1"use strict";(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[7106],{67106:(e,t,a)=>{a.d(t,{O:()=>r});let r=[{data:{index:"Home","getting-started":"Getting started","client-libraries":"Client libraries","ai-ecosystem":"AI ecosystem","use-cases":"Use cases",fundamentals:"Fundamentals","data-modeling":"Data modeling","data-migration":"Data migration",querying:"Querying","advanced-algorithms":"Advanced algorithms","custom-query-modules":"Custom query modules","memgraph-lab":"Memgraph Lab","database-management":"Database management",deployment:"Deployment",clustering:"Clustering","data-streams":"Data streams","memgraph-zero":"Memgraph Zero","help-center":"Help center","release-notes":"Release notes"}},{name:"advanced-algorithms",route:"/advanced-algorithms",children:[{data:{"available-algorithms":"Available algorithms","deep-path-traversal":"Deep path traversal algorithms","install-mage":"Install MAGE","run-algorithms":"Run algorithms","utilize-networkx":"Utilize NetworkX"}},{name:"available-algorithms",route:"/advanced-algorithms/available-algorithms",children:[{data:{algo:"algo",betweenness_centrality_online:"betweenness_centrality_online",betweenness_centrality:"betweenness_centrality",biconnected_components:"biconnected_components",bipartite_matching:"bipartite_matching",bridges:"bridges",collections:"collections",csv_utils:"csv_utils",community_detection_online:"community_detection_online",community_detection:"community_detection",convert:"convert",convert_c:"convert_c",do:"do",create:"create",cross_database:"cross_database",cugraph:"cugraph",cycles:"cycles",date:"date",degree_centrality:"degree_centrality",distance_calculator:"distance_calculator",elasticsearch_synchronization:"elasticsearch_synchronization",embeddings:"embeddings",export_util:"export_util",gnn:"gnn",gnn_link_prediction:"gnn_link_prediction",gnn_node_classification:"gnn_node_classification",graph_analyzer:"graph_analyzer",graph_coloring:"graph_coloring",graph_util:"graph_util",igraphalg:"igraphalg",import_util:"import_util",json_util:"json_util",knn:"knn",katz_centrality_online:"katz_centrality_online",katz_centrality:"katz_centrality",kmeans_clustering:"kmeans_clustering",label:"label",leiden_community_detection:"leiden_community_detection",llm:"llm",llm_util:"llm_util",map:"map",math:"math",max_flow:"max_flow",merge:"merge",meta_util:"meta_util",meta:"meta",migrate:"migrate",mgps:"mgps",neighbors:"neighbors",node_similarity:"node_similarity",node:"node",node2vec_online:"node2vec_online",node2vec:"node2vec",nodes:"nodes",nxalg:"nxalg",pagerank_online:"pagerank_online",pagerank:"pagerank",path:"path",periodic:"periodic",refactor:"refactor",search:"search",set_cover:"set_cover",set_property:"set_property",temporal:"temporal",text:"text",tgn:"temporal_graph_networks",tsp:"tsp",union_find:"union_find",util_module:"util_module",uuid_generator:"uuid_generator",vrp:"vrp",weakly_connected_components:"weakly_connected_components",xml_module:"xml_module"}},{name:"algo",route:"/advanced-algorithms/available-algorithms/algo",frontMatter:{title:"algo",description:"Set of procedures for graph algorithms, enabling advanced graph analysis and path finding."}},{name:"betweenness_centrality_online",route:"/advanced-algorithms/available-algorithms/betweenness_centrality_online",frontMatter:{title:"betweenness_centrality_online",description:"Access Memgraph's advanced betweenness centrality computation functions. With detailed tutorials and comprehensive documentation, optimize your graph analysis queries."}},{name:"betweenness_centrality",route:"/advanced-algorithms/available-algorithms/betweenness_centrality",frontMatter:{title:"betweenness_centrality",description:"Advance your graph analysis capabilities with Memgraph's betweenness centrality. Learn via detailed documentation how to leverage the advanced computation to process tailored queries."}},{name:"biconnected_components",route:"/advanced-algorithms/available-algorithms/biconnected_components",frontMatter:{title:"biconnected_components",description:"Harvest the analysis power of Memgraph's biconnected component algorithm. Learn through tutorials and comprehensive documentation how to harness the advanced algorithm's potential via tailored queries."}},{name:"bipartite_matching",route:"/advanced-algorithms/available-algorithms/bipartite_matching",frontMatter:{title:"bipartite_matching",description:"Explore Memgraph's advanced bipartite matching algorithm to enhance your graph analysis capabilities. Get started with our documentation on the potential of advanced computation."}},{name:"bridges",route:"/advanced-algorithms/available-algorithms/bridges",frontMatter:{title:"bridges",description:"Leverage Memgraph's bridge functions to optimize your graph analysis capabilities. Explore the advanced algorithmic potential with tailored tutorials and our docs."}}
1,{name:"collections",route:"/advanced-algorithms/available-algorithms/collections",frontMatter:{title:"collections",description:"Harness Memgraph's diverse collection functions to manipulate and transform graph data efficiently. Visualize the potential with detailed documentation and tutorials."}},{name:"community_detection_online",route:"/advanced-algorithms/available-algorithms/community_detection_online",frontMatter:{title:"community_detection_online",description:"Learn how to perform online community detection using Memgraph. Explore tutorials and comprehensive documentation on detecting and analyzing communities in real-time with Memgraph's graph computing solution."}},{name:"community_detection",route:"/advanced-algorithms/available-algorithms/community_detection",frontMatter:{title:"community_detection",description:"Explore Memgraph's community detection capabilities and learn how to analyze the structure of complex networks. Access tutorials and comprehensive documentation to enhance your understanding of community detection."}},{name:"convert_c",route:"/advanced-algorithms/available-algorithms/convert_c",frontMatter:{title:"convert_c",description:"Harness Memgraph's convert_c module to transform data structures into tree representations efficiently. Visualize the potential with detailed documentation and tutorials."}},{name:"convert",route:"/advanced-algorithms/available-algorithms/convert",frontMatter:{title:"convert",description:"Harness Memgraph's convert module to transform data structures efficiently. Visualize the potential with detailed documentation and tutorials."}},{name:"create",route:"/advanced-algorithms/available-algorithms/create",frontMatter:{title:"create",description:"Find out how to create nodes and relationships within the graph structure with more precision and flexibility."}},{name:"cross_database",route:"/advanced-algorithms/available-algorithms/cross_database",frontMatter:{title:"cross_database",description:"Query other databases (Memgraph, Neo4j, PostgreSQL, MySQL, Oracle, SQL Server, S3, Arrow Flight, DuckDB, ServiceNow) directly from Memgraph and stream their rows into your graph."}},{name:"csv_utils",route:"/advanced-algorithms/available-algorithms/csv_utils",frontMatter:{title:"csv_utils",description:"An utility module for creating and deleting CSV files in Memgraph."}},{name:"cugraph",route:"/advanced-algorithms/available-algorithms/cugraph",frontMatter:{title:"cugraph",description:"Unlock the power of cugraph in Memgraph for high-performance graph analytics. Learn how to leverage GPU acceleration with tutorials and comprehensive documentation on utilizing cugraph within Memgraph's solution."}},{name:"cycles",route:"/advanced-algorithms/available-algorithms/cycles",frontMatter:{title:"cycles",description:"Discover Memgraph's cycle analysis capabilities for graphs. Enhance your understanding of identifying and analyzing cycles within graphs, and much more."}},{name:"date",route:"/advanced-algorithms/available-algorithms/date",frontMatter:{title:"date",description:"Discover how to effectively perform date-based operations in your graph data with Memgraph's Date class. Also, check out our documentation to learn how to manipulate and better contextualize dates in your data."}},{name:"degree_centrality",route:"/advanced-algorithms/available-algorithms/degree_centrality",frontMatter:{title:"degree_centrality",description:"Enhance your graph analysis capabilities with Memgraph's degree centrality measures. Learn how to assess the significance of nodes within graphs using tutorials and comprehensive documentation."}},{name:"distance_calculator",route:"/advanced-algorithms/available-algorithms/distance_calculator",frontMatter:{title:"distance_calculator",description:"Optimize your graph analysis with Memgraph's distance calculator. Explore tutorials and comprehensive documentation to learn how to calculate distances and shortest paths between nodes in your graphs."}},{name:"do",route:"/advanced-algorithms/available-algorithms/do",frontMatter:{title:"do",description:"Optimize your graph computing workflow with Memgraph's conditional execution capabilities. Explore tutorials and comprehensive documentation to learn how to execute specific operations based on conditions within your graphs."}},{name:"elasticsearch_synchronization",route:"/advanced-algorithms/available-algorithms/elasticsearch_synchronization",frontMatter:{title:"elasticsearch_synchronization",description:"Learn how to synchronize data between Memgraph and Elasticsearch for graph-based search and analysis. Access tutorials and comprehensive documentation to integrate and leverage Elasticsearch with Memgraph's graph solution."}},{name:"embeddings",route:"/advanced-algorithms/available-algorithms/embeddings",frontMatter:{title:"embeddings",description:"Calculate sentence embeddings on node strings using a local SentenceTransformer model or any remote embedding provider (OpenAI, Ollama, Cohere, Voyage, Mistral, Jina, Bedrock, ...)."}},{name:"export_util",route:"/advanced-algorithms/available-algorithms/export_util",frontMatter:{title:"export_util",description:"Learn how to efficie
1ntly export data from Memgraph using the export_util tool. Access tutorials and comprehensive documentation to understand the export process and optimize your data export workflows."}},{name:"gnn_link_prediction",route:"/advanced-algorithms/available-algorithms/gnn_link_prediction",frontMatter:{title:"link_prediction with GNN",description:"Unlock the power of graph neural networks for link prediction in Memgraph. Learn how to leverage the capabilities of GNNs with tutorials and comprehensive documentation in Memgraph's graph computing solution."}},{name:"gnn_node_classification",route:"/advanced-algorithms/available-algorithms/gnn_node_classification",frontMatter:{title:"node_classification with GNN",description:"Enhance graph analysis with node classification using graph neural networks (GNNs) in Memgraph. Access tutorials and comprehensive documentation to learn how to leverage GNNs for accurate node classification in your graphs."}},{name:"gnn",route:"/advanced-algorithms/available-algorithms/gnn",frontMatter:{title:"gnn",description:"Export and import graph data in PyTorch Geometric (PyG) and TensorFlow GNN (TF-GNN) formats. Enables GNN training pipelines by converting Memgraph graphs to framework-native JSON representations and writing back inference results."}},{name:"graph_analyzer",route:"/advanced-algorithms/available-algorithms/graph_analyzer",frontMatter:{title:"graph_analyzer",description:"Explore the graph_analyzer tool in Memgraph for deep graph analysis. Enhance your understanding of graph analysis techniques with tutorials and our documentation."}},{name:"graph_coloring",route:"/advanced-algorithms/available-algorithms/graph_coloring",frontMatter:{title:"graph_coloring",description:"Optimize graph analysis and visualization with graph coloring in Memgraph. Explore tutorials and comprehensive documentation to learn how to effectively color and analyze your graphs."}},{name:"graph_util",route:"/advanced-algorithms/available-algorithms/graph_util",frontMatter:{title:"graph_util",description:"Enhance your graph computing workflow with Memgraph's graph_util utility. Access tutorials and comprehensive documentation to learn how to work with graphs more efficiently using the graph_util utility in Memgraph."}},{name:"igraphalg",route:"/advanced-algorithms/available-algorithms/igraphalg",frontMatter:{title:"igraphalg",description:"Discover the integration of igraph algorithms in Memgraph for advanced graph analysis. Learn how to apply igraph algorithms using tutorials and comprehensive documentation in Memgraph."}},{name:"import_util",route:"/advanced-algorithms/available-algorithms/import_util",frontMatter:{title:"import_util",description:"Learn how to efficiently import data into Memgraph using the import_util tool. Access tutorials and comprehensive documentation to understand the import process and optimize your data import workflows."}},{name:"json_util",route:"/advanced-algorithms/available-algorithms/json_util",frontMatter:{title:"json_util",description:"Explore Memgraph's json_util tool for working with JSON data within graphs. Learn how to work with JSON data using tutorials and documentation in Memgraph."}},{name:"katz_centrality_online",route:"/advanced-algorithms/available-algorithms/katz_centrality_online",frontMatter:{title:"katz_centrality_online",description:"Optimize your graph analysis by computing Katz centrality online with Memgraph. Explore tutorials and comprehensive documentation to learn how to efficiently analyze node influence and importance using real-time Katz centrality calculations."}},{name:"katz_centrality",route:"/advanced-algorithms/available-algorithms/katz_centrality",frontMatter:{title:"katz_centrality",description:"Learn how to enhance your graph analysis with Katz centrality in Memgraph. Access tutorials and comprehensive documentation to understand and apply Katz centrality algorithms within Memgraph's graph solution."}},{name:"kmeans_clustering",route:"/advanced-algorithms/available-algorithms/kmeans_clustering",frontMatter:{title:"kmeans",description:"Discover Memgraph's k-means clustering capabilities for grouping similar nodes in graphs. Access tutorials and comprehensive documentation to learn how to efficie
1ntly perform k-means clustering and extract valuable insights from your graph data in Memgraph."}},{name:"knn",route:"/advanced-algorithms/available-algorithms/knn",frontMatter:{title:"K-nearest neighbours (KNN)",description:"Discover Memgraph's k-nearest neighbors algorithm for finding similar nodes based on cosine similarity. Access comprehensive documentation and examples to efficiently identify the most similar nodes in your graph data."}},{name:"label",route:"/advanced-algorithms/available-algorithms/label",frontMatter:{title:"label",description:"Organize and categorize your graph elements with Memgraph's Label class, which adds labels to nodes and edges. Make sure to regularly check our documentation to enhance your graph data management."}},{name:"leiden_community_detection",route:"/advanced-algorithms/available-algorithms/leiden_community_detection",frontMatter:{title:"leiden_community_detection",description:"Explore Memgraph's Leiden community detection capabilities and learn how to analyze the structure of complex networks. Access tutorials and comprehensive documentation to enhance your understanding of Leiden community detection algorithm."}},{name:"llm_util",route:"/advanced-algorithms/available-algorithms/llm_util",frontMatter:{title:"llm_util",description:"Explore Memgraph's llm_util tool for working with label-lookup maps in graphs. Access tutorials and comprehensive documentation to learn how to efficiently manage label-lookup maps and enhance your graph analysis within Memgraph."}},{name:"llm",route:"/advanced-algorithms/available-algorithms/llm",frontMatter:{title:"llm",description:"Send text to an LLM and get completions from Cypher using the llm module. Works with OpenAI, Anthropic, Ollama, and other providers via LiteLLM."}},{name:"map",route:"/advanced-algorithms/available-algorithms/map",frontMatter:{title:"map",description:"Explore Memgraph's map utility for efficient graph data mapping and navigation. Make use of tutorials and comprehensive documentation to learn how to effectively utilize the map utility in Memgraph."}},{name:"math",route:"/advanced-algorithms/available-algorithms/math",frontMatter:{title:"math",description:"Explore Memgraph's math utility for precise numeric operations and rounding calculations. Make use of tutorials and comprehensive documentation to learn how to effectively utilize math functions in Memgraph."}},{name:"max_flow",route:"/advanced-algorithms/available-algorithms/max_flow",frontMatter:{title:"max_flow",description:"Unlock the power of maximum flow algorithms in Memgraph for analyzing flow networks. Access tutorials and comprehensive documentation to learn how to perform maximum flow analysis and gain insights from your graph data."}},{name:"merge",route:"/advanced-algorithms/available-algorithms/merge",frontMatter:{title:"merge",description:"Find out how to merge nodes and relationships within the graph structure with more precision and flexibility."}},{name:"meta_util",route:"/advanced-algorithms/available-algorithms/meta_util",frontMatter:{title:"meta_util",description:"Discover Memgraph's meta_util tool for efficient handling of meta-information in graphs. Enhance your graph analysis with tutorials and comprehensive documentation to effectively work with meta-information."}},{name:"meta",route:"/advanced-algorithms/available-algorithms/meta",frontMatter:{title:"meta",description:"Create metadata about the database using procedures from the MAGE Library."}},{name:"mgps",route:"/advanced-algorithms/available-algorithms/mgps",frontMatter:{title:"mgps",description:"Memgraph's mgps module contains various utility functions for general-purpose tasks."}},{name:"migrate",route:"/advanced-algorithms/available-algorithms/migrate",frontMatter:{title:"migrate",description:"The migrate module was renamed to cross_database in Memgraph 3.11. The migrate.* procedure names continue to work as aliases."}},{name:"neighbors",route:"/advanced-algorithms/available-algorithms/neighbors",frontMatter:{title:"neighbors",description:"Get the tools to interact with and query nodes that have direct relationships to a specified node, enabling an examination of the immediate connections within the graph."}},{name:"node_similarity",route:"/advanced-algorithms/available-algorithms/node_similarity",frontMatter:{title:"node_similarity",description:"Discover Memgraph's node similarity algorithms for comprehensive analysis of node similarity in graphs. Access tutorials and comprehensive documentation to learn how to measure, analyze, and leverage node similarity in Memgraph."}},{name:"node",route:"/advanced-algorithms/available-algorithms/node",frontMatter:{title:"node",description:"Get a comprehensive toolkit for managing graph nodes, enabling creation, deleti
1on, updating, merging, and more."}},{name:"node2vec_online",route:"/advanced-algorithms/available-algorithms/node2vec_online",frontMatter:{title:"node2vec_online",description:"Get your hands on Memgraph's online node2vec capabilities for learning node embeddings in dynamic graphs. You will find everything covered in our detailed documentation."}},{name:"node2vec",route:"/advanced-algorithms/available-algorithms/node2vec",frontMatter:{title:"node2vec",description:"Learn how to use node2vec for graph analysis and machine learning with Memgraph, a powerful graph computing solution. Access step-by-step instructions and documentation to leverage node2vec for enhanced analysis of your graph data."}},{name:"nodes",route:"/advanced-algorithms/available-algorithms/nodes",frontMatter:{title:"nodes",descriptions:"Get a comprehensive toolkit for managing multiple graph nodes, enabling linking, updating, type deduction and more."}},{name:"nxalg",route:"/advanced-algorithms/available-algorithms/nxalg",frontMatter:{title:"nxalg",description:"Gain valuable insights into your data by utilizing Memgraph's nxalg package, which houses a variety of efficient and scalable networkx algorithms for graph analysis."}},{name:"pagerank_online",route:"/advanced-algorithms/available-algorithms/pagerank_online",frontMatter:{title:"pagerank_online",description:"Leverage Memgraph's pagerank_online algorithm to calculate the importance of the nodes in your graph datasets in real-time. Discover detailed documentation and expert instructions to optimize your pagerank calculations."}},{name:"pagerank",route:"/advanced-algorithms/available-algorithms/pagerank",frontMatter:{title:"pagerank",description:"Uncover the importance and influence of nodes in your graph data by utilizing Memgraph's pagerank algorithm. Access expert instructions and comprehensive documentation as well for helpful insights."}},{name:"path",route:"/advanced-algorithms/available-algorithms/path",frontMatter:{title:"path",description:"Explore different paths, filter relationships, and nodes based on specific criteria."}},{name:"periodic",route:"/advanced-algorithms/available-algorithms/periodic",frontMatter:{title:"periodic",description:"Get to know how to make use of Memgraph's periodic module to execute a query periodically in batches. Take your graphs to the next level with our documentation and tutorials."}},{name:"refactor",route:"/advanced-algorithms/available-algorithms/refactor",frontMatter:{title:"refactor",description:"Change graph objects by cloning them, inverting relationships and similar actions."}},{name:"search",route:"/advanced-algorithms/available-algorithms/search",frontMatter:{title:"search",description:"Look up nodes by a label and property value in Memgraph using a comparison operator, without writing the equivalent MATCH and WHERE clauses."}},{name:"set_cover",route:"/advanced-algorithms/available-algorithms/set_cover",frontMatter:{title:"set_cover",description:"Optimize your graph data subset selection and analysis tasks with Memgraph's set_cover algorithm. Access detailed documentation and expert instructions to learn how to apply set_cover for more graphs."}},{name:"set_property",route:"/advanced-algorithms/available-algorithms/set_property",frontMatter:{title:"set_property",description:"Set property module enables dynamical access and editing of node and relationship properties."}},{name:"temporal",route:"/advanced-algorithms/available-algorithms/temporal",frontMatter:{title:"temporal",description:"Use sophisticated manipulation, conversion and calculation procedures for date and time data types."}},{name:"text",route:"/advanced-algorithms/available-algorithms/text",frontMatter:{title:"text",description:"Analyze and query text-based attributes in your graph data with Memgraph's Text class. Do take a look at our documentation and expert guidance to enhance your text-based analysis and search capabilities."}},{name:"tgn",route:"/advanced-algorithms/available-algorithms/tgn",frontMatter:{title:"temporal_graph_networks",description:"Gain valuable insights into your data by leveraging Memgraph's tgn algorithm for analysis of temporal relationships and dynamic graph networks."}},{name:"tsp",route:"/advanced-algorithms/available-algorithms/tsp",frontMatter:{title:"tsp",description:"Solve the Traveling Salesman Problem (TSP) with Memgraph's tsp algorithm. Access detailed documentation and expert guidance to learn how to optimize your route planning and visitation tasks."}},{name:"union_find",route:"/advanced-algorithms/available-algorithms/union_find",frontMatter:{title:"union_find",description:"Enhance your graph data analysis tasks with Memgraph's union_find algorithm, which performs efficie
1nt set operations on disjoint sets. Access comprehensive documentation for more information on how to optimize data analysis tasks."}},{name:"util_module",route:"/advanced-algorithms/available-algorithms/util_module",frontMatter:{title:"util_module",description:"Streamline a variety of tasks related to database operations using procedures from the util_module."}},{name:"uuid_generator",route:"/advanced-algorithms/available-algorithms/uuid_generator",frontMatter:{title:"uuid_generator",description:"Effectively manage and create unique identifiers in your graph datasets with Memgraph's uuid_generator algorithm. Discover comprehensive documentation and expert instructions to learn how to use uuid_generator in your graphs."}},{name:"vrp",route:"/advanced-algorithms/available-algorithms/vrp",frontMatter:{title:"vrp",description:"Discover how to optimize your transportation and delivery networks with Memgraph's vrp algorithm, which efficiently solves the Vehicle Routing Problem."}},{name:"weakly_connected_components",route:"/advanced-algorithms/available-algorithms/weakly_connected_components",frontMatter:{title:"weakly_connected_components",description:"Effectively identify connected components in your graph data with Memgraph's weakly_connected_components algorithm. Find out more in our detailed documentation."}},{name:"xml_module",route:"/advanced-algorithms/available-algorithms/xml_module",frontMatter:{title:"xml_module",description:"Load and parse XML data."}}]},{name:"available-algorithms",route:"/advanced-algorithms/available-algorithms",frontMatter:{title:"Available advanced algorithms",description:"Learn how Memgraph's available algorithms revolutionize graph analysis. Get started with optimized algorithms for tailored queries and access detailed documentation with a snap."}},{name:"deep-path-traversal",route:"/advanced-algorithms/deep-path-traversal",frontMatter:{title:"Deep path traversal algorithms",description:"Enhance your graph analysis tasks with Memgraph's comprehensive set of built-in deep path traversal graph algorithms. Our documentation and detailed instructions have got your back."}},{name:"install-mage",route:"/advanced-algorithms/install-mage",frontMatter:{title:"Install MAGE graph algorithm library",description:"Learn how to install Memgraph and explore the wide range of algorithms available through MAGE, enabling you to unlock valuable insights from your graph data."}},{name:"run-algorithms",route:"/advanced-algorithms/run-algorithms",frontMatter:{title:"Run algorithms",description:"From step-by-step instructions on installing Memgraph to expert guidance on running algorithms through MAGE, empower your graph analysis and drive valuable business outcomes."}},{name:"utilize-networkx",route:"/advanced-algorithms/utilize-networkx",frontMatter:{title:"Utilize the NetworkX library with Memgraph",description:"Utilize NetworkX with Memgraph for powerful and efficient graph analysis and computing. Explore instructions and documentation to learn how to utilize NetworkX in your daily graph data tasks."}}]},{name:"advanced-algorithms",route:"/advanced-algorithms",frontMatter:{title:"Advanced algorithms",description:"Advance your graph analysis capabilities with Memgraph's tailored algorithms for optimized combinatorial queries. 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1(VM)",description:"Learn how to choose instance type, select OS, and configure the network for Memgraph deployment."}},{name:"docker",route:"/deployment/environments/docker",frontMatter:{title:"Manage Memgraph with Docker",description:"Learn how to manage your Memgraph instance in the Docker environment."}},{name:"gcp",route:"/deployment/environments/gcp",frontMatter:{title:"Deploy Memgraph on Google Cloud Platform virtual machine",description:"Learn how to choose instance type, select OS, and configure the network for Memgraph deployment."}},{name:"linux",route:"/deployment/environments/linux",frontMatter:{title:"Manage Memgraph native Linux deployment",description:"Learn how to manage your Memgraph instance in the native Linux environment."}}]},{name:"environments",route:"/deployment/environments",frontMatter:{title:"Environments",description:"Learn all about deployment strategies and features in Memgraph."}},{name:"workloads",route:"/deployment/workloads",children:[{data:{"memgraph-in-cybersecurity":"Memgraph in cybersecurity","memgraph-in-graphrag":"Memgraph in GraphRAG use cases","memgraph-in-high-throughput-workloads":"Memgraph in high-throughput workloads","memgraph-in-mission-critical-workloads":"Memgraph in mission critical workloads","memgraph-in-fraud-detection":"Memgraph in fraud detection","memgraph-in-supply-chain":"Memgraph in supply chain"}},{name:"memgraph-in-cybersecurity",route:"/deployment/workloads/memgraph-in-cybersecurity",frontMatter:{title:"Memgraph in cybersecurity",description:"Suggestions on how to bring your Memgraph to production when running cybersecurity use cases."}},{name:"memgraph-in-fraud-detection",route:"/deployment/workloads/memgraph-in-fraud-detection",frontMatter:{title:"Memgraph in fraud detection",description:"Suggestions on how to bring your Memgraph to production in fraud detection and anti-abuse use cases."}},{name:"memgraph-in-graphrag",route:"/deployment/workloads/memgraph-in-graphrag",frontMatter:{title:"Memgraph in GraphRAG use cases",description:"Suggestions on how to bring your Memgraph to production in GraphRAG use cases."}},{name:"memgraph-in-high-throughput-workloads",route:"/deployment/workloads/memgraph-in-high-throughput-workloads",frontMatter:{title:"Memgraph in high-throughput workloads",description:"Suggestions on how to bring your Memgraph to production in high-throughput workloads."}},{name:"memgraph-in-mission-critical-workloads",route:"/deployment/workloads/memgraph-in-mission-critical-workloads",frontMatter:{title:"Memgraph in mission-critical workloads",description:"Suggestions on how to bring your Memgraph to production in mission-critical and high-availability workloads."}},{name:"memgraph-in-supply-chain",route:"/deployment/workloads/memgraph-in-supply-chain",frontMatter:{title:"Memgraph in supply chain",description:"Suggestions on how to bring your Memgraph to production in supply chain use cases."}}]},{name:"workloads",route:"/deployment/workloads",frontMatter:{title:"Workloads",description:"Learn how to deploy Memgraph in production for your workload and consider all the advices directly from the Memgraph Team based on our multi-year experiences."}}]},{name:"deployment",route:"/deployment",frontMatter:{title:"Deployment",description:"Learn all about deployment strategies and features in Memgraph."}},{name:"fundamentals",route:"/fundamentals",children:[{data:{constraints:"Constraints","data-types":"Data types","data-durability":"Data durability",indexes:"Indexes","storage-access":"Storage access","storage-memory-usage":"Storage memory usage",telemetry:"Telemetry",transactions:"Transactions",triggers:"Triggers"}},{name:"constraints",route:"/fundamentals/constraints",frontMatter:{title:"Constraints",description:"Understand the constraints in Memgraph's operations. 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A detailed resource to optimize multi-client throughput."}},{name:"storage-memory-usage",route:"/fundamentals/storage-memory-usage",frontMatter:{title:"Storage memory usage",description:"Understand how Memgraph utilizes storage memory. A detailed resource to manage and optimize your graph solution storage."}},{name:"telemetry",route:"/fundamentals/telemetry",frontMatter:{title:"Telemetry",description:"Get acquainted with Memgraph's telemetry mechanism through our detailed documentation. A tool to augment your graph computing experience."}},{name:"transactions",route:"/fundamentals/transactions",frontMatter:{title:"Transactions",description:"Learn about handling transactions in Memgraph. Detailed documentation to ensure seamless operations for efficient graph computing."}},{name:"triggers",route:"/fundamentals/triggers",frontMatter:{title:"Triggers",description:"Understand the intricacies of Memgraph triggers. 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1ncy in graph computing."}},{name:"first-steps-with-docker",route:"/getting-started/first-steps-with-docker",frontMatter:{title:"First steps with Docker",description:"Starting with Docker? 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A one-stop solution for graph computing."}},{name:"fedora",route:"/getting-started/install-memgraph/fedora",frontMatter:{title:"Install Memgraph on Fedora from RPM package",description:"Install Memgraph from RPM package on Fedora simply and efficiently using our documentation."}},{name:"kubernetes",route:"/getting-started/install-memgraph/kubernetes",frontMatter:{title:"Kubernetes",description:"Unfold Memgraph's interplay with Kubernetes via our documentation. Empowering you to harness the strength of graph solution and container orchestration."}},{name:"memgraph-cloud",route:"/getting-started/install-memgraph/memgraph-cloud",frontMatter:{title:"Memgraph Cloud",description:"Uncover the power of Memgraph Cloud with our efficient documentation. 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Our comprehensive guide explains it all, easing your way into effective graph computing."}}]},{name:"install-memgraph",route:"/getting-started/install-memgraph",frontMatter:{title:"Install Memgraph",description:"Get your Memgraph Platform up and running with our comprehensive installation guide, ensuring a hassle-free setup and quick initiation."}},{name:"packaging-memgraph",route:"/getting-started/packaging-memgraph",frontMatter:{title:"Packaging Memgraph",description:"This guide will show you how to package Memgraph for a Linux distribution."}}]},{name:"getting-started",route:"/getting-started",frontMatter:{title:"Getting started with Memgraph",description:"Just beginning with Memgraph? Access our structured guide to set up your environment, learn basic operations, and start utilizing graph computing to its fullest."}},{name:"help-center",route:"/help-center",children:[{data:{faq:"FAQ",errors:"Errors"}},{name:"errors",route:"/help-center/errors",children:[{data:{auth:"Auth",connection:"Connection",durability:"Durability","high-availability":"High availability",memory:"Memory",modules:"Modules",ports:"Ports","python-modules":"Python modules",replication:"Replication",snapshots:"Snapshots",socket:"Socket",ssl:"SSL",transactions:"Transactions",unknown:"Unknown"}},{name:"auth",route:"/help-center/errors/auth",frontMatter:{title:"Auth module errors",description:"Enhance your graph journey with advanced authentication features, and learn how to implement strong authentication mechanisms for enhanced
1security."}},{name:"connection",route:"/help-center/errors/connection",frontMatter:{title:"Connection errors",description:"Get familiar with potential connection errors and learn how to resolve them."}},{name:"durability",route:"/help-center/errors/durability",frontMatter:{title:"Durability errors",description:"Discover how to maintain the integrity of your graph database by ensuring durability and data reliability. Explore the docs to get to know how to optimize durability settings."}},{name:"high-availability",route:"/help-center/errors/high-availability",frontMatter:{title:"High availability errors",description:"Learn about high availability errors and how to troubleshoot them."}},{name:"memory",route:"/help-center/errors/memory",frontMatter:{title:"Memory (RAM) errors",description:"Understand and manage memory effectively in Memgraph. Running out of available RAM? Learn how to disable the warning by going to our documentation page."}},{name:"modules",route:"/help-center/errors/modules",frontMatter:{title:"Module errors",description:"Facing with module errors, what's next? Get to know all the warnings and errors you may encounter at Memgraph by visiting our comprehensive documentation page."}},{name:"ports",route:"/help-center/errors/ports",frontMatter:{title:"Port errors",description:"Explore port errors at Memgraph. Learn what port Memgraph is running on, how you can change the port, as well as the valid range for changing the port all in our documentation."}},{name:"python-modules",route:"/help-center/errors/python-modules",frontMatter:{title:"Python module errors",description:"Get your hands on Python module error types as well as learn how to install Python packages globally for Memgraph's access by visiting our documentation page."}},{name:"replication",route:"/help-center/errors/replication",frontMatter:{title:"Replication errors",description:"Learn about replication errors as well as troubleshooting best practices for replication errors in our all-in-one documentation page at Memgraph."}},{name:"snapshots",route:"/help-center/errors/snapshots",frontMatter:{title:"Snapshot errors",description:"This is a dedicated page on our documentation for snapshot errors. You can also explore what to do with corrupt snapshots, as well as learn why data is lost when Memgraph is restarted."}},{name:"socket",route:"/help-center/errors/socket",frontMatter:{title:"Socket errors",description:"Socket errors are another type of errors worth exploring in our documentation. If you are having trouble dealing with any error, you can also reach out to us in our Discord community."}},{name:"ssl",route:"/help-center/errors/ssl",frontMatter:{title:"SSL errors",description:"Explore SSL errors and warnings all in one place. This is a dedicated page in our documentation of SSL error types you may encounter while using Memgraph's solution."}},{name:"transactions",route:"/help-center/errors/transactions",frontMatter:{title:"Transactions",description:"Learn about transaction errors that can occur in Memgraph and what to do when you encounter them."}},{name:"unknown",route:"/help-center/errors/unknown",frontMatter:{title:"Unknown errors",description:"Unknown errors are not en exception when it comes to graphs. Learn how to handle an unknown error at Memgraph by visiting our documentation page."}}]},{name:"errors",route:"/help-center/errors",frontMatter:{title:"Errors overview",description:"This is Memgraph's error troubleshooting guide, involving descriptions of error types, warnings, and other logged messages that can be observed in Memgraph."}},{name:"faq",route:"/help-center/faq",frontMatter:{title:"Frequently asked questions",description:"Explore the documentation page for Memgraph and access the FAQ section to find solutions to common queries and concerns. Discover essential information and insights now."}}]},{name:"help-center",route:"/help-center",frontMatter:{title:"Help Center",description:"Visit our Help Center to find answers to common questions and troubleshoot issues effectively. 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1scription:"Graph Style Script (GSS) is composed of two main elements - expressions and directions."}},{name:"style-your-graphs-in-memgraph-lab",route:"/memgraph-lab/features/graph-style-script/style-your-graphs-in-memgraph-lab",frontMatter:{title:"Style your graphs in Memgraph Lab",description:"Customize your graph visualizations in Memgraph Lab effortlessly. Our documentation page provides step-by-step instructions on how to style your graphs, empowering you to create visually stunning representations of your graph data."}}]},{name:"graph-style-script",route:"/memgraph-lab/features/graph-style-script",frontMatter:{title:"Graph Style Script language",description:"Style your graphs in Memgraph with ease. 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1scription:"Run the full MemGQL stack with Docker Compose."}},{name:"connect",route:"/memgraph-zero/memgql/connect",children:[{data:{clickhouse:"to Clickhouse",duckdb:"to DuckDB",fabric:"to Microsoft Fabric",hana:"to SAP HANA",iceberg:"to Iceberg",memgraph:"to Memgraph",mongodb:"to MongoDB",neo4j:"to Neo4j",oracle:"to Oracle",postgres:"to PostgreSQL",mysql:"to MySQL",sqlserver:"to SQL Server",pinot:"to Pinot",snowflake:"to Snowflake"}},{name:"clickhouse",route:"/memgraph-zero/memgql/connect/clickhouse",frontMatter:{title:"ClickHouse",description:"Connect MemGQL to ClickHouse."}},{name:"duckdb",route:"/memgraph-zero/memgql/connect/duckdb",frontMatter:{title:"DuckDB",description:"Connect MemGQL to DuckDB."}},{name:"fabric",route:"/memgraph-zero/memgql/connect/fabric",frontMatter:{title:"Microsoft Fabric",description:"Connect MemGQL to Microsoft Fabric."}},{name:"hana",route:"/memgraph-zero/memgql/connect/hana",frontMatter:{title:"SAP HANA",description:"Connect MemGQL to SAP HANA."}},{name:"iceberg",route:"/memgraph-zero/memgql/connect/iceberg",frontMatter:{title:"Iceberg",description:"Connect MemGQL to Apache Iceberg either natively (direct) or via Trino."}},{name:"memgraph",route:"/memgraph-zero/memgql/connect/memgraph",frontMatter:{title:"Memgraph",description:"Connect MemGQL to Memgraph."}},{name:"mongodb",route:"/memgraph-zero/memgql/connect/mongodb",frontMatter:{title:"MongoDB",description:"Connect MemGQL to MongoDB."}},{name:"mysql",route:"/memgraph-zero/memgql/connect/mysql",frontMatter:{title:"MySQL",description:"Connect MemGQL to MySQL."}},{name:"neo4j",route:"/memgraph-zero/memgql/connect/neo4j",frontMatter:{title:"Neo4j",description:"Connect MemGQL to Neo4j."}},{name:"oracle",route:"/memgraph-zero/memgql/connect/oracle",frontMatter:{title:"Oracle",description:"Connect MemGQL to Oracle Database (incl. Oracle Database Free 23ai)."}},{name:"pinot",route:"/memgraph-zero/memgql/connect/pinot",frontMatter:{title:"Apache Pinot",description:"Connect MemGQL to Apache Pinot."}},{name:"postgres",route:"/memgraph-zero/memgql/connect/postgres",frontMatter:{title:"PostgreSQL",description:"Connect MemGQL to PostgreSQL."}},{name:"snowflake",route:"/memgraph-zero/memgql/connect/snowflake",frontMatter:{title:"Snowflake",description:"Connect MemGQL to Snowflake."}},{name:"sqlserver",route:"/memgraph-zero/memgql/connect/sqlserver",frontMatter:{title:"SQL Server",description:"Connect MemGQL to Microsoft SQL Server."}}]},{name:"connect",route:"/memgraph-zero/memgql/connect",frontMatter:{title:"Connect",description:"MemGQL connector details and configuration."}},{name:"features",route:"/memgraph-zero/memgql/features",frontMatter:{title:"Features",description:"MemGQL Community and Enterprise feature comparison."}},{name:"licensing",route:"/memgraph-zero/memgql/licensing",frontMatter:{title:"Licensing",description:"MemGQL license agreement and attributions."}},{name:"multiple-graphs",route:"/memgraph-zero/memgql/multiple-graphs",frontMatter:{title:"Multiple Graphs & Composite Queries",description:"Query across multiple graphs and backends using the graph catalog and composite queries."}},{name:"quick-start",route:"/memgraph-zero/memgql/quick-start",frontMatter:{title:"Quick Start",description:"Get started with MemGQL quickly."}},{name:"reference",route:"/memgraph-zero/memgql/reference",frontMatter:{title:"Reference",description:"All the details about syntax and various configs"}},{name:"schema-file",route:"/memgraph-zero/memgql/schema-file",frontMatter:{title:"Schema File",description:"Boot MemGQL from a single JSON file that declares connectors and the named graphs mapped over them."}},{name:"use-cases",route:"/memgraph-zero/memgql/use-cases",children:[{data:{"federated-gql":"Federated GQL","public-private":"Public-Private Data",distributed:"Distributed Compute","enterprise-context":"Enterprise Context",agentic:"Agentic Access"}},{name:"agentic",route:"/memgraph-zero/memgql/use-cases/agentic",frontMatter:{title:"Agentic Data Access",description:"Give AI agents a unified semantic layer to discover and query data across any backend using standard GQL."}},{name:"distributed",route:"/memgraph-zero/memgql/use-cases/distributed",frontMatter:{title:"Horizontally Scalable Distributed Compute",description:"Spread graph computation across multiple nodes for workloads that exceed the capacity of a single instance."}},{name:"enterprise-context",route:"/memgraph-zero/memgql/use-cases/enterprise-context",frontMatter:{title:"Enterprise Context Sharing",description:"Share c
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Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.