code></pre>
</div>
</div>
<div class="paragraph">
<p>Refer to the <a href="/docs/2.11.1/control-script#tracing-configuration">Control Script</a> sections for the list of all parameters.</p>
</div>
</div>
<div class="sect2">
<h3 id="programmatically">Programmatically</h3>
<div class="paragraph">
<p>Once you start the node, you can enable trace sampling as follows:</p>
</div>
<div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="java"><span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">();</span>
<span class="n">ignite</span><span class="o">.</span><span class="na">tracingConfiguration</span><span class="o">().</span><span class="na">set</span><span class="o">(</span>
<span class="k">new</span> <span class="nc">TracingConfigurationCoordinates</span><span class="o">.</span><span class="na">Builder</span><span class="o">(</span><span class="nc">Scope</span><span class="o">.</span><span class="na">TX</span><span class="o">).</span><span class="na">build</span><span class="o">(),</span>
<span class="k">new</span> <span class="nc">TracingConfigurationParameters</span><span class="o">.</span><span class="na">Builder</span><span class="o">().</span><span class="na">withSamplingRate</span><span class="o">(</span><span class="mi">1</span><span class="o">).</span><span class="na">build</span><span class="o">());</span></code></pre>
</div>
</div>
<div class="paragraph">
<p>The <code>--scope</code> parameter specifies the API you want to trace.
The following APIs are instrumented for tracing:</p>
</div>
<div class="ulist">
<ul>
<li>
<p><code>DISCOVERY</code> — discovery events</p>
</li>
<li>
<p><code>EXCHANGE</code> — exchange events</p>
</li>
<li>
<p><code>COMMUNICATION</code> — communication events</p>
</li>
<li>
<p><code>TX</code> — transactions</p>
</li>
<li>
<p><code>SQL</code> — SQL queries</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>The <code>--sampling-rate</code> is the probabilistic sampling rate, a number between <code>0</code> and <code>1</code>:</p>
</div>
<div class="ulist">
<ul>
<li>
<p><code>0</code> means no sampling,</p>
</li>
<li>
<p><code>1</code> means always sampling.</p>
</li>
</ul>
</div>
</div>
</div>
</div>
<div class="sect1">
<h2 id="exporting-traces">Exporting Traces</h2>
<div class="sectionbody">
<div class="paragraph">
<p>To view traces, you need to export them to an external backend using one of the available exporters.
OpenCensus supports a number of exporters out-of-the-box, and you can write a custom one.
Refer to the <a href="https://opencensus.io/exporters/" target="_blank" rel="noopener">OpenCensus Exporters</a> for details.</p>
</div>
<div class="paragraph">
<p>In this section, we will show how to export traces to <a href="https://zipkin.io" target="_blank" rel="noopener">Zipkin</a>.</p>
</div>
<div class="olist arabic">
<ol class="arabic">
<li>
<p>Follow <a href="https://zipkin.io/pages/quickstart.html" target="_blank" rel="noopener">this guide</a> to launch Zipkin on your machine.</p>
</li>
<li>
<p>Register <code>ZipkinTraceExporter</code> in the application where you start Ignite:</p>
<div class="openblock">
<div class="content">
<div class="listingblock">
<div class="content">
<pre class="rouge highlight"><code data-lang="java"><span class="c1">//register Zipkin exporter</span>
<span class="nc">ZipkinTraceExporter</span><span class="o">.</span><span class="na">createAndRegister</span><span class="o">(</span>
<span class="nc">ZipkinExporterConfiguration</span><span class="o">.</span><span class="na">builder</span><span class="o">().</span><span class="na">setV2Url</span><span class="o">(</span><span class="s">"http://localhost:9411/api/v2/spans"</span><span class="o">)</span>
<span class="o">.</span><span class="na">setServiceName</span><span class="o">(</span><span class="s">"ignite-cluster"</span><span class="o">).</span><span class="na">build</span><span class="o">());</span>
<span class="nc">IgniteConfiguration</span> <span class="n">cfg</span> <span class="o">=</span> <span class="k">new</span> <span class="nc">IgniteConfiguration</span><span class="o">().</span><span class="na">setClientMode</span><span class="o">(</span><span class="kc">true</span><span class="o">)</span>
<span class="o">.</span><span class="na">setTracingSpi</span><span class="o">(</span><span class="k">new</span> <span class="n">org</span><span class="o">.</span><span class="na">apache</span><span class="o">.</span><span class="na">ignite</span><span class="o">.</span><span class="na">spi</span><span class="o">.</span><span class="na">tracing</span><span class="o">.</span><span class="na">opencensus</span><span class="o">.</span><span class="na">OpenCensusTracingSpi</span><span class="o">());</span>
<span class="nc">Ignite</span> <span class="n">ignite</span> <span class="o">=</span> <span class="nc">Ignition</span><span class="o">.</span><span class="na">start</span><span class="o">(</span><span class="n">cfg</span><span class="o">);</span>
<span class="c1">//enable trace sampling for transactions with 100% sampling rate</span>
<span class="n">ignite</span><span class="o">.</span><span class="na">tracingConfiguration</span><span class="o">().</span><span class="na">set</span><span class="o">(</span>
<span class="k">new</span> <span class="nc">TracingConfigurationCoordinates</span><span class="o">.</span><span class="na">Builder</span><span class="o">(</span><span class="nc">Scope</span><span class="o">.</span><span class="na">TX</span><span class="o">).</span><span class="na">build</span><span class="o">(),</span>
<span class="k">new</span> <span class="nc">TracingConfigurationParameters</span><span class="o">.</span><span class="na">Builder</span><span class="o">().</span><span class="na">withSamplingRate</span><span class="o">(</span><span class="mi">1</span><span class="o">).</span><span class="na">build</span><span class="o">());</span>
<span class="c1">//create a transactional cache</span>
<span class="nc">IgniteCache</span><span class="o">&lt;</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">String</span><span class="o">&gt;</span> <span class="n">cache</span> <span class="o">=</span> <span class="n">ignite</span>
<span class="o">.</span><span class="na">getOrCreateCache</span><span class="o">(</span><span class="k">new</span> <span class="nc">CacheConfiguration</span><span class="o">&lt;</span><span class="nc">Integer</span><span class="o">,</span> <span class="nc">String</span><span class="o">&gt;(</span><span class="s">"myCache"</span><span class="o">)</span>
<span class="o">.</span><span class="na">setAtomicityMode</span><span class="o">(</span><span class="nc">CacheAtomicityMode</span><span class="o">.</span><span class="na">TRANSACTIONAL</span><span class="o">));</span>
<span class="nc">IgniteTransactions</span> <span class="n">transactions</span> <span class="o">=</span> <span class="n">ignite</span><span class="o">.</span><span class="na">transactions</span><span class="o">();</span>
<span class="c1">// start a transaction</span>
<span class="k">try</span> <span class="o">(</span><span class="nc">Transaction</span> <span class="n">tx</span> <span class="o">=</span> <span class="n">transactions</span><span class="o">.</span><span class="na">txStart</span><span class="o">())</span> <span class="o">{</span>
<span class="c1">//do some operations</span>
<span class="n">cache</span><span class="o">.</span><span class="na">put</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="s">"test value"</span><span class="o">);</span>
<span class="nc">System</span><span class="o">.</span><span class="na">out</span><span class="o">.</span><span class="na">println</span><span class="o">(</span><span class="n">cache</span><span class="o">.</span><span class="na">get</span><span class="o">(</span><span class="mi">1</span><span class="o">));</span>
<span class="n">cache</span><span class="o">.</span><span class="na">put</span><span class="o">(</span><span class="mi">1</span><span class="o">,</span> <span class="s">"second value"</span><span class="o">);</span>
<span class="n">tx</span><span class="o">.</span><span class="na">commit</span><span class="o">();</span>
<span class="o">}</span>
<span class="k">try</span> <span class="o">{</span>
<span class="c1">//This code here is to wait until the trace is exported to Zipkin. </span>
<span class="c1">//If your application doesn't stop here, you don't need this piece of code. </span>
<span class="nc">Thread</span><span class="o">.</span><span class="na">sleep</span><span class="o">(</span><span class="mi">5_000</span><span class="o">);</span>
<span class="o">}</span> <span class="k">catch</span> <span class="o">(</span><span class="nc">InterruptedException</span> <span class="n">e</span><span class="o">)</span> <span class="o">{</span>
<span class="n">e</span><span class="o">.</span><span class="na">printStackTrace</span><span class="o">();</span>
<span class="o">}</span></code></pre>
</div>
</div>
</div>
</div>
</li>
<li>
<p>Open <a href="http://localhost:9411/zipkin" class="bare" target="_blank" rel="noopener">http://localhost:9411/zipkin</a> in your browser and click the search icon.</p>
<div class="openblock">
<div class="content">
<div class="paragraph">
<p>This is what a trace of the transaction looks like:</p>
</div>
<div class="imageblock">
<div class="content">
<img src="/docs/2.11.1/images/trace_in_zipkin.png" alt="trace in zipkin">
</div>
</div>
</div>
</div>
</li>
</ol>
</div>
</div>
</div>
<div class="sect1">
<h2 id="analyzing-trace-data">Analyzing Trace Data</h2>
<div class="sectionbody">
<div class="paragraph">
<p>A trace is recorded information about the execution of a specific event.
Each trace consists of a tree of <em>spans</em>.
A span is an individual unit of work performed by the system in order to process the event.</p>
</div>
<div class="paragraph">
<p>Because of the distributed nature of Ignite, an operation usually involves multiple nodes.
Therefore, a trace can include spans from multiple nodes.
Each span always contains the information about the node where the corresponding operation was executed.</p>
</div>
<div class="paragraph">
<p>In the image of the transaction trace presented above, you can see that the trace contains the spans associated with the following operations:</p>
</div>
<div class="ulist">
<ul>
<li>
<p>acquire locks (<code>transactions.colocated.lock.map</code>),</p>
</li>
<li>
<p>get (<code>transactions.near.enlist.read</code>),</p>
</li>
<li>
<p>put (<code>transactions.near.enlist.write</code>),</p>
</li>
<li>
<p>commit (<code>transactions.commit</code>), and</p>
</li>
<li>
<p>close (<code>transactions.close</code>).</p>
</li>
</ul>
</div>
<div class="paragraph">
<p>The commit operation, in turn, consists of two operations: prepare and finish.</p>
</div>
<div class="paragraph">
<p>You can click on each span to view the annotations and tags attached to it.</p>
</div>
<div class="imageblock">
<div class="content">
<img src="/docs/2.11.1/images/span.png" alt="Span">
</div>
</div>
</div>
</div>
<div class="sect1">
<h2 id="tracing-sql-queries">Tracing SQL Queries</h2>
<div class="sectionbody">
<div class="paragraph">
<p>To enable SQL queries tracing, use <code>SQL</code> as a value of the <code>scope</code> parameter during the <a href="https://ignite.apache.org/docs/latest/monitoring-metrics/tracing#enabling-trace-sampling" target="_blank" rel="noopener">trace sampling configuration</a>.
If tracing of SQL queries is enabled, execution of each SQL query on any cluster node will produce a separate trace.</p>
</div>
<div class="admonitionblock important">
<table>
<tr>
<td class="icon">
<div class="title">Important</div>
</td>
<td class="content">
<div class="paragraph">
<p>Enabling tracing for SQL queries imposes a severe degradation on SQL engine performance.</p>
</div>
</td>
</tr>
</table>
</div>
<div class="paragraph">
<p>The table below provides descriptions, a list of tags, and annotations for each span that can be a part of the SQL query trace tree.</p>
</div>
<div class="admonitionblock note">
<table>
<tr>
<td class="icon">
<div class="title">Note</div>
</td>
<td class="content">
<div class="paragraph">
<p>Depending on the SQL query type and its execution plan, some spans may not be present in the SQL query span tree.</p>
</div>
</td>
</tr>
</table>
</div>
<table class="tableblock frame-all grid-all stripes-even stretch">
<colgroup>
<col style="width: 16.6666%;">
<col style="width: 41.6666%;">
<col style="width: 41.6668%;">
</colgroup>
<thead>
<tr>
<th class="tableblock halign-left valign-top">Span Name</th>
<th class="tableblock halign-left valign-top">Description</th>
<th class="tableblock halign-left valign-top">Tags and Annotations</th>
</tr>
</thead>
<tbody>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.query</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Execution of an SQL query from the moment of registration until the used resources on the query initiator node are released</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.query.text - SQL query text</p>
</li>
<li>
<p>sql.schema - SQL schema</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.cursor.open</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">SQL query cursor opening</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.cursor.close</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">SQL query cursor closure</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.cursor.cancel</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">SQL query cursor cancellation</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.query.parse</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Parsing of SQL query</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.parser.cache.hit - Whether parsing of the SQL query was skipped due to the cached result</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.query.execute.request</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of SQL query execution request</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.query.text - SQL query text</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.next.page.request</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of the request for obtaining the next page of local SQL query execution result</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.page.response</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of the message with a node local SQL query execution result page</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.query.execute</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Execution of query by H2 SQL engine</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.query.text - SQL query text</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.page.prepare</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Reading rows from the cursor and preparing a result page</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.page.rows - Number of rows that a result page contains</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.fail.response</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of a message that indicates failure of SQL query execution</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.dml.query.execute.request</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of SQL DML query execution request</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.query.text - SQL query text</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.dml.query.response</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of SQL DML query execution result by query initiator node</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.query.cancel.request</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of SQL query cancel request</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.iterator.open</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">SQL query iterator opening</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.iterator.close</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">SQL query iterator closure</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.page.fetch</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Fetching SQL query result page</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.page.rows - Number of rows that result page contains</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.page.wait</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Waiting for SQL query results page to be received from remote node</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.index.range.request</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing SQL index range request</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.index - SQL index name</p>
</li>
<li>
<p>sql.table - SQL table name</p>
</li>
<li>
<p>sql.index.range.rows - Number of rows that an index range request result contains</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.index.range.response</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing SQL index range responce</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.dml.query.execute</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Execution of SQL DML query</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.command.query.execute</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Execution of an SQL command query, which is either a DDL query or an Ignite native command</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.partitions.reserve</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Reservation of data partitions used to execute a query</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>Annotation message that indicates reservation of data partitions for a particular cache - <code>Cache partitions were reserved [cache=&lt;name of the cache&gt;, partitions=[&lt;partitions numbers&gt;]</code></p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.cache.update</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Cache update as a result of SQL DML query execution</p></td>
<td class="tableblock halign-left valign-top"><div class="content"><div class="ulist">
<ul>
<li>
<p>sql.cache.updates - Number of cache entries to be updated as a result of DML query</p>
</li>
</ul>
</div></div></td>
</tr>
<tr>
<td class="tableblock halign-left valign-top"><p class="tableblock">sql.batch.process</p></td>
<td class="tableblock halign-left valign-top"><p class="tableblock">Processing of SQL batch update</p></td>
<td class="tableblock halign-left valign-top"></td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="copyright">
© 2022 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>
<nav class="right-nav" data-swiftype-index='false'>
<div class="toc-wrapper">
<ul class="sectlevel1">
<li><a href="#configuring-tracing">Configuring Tracing</a></li>
<li><a href="#enabling-trace-sampling">Enabling Trace Sampling</a>
<ul class="sectlevel2">
<li><a href="#using-control-script">Using Control Script</a></li>
<li><a href="#programmatically">Programmatically</a></li>
</ul>
</li>
<li><a href="#exporting-traces">Exporting Traces</a></li>
<li><a href="#analyzing-trace-data">Analyzing Trace Data</a></li>
<li><a href="#tracing-sql-queries">Tracing SQL Queries</a></li>
</ul>
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apiKey: '3eee686c0ebe39eff3baeb18c56fa5f8',
indexName: 'apache_ignite',
// Replace inputSelector with a CSS selector
// matching your search input
inputSelector: '#search-input',
// algoliaOptions: { 'facetFilters': ["version:$VERSION"] },
// Set debug to true to inspect the dropdown
debug: false,
});
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