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APOC Extended Documentation
Product Version
    • Overview
    • Introduction
    • Installation
      • Neo4j Server
      • Docker
      • Load and Unrestrict
      • Additional Dependencies
    • Security Guidelines
    • Usage
    • Procedures & Functions
      • apoc.agg
        • apoc.agg.row
        • apoc.agg.position
        • apoc.agg.multiStats
        • apoc.agg.rollup
      • apoc.bolt
        • apoc.bolt.execute
        • apoc.bolt.load
        • apoc.bolt.load.fromLocal
      • apoc.config
        • apoc.config.list
        • apoc.config.map
      • apoc.convert
        • apoc.convert.toYaml
        • apoc.convert.fromYaml
      • apoc.coll
        • apoc.coll.avgDuration
        • apoc.coll.fillObject
      • apoc.couchbase
        • apoc.couchbase.append
        • apoc.couchbase.exists
        • apoc.couchbase.get
        • apoc.couchbase.insert
        • apoc.couchbase.namedParamsQuery
        • apoc.couchbase.posParamsQuery
        • apoc.couchbase.prepend
        • apoc.couchbase.query
        • apoc.couchbase.remove
        • apoc.couchbase.replace
        • apoc.couchbase.upsert
      • apoc.custom
        • apoc.custom.declareFunction
        • apoc.custom.declareProcedure
        • apoc.custom.list
        • apoc.custom.removeFunction
        • apoc.custom.removeProcedure
      • apoc.cypher
        • apoc.cypher.mapParallel
        • apoc.cypher.mapParallel2
        • apoc.cypher.parallel
        • apoc.cypher.parallel2
        • apoc.cypher.runFile
        • apoc.cypher.runFiles
        • apoc.cypher.runFileReadOnly
        • apoc.cypher.runFilesReadOnly
        • apoc.cypher.runSchemaFile
        • apoc.cypher.runSchemaFiles
      • apoc.data
        • apoc.data.email
      • apoc.diff
        • apoc.diff.relationships
      • apoc.es
        • apoc.es.get
        • apoc.es.getRaw
        • apoc.es.post
        • apoc.es.postRaw
        • apoc.es.put
        • apoc.es.query
        • apoc.es.stats
        • apoc.es.delete
      • apoc.generate
        • apoc.generate.ba
        • apoc.generate.complete
        • apoc.generate.er
        • apoc.generate.simple
        • apoc.generate.ws
      • apoc.gephi
        • apoc.gephi.add
      • apoc.get
        • apoc.get.nodes
        • apoc.get.rels
      • apoc.graph
        • apoc.graph.filterProperties
        • apoc.graph.filterProperties
      • apoc.import
        • apoc.import.arrow
      • apoc.load
        • apoc.load.csv
        • apoc.load.csvParams
        • apoc.load.directory
        • apoc.load.directory.async.add
        • apoc.load.directory.async.list
        • apoc.load.directory.async.remove
        • apoc.load.directory.async.removeAll
        • apoc.load.driver
        • apoc.load.html
        • apoc.load.htmlPlainText
        • apoc.load.jdbc
        • apoc.load.jdbcUpdate
        • apoc.load.ldap
        • apoc.load.xls
      • apoc.log
        • apoc.log.debug
        • apoc.log.error
        • apoc.log.info
        • apoc.log.warn
      • apoc.map
        • apoc.map.renameKey
      • apoc.metrics
        • apoc.metrics.get
        • apoc.metrics.list
        • apoc.metrics.storage
      • apoc.model
        • apoc.model.jdbc
      • apoc.mongo
        • apoc.mongo.aggregate
        • apoc.mongo.count
        • apoc.mongo.delete
        • apoc.mongo.find
        • apoc.mongo.insert
        • apoc.mongo.update
      • apoc.mongodb
        • apoc.mongodb.get.byObjectId
      • apoc.monitor
        • apoc.monitor.ids
        • apoc.monitor.kernel
        • apoc.monitor.store
        • apoc.monitor.tx
      • apoc.nlp
        • apoc.nlp.aws.entities.graph
        • apoc.nlp.aws.entities.stream
        • apoc.nlp.aws.keyPhrases.graph
        • apoc.nlp.aws.keyPhrases.stream
        • apoc.nlp.aws.sentiment.graph
        • apoc.nlp.aws.sentiment.stream
        • apoc.nlp.gcp.classify.graph
        • apoc.nlp.gcp.classify.stream
        • apoc.nlp.gcp.entities.graph
        • apoc.nlp.gcp.entities.stream
      • apoc.redis
        • apoc.redis.append
        • apoc.redis.configGet
        • apoc.redis.configSet
        • apoc.redis.copy
        • apoc.redis.eval
        • apoc.redis.exists
        • apoc.redis.get
        • apoc.redis.hdel
        • apoc.redis.hexists
        • apoc.redis.hget
        • apoc.redis.hgetall
        • apoc.redis.hincrby
        • apoc.redis.hset
        • apoc.redis.incrby
        • apoc.redis.info
        • apoc.redis.lrange
        • apoc.redis.persist
        • apoc.redis.pexpire
        • apoc.redis.pop
        • apoc.redis.pttl
        • apoc.redis.push
        • apoc.redis.sadd
        • apoc.redis.scard
        • apoc.redis.smembers
        • apoc.redis.spop
        • apoc.redis.sunion
        • apoc.redis.zadd
        • apoc.redis.zcard
        • apoc.redis.zrangebyscore
        • apoc.redis.zrem
      • apoc.static
        • apoc.static.list
        • apoc.static.set
        • apoc.static.get
        • apoc.static.getAll
      • apoc.systemdb
        • apoc.systemdb.execute
        • apoc.systemdb.export.metadata
        • apoc.systemdb.graph
      • apoc.trigger
        • apoc.trigger.nodesByLabel
        • apoc.trigger.propertiesByKey
      • apoc.ttl
        • apoc.ttl.expire
        • apoc.ttl.expireIn
        • apoc.ttl.config
      • apoc.util
        • apoc.util.hashCode
      • apoc.uuid
        • apoc.uuid.drop
        • apoc.uuid.dropAll
        • apoc.uuid.install
        • apoc.uuid.list
        • apoc.uuid.remove
        • apoc.uuid.removeAll
        • apoc.uuid.setup
        • apoc.uuid.show
    • Configuration Options
    • General considerations
    • Import
      • Loading Data from Web-APIs
      • Load CSV
      • Loading Excel (XLS)
      • Load HTML
      • Load / Import Apache Parquet
      • Load GEXF (Graph Exchange XML Format)
      • Load and Import Arrow
      • Load JSON
    • Export
      • Export to Excel
      • Export to Apache Arrow
    • Database Integration
      • Load JDBC (RDBMS)
      • Database Modeling
      • ElasticSearch
      • Couchbase
      • MongoDB
      • Bolt
      • Load LDAP
      • Redis
      • Vector Databases
    • Graph Updates
      • UUIDs
      • Time To Live (TTL) - Expire Nodes
      • Generating Graphs
    • Cypher Execution
      • Running Cypher fragments
      • Run Cypher Script Files
      • Custom, Cypher Based Procedures and Functions
      • Parallel Cypher Execution
    • Virtual Nodes and Relationships
    • Virtual Resource
    • Natural Language Processing (NLP)
      • Google Cloud Platform (GCP)
      • Amazon Web Services (AWS)
      • Microsoft Azure Cognitive Services
    • Machine Learning (ML)
      • Google Cloud Vertex.AI API Access
      • OpenAI API Access
      • AWS Bedrock procedures
      • Watson API Access
      • Mixedbread API Access
      • GenAI Assistant Procedures
      • RAG - Retrieval Augmented Generation Procedures
    • Background Operations
      • :background-operations/apoc-load-directory-async.adoc
    • Database Introspection
      • Config
      • Monitoring
      • SystemDB
    • Operational
      • Cypher init script
      • Logging
      • :operational/rebind.adoc
    • Miscellaneous
      • Static Value Storage
      • Match entities
    • List of procedures with its own transaction
    • Deprecations and additions
    • Appendix

Is this page helpful?

  • APOC Extended Documentation
  • Machine Learning (ML)
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Machine Learning (ML)

The procedures described in this chapter act as wrappers around cloud based Machine Learning APIs. These procedures generate embeddings, analyze text, complete text, complete chat conversations and more.

This section includes:

  • Google Cloud Vertex.AI API Access

  • OpenAI API Access

  • AWS Bedrock procedures

  • Watson API Access

  • Mixedbread API Access

  • GenAI Assistant Procedures

  • RAG - Retrieval Augmented Generation Procedures

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