元数据与数据治理|Apache Atlas 类型系统与Rest API

1.Atlas Type System

Atlas 类型系统，Atlas 允许用户为他们想要管理的元数据对象定义一个模型。该模型由称为 “类型” 的定义组成。被称为 “实体” 的 “类型” 实例表示被管理的实际元数据对象。类型系统是一个组件，允许用户定义和管理类型和实体。由 Atlas 管理的所有元数据对象（例如Hive表）都使用类型进行建模，并表示为实体。如果要在Atlas中存储新类型的元数据，需要了解类型系统组件的概念。

2.Atlas 类型系统

2.1 Type

Type(类型)在Atlas中代表了一类数据，如hdfs_path Type,hive_db Type,hive_table Type,hive_column Type。Type,简单理解，可理解成Java 面向对象中的类Class,定义了一类数据。

Atlas中的 “类型” 定义了如何存储和访问特定类型的元数据对象。类型表示了所定义元数据对象的一个或多个属性集合。具有开发背景的用户可以将 “类型” 理解成面向对象的编程语言的 “类” 定义的或关系数据库的 “表模式”。

2.2 Entity

Entity(实体)是某个Type(类型)的Instance(实例)。类似面向对象中某一Class的具体Object。

2.3 Attribute

类型系统中，Type和Entity都是有属性的。Attribute定义了Type和Entity的具体属性。除此之外，Atlas内部还自带了一些预定义类型，如Referenceable Type,Asset Type,Infrastructure Type,DataSet Type,Process Type等。

3.Atlas Rest API

总结部分Rest API，其他API查看Atlas官网Atlas Rest API。

Atlas REST API 参考地址:http://atlas.apache.org/api/v2/

3.1 AdminREST • 查看Atlas Metadata Server节点状态 GET /admin/status

curl -s -u admin:admin "http://localhost:21000/api/atlas/admin/status"

ACTIVE:此实例处于活跃状态，可以响应用户请求。
PASSIVE:此实例处于被动状态。它会将收到的任何用户请求重定向到当前ACTIVE实例。
BECOMING_ACTIVE:此实例正在转换为ACTIVE实例，在此状态下无法为用户提供请求服务。
BECOMING_PASSIVE:此实例正在转换为PASSIVE实例，在此状态下无法为用户提供请求服务。

注意：正常情况下，只有一个应该为ACTIVE状态，其他实例均为PASSIVE状态。

• 查看Atlas版本和描述 GET /admin/version


curl -s -u admin:admin "http://localhost:21000/api/atlas/admin/version”

如：
{
    "Version": "0.8.4",
    "Revision": "release",
    "Name": "apache-atlas",
    "Description": "Metadata Management and Data Governance Platform over Hadoop"
}

3.2 DiscoveryREST • 基本搜索 GET /v2/search/basic

#查询所有Hive表
curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/search/basic?typeName=hive_table"

#查询所有Hive表，且包含某一关键字
curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/search/basic?query=ads_gmv_sum_day&typeName=hive_table”

如：
{
    "queryType": "BASIC",
    "searchParameters": {
        "query": "ads_gmv_sum_day",
        "typeName": "hive_table",
        "excludeDeletedEntities": false,
        "includeClassificationAttributes": false,
        "includeSubTypes": true,
        "includeSubClassifications": true,
        "limit": 100,
        "offset": 0
    },
    "queryText": "ads_gmv_sum_day",
    "entities": [{
        "typeName": "hive_table",
        "attributes": {
            "owner": "luomk",
            "createTime": 1570460212000,
            "qualifiedName": "gmall.ads_gmv_sum_day@primary",
            "name": "ads_gmv_sum_day"
        },
        "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
        "status": "ACTIVE",
        "displayText": "ads_gmv_sum_day",
        "classificationNames": []
    }]
}

3.3 TypesREST

• 检索所有Type，并返回所有信息 GET /v2/types/typedefs

curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/types/typedefs"

如：

{
    "enumDefs":Array[2],
    "structDefs":Array[3],
    "classificationDefs":Array[1],
    "entityDefs":Array[31]
}

• 检索所有Type，并返回最少信息 GET /v2/types/typedefs/headers

curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/types/typedefs/headers"

如:


[{
    "guid": "fb973127-eaf5-40d8-b7e2-76a8d9277647",
    "name": "hive_principal_type",
    "category": "ENUM"
}, {
    "guid": "a50ae8c7-d3ce-4841-9f17-ffccfb965ba8",
    "name": "file_action",
    "category": "ENUM"
}, {
    "guid": "79c4fea8-c318-4c55-848c-da967fcdc27d",
    "name": "hive_serde",
    "category": "STRUCT"
}, {
    "guid": "b001c35b-4a27-4121-bf2b-f6dc3b114a98",
    "name": "hive_order",
    "category": "STRUCT"
}, {
    "guid": "ed9105e9-d007-4ba4-9245-0249f65d10c8",
    "name": "fs_permissions",
    "category": "STRUCT"
}, {
    "guid": "affdcdca-074d-4a83-aca6-355cb4f9923d",
    "name": "TaxonomyTerm",
    "category": "CLASSIFICATION"
}, {
    "guid": "311875de-7272-41f7-9e95-e7bca61a631d",
    "name": "falcon_process",
    "category": "ENTITY"
}, {
    "guid": "603ba60e-5291-44d9-8cf1-ada9c84cd766",
    "name": "falcon_feed_replication",
    "category": "ENTITY"
}, {
    "guid": "5b6e3f38-fe2f-4022-b34a-3bc8201983ab",
    "name": "DataSet",
    "category": "ENTITY"
}, {
    "guid": "6f6b8df6-bdbd-4102-862a-7b85e3c1ed14",
    "name": "falcon_feed_creation",
    "category": "ENTITY"
}, {
    "guid": "21f2cddb-8975-4db9-8cd8-fdedd7ae0a76",
    "name": "Process",
    "category": "ENTITY"
}, {
    "guid": "e54dc459-a8ca-4b57-81ae-1756cb6075de",
    "name": "hive_table",
    "category": "ENTITY"
}, {
    "guid": "f950c86d-7c42-4735-87f8-6e44f9abd194",
    "name": "hive_db",
    "category": "ENTITY"
}, {
    "guid": "7ed996cd-ef61-46b6-ab98-e76d685f84f9",
    "name": "sqoop_dbdatastore",
    "category": "ENTITY"
}, {
    "guid": "9098252b-8797-45da-8710-fb23ef7f1d60",
    "name": "hbase_namespace",
    "category": "ENTITY"
}, {
    "guid": "82d29db6-dd5a-404c-bb11-682a4d65ab07",
    "name": "hive_process",
    "category": "ENTITY"
}, {
    "guid": "1f7320cd-b2fd-4398-bd90-3e79cf477909",
    "name": "storm_node",
    "category": "ENTITY"
}, {
    "guid": "f678cf64-aca4-4198-a4ca-04a64c69b4ba",
    "name": "hbase_column",
    "category": "ENTITY"
}, {
    "guid": "3b4c4912-694b-4bc7-a711-12fcb4803ebb",
    "name": "AtlasServer",
    "category": "ENTITY"
}, {
    "guid": "f96ed296-3711-4640-9a82-f7350ace8d97",
    "name": "Referenceable",
    "category": "ENTITY"
}, {
    "guid": "a45c5739-d128-4256-9a9b-7f7fe725f9d8",
    "name": "hbase_table",
    "category": "ENTITY"
}, {
    "guid": "e50991b4-e023-44fc-9db0-54e5dd0c35b8",
    "name": "falcon_feed",
    "category": "ENTITY"
}, {
    "guid": "ac643124-a524-4ad5-ae9f-a6cfeed56afc",
    "name": "jms_topic",
    "category": "ENTITY"
}, {
    "guid": "a0dda35d-fcb3-4a37-bc1e-4639606b92db",
    "name": "storm_topology",
    "category": "ENTITY"
}, {
    "guid": "d212fc52-4d7c-4b93-aa27-e861b5f618af",
    "name": "Infrastructure",
    "category": "ENTITY"
}, {
    "guid": "e3fe2788-1ba0-40cd-adc4-3fb1e2bab913",
    "name": "hbase_column_family",
    "category": "ENTITY"
}, {
    "guid": "252d5a57-bc27-4e32-a28a-56ba130f8711",
    "name": "storm_spout",
    "category": "ENTITY"
}, {
    "guid": "3e98f481-2758-4f73-8927-c70ccc6a54c7",
    "name": "Asset",
    "category": "ENTITY"
}, {
    "guid": "ba5574ff-c893-46a8-ba31-f005a9da6ed0",
    "name": "hive_column",
    "category": "ENTITY"
}, {
    "guid": "6ec0acc8-ddaf-4c7a-8cb1-8660abfbe985",
    "name": "kafka_topic",
    "category": "ENTITY"
}, {
    "guid": "1984cde2-e963-4de3-8604-60a26c40165b",
    "name": "hive_storagedesc",
    "category": "ENTITY"
}, {
    "guid": "cf50e617-f069-4159-9608-7cfb890fbd69",
    "name": "hdfs_path",
    "category": "ENTITY"
}, {
    "guid": "9f4d9527-38aa-4bac-9fca-1dcec6885e98",
    "name": "sqoop_process",
    "category": "ENTITY"
}, {
    "guid": "4bdeaf91-9d1d-47b5-a912-64253e3e7e17",
    "name": "hive_column_lineage",
    "category": "ENTITY"
}, {
    "guid": "f7adaaa6-c0a2-4a61-a5ed-7810a3a52c32",
    "name": "storm_bolt",
    "category": "ENTITY"
}, {
    "guid": "981f7e29-7182-4ad8-8d66-b52c181c2af4",
    "name": "falcon_cluster",
    "category": "ENTITY"
}, {
    "guid": "395e3dd4-726f-4a65-a3a8-44475bef68bc",
    "name": "fs_path",
    "category": "ENTITY"
}]

3.4 EntityREST • 批量根据GUID检索Entity GET /v2/entity/bulk


curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/entity/bulk?minExtInfo=yes&guid=2dd4ca4c-9d33-4c19-bca3-f60e162debf2”
如：
{
    "referredEntities": {
        "6093c0d2-e90d-4cbc-81ee-850fdfb06528": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.dt@primary",
                "name": "dt",
                "description": null,
                "comment": "????",
                "position": 0,
                "type": "string",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "6093c0d2-e90d-4cbc-81ee-850fdfb06528",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "82812804-baec-4f04-8978-540972a0f10a": {
            "typeName": "hive_storagedesc",
            "attributes": {
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day@primary_storage",
                "inputFormat": "org.apache.hadoop.mapred.TextInputFormat",
                "bucketCols": null,
                "sortCols": null,
                "storedAsSubDirectories": false,
                "location": "hdfs://hadoop102:9000/warehouse/gmall/ads/ads_gmv_sum_day",
                "compressed": false,
                "outputFormat": "org.apache.hadoop.hive.ql.io.HiveIgnoreKeyTextOutputFormat",
                "parameters": null,
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                },
                "serdeInfo": {
                    "typeName": "hive_serde",
                    "attributes": {
                        "serializationLib": "org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe",
                        "name": null,
                        "parameters": {
                            "serialization.format": "\t",
                            "field.delim": "\t"
                        }
                    }
                },
                "numBuckets": -1
            },
            "guid": "82812804-baec-4f04-8978-540972a0f10a",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "fa07e2c3-245d-46ce-b753-42dda6afba48": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.gmv_amount@primary",
                "name": "gmv_amount",
                "description": null,
                "comment": "??gmv?????",
                "position": 2,
                "type": "decimal(16,2)",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "fa07e2c3-245d-46ce-b753-42dda6afba48",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "206d5311-6799-4deb-8014-2b64bbcfd3c5": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.gmv_payment@primary",
                "name": "gmv_payment",
                "description": null,
                "comment": "??????",
                "position": 3,
                "type": "decimal(16,2)",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "206d5311-6799-4deb-8014-2b64bbcfd3c5",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "726f654d-10cd-4914-8a27-27b2ce35274f": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.gmv_count@primary",
                "name": "gmv_count",
                "description": null,
                "comment": "??gmv????",
                "position": 1,
                "type": "bigint",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "726f654d-10cd-4914-8a27-27b2ce35274f",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        }
    },
    "entities": [{
        "typeName": "hive_table",
        "attributes": {
            "owner": "luomk",
            "temporary": false,
            "lastAccessTime": 1570460212000,
            "aliases": null,
            "replicatedTo": null,
            "replicatedFrom": null,
            "qualifiedName": "gmall.ads_gmv_sum_day@primary",
            "columns": [{
                "guid": "6093c0d2-e90d-4cbc-81ee-850fdfb06528",
                "typeName": "hive_column"
            }, {
                "guid": "726f654d-10cd-4914-8a27-27b2ce35274f",
                "typeName": "hive_column"
            }, {
                "guid": "fa07e2c3-245d-46ce-b753-42dda6afba48",
                "typeName": "hive_column"
            }, {
                "guid": "206d5311-6799-4deb-8014-2b64bbcfd3c5",
                "typeName": "hive_column"
            }],
            "description": null,
            "viewExpandedText": null,
            "sd": {
                "guid": "82812804-baec-4f04-8978-540972a0f10a",
                "typeName": "hive_storagedesc"
            },
            "tableType": "EXTERNAL_TABLE",
            "createTime": 1570460212000,
            "name": "ads_gmv_sum_day",
            "comment": "GMV",
            "partitionKeys": null,
            "parameters": {
                "totalSize": "0",
                "EXTERNAL": "TRUE",
                "numRows": "5",
                "rawDataSize": "141",
                "COLUMN_STATS_ACCURATE": "true",
                "numFiles": "0",
                "transient_lastDdlTime": "1575182190",
                "comment": "GMV"
            },
            "db": {
                "guid": "5b85a7d4-6315-4947-9b74-28852dc57195",
                "typeName": "hive_db"
            },
            "retention": 0,
            "viewOriginalText": null
        },
        "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
        "status": "ACTIVE",
        "createdBy": "admin",
        "updatedBy": "luomk",
        "createTime": 1570869511992,
        "updateTime": 1575182190929,
        "version": 0,
        "classifications": []
    }]
}

• 获取某个Entity定义 GET /v2/entity/guid/{guid}


curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/entity/bulk?minExtInfo=yes&guid=2dd4ca4c-9d33-4c19-bca3-f60e162debf2"
如：
{
    "referredEntities": {
        "6093c0d2-e90d-4cbc-81ee-850fdfb06528": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.dt@primary",
                "name": "dt",
                "description": null,
                "comment": "????",
                "position": 0,
                "type": "string",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "6093c0d2-e90d-4cbc-81ee-850fdfb06528",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "82812804-baec-4f04-8978-540972a0f10a": {
            "typeName": "hive_storagedesc",
            "attributes": {
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day@primary_storage",
                "inputFormat": "org.apache.hadoop.mapred.TextInputFormat",
                "bucketCols": null,
                "sortCols": null,
                "storedAsSubDirectories": false,
                "location": "hdfs://hadoop102:9000/warehouse/gmall/ads/ads_gmv_sum_day",
                "compressed": false,
                "outputFormat": "org.apache.hadoop.hive.ql.io.HiveIgnoreKeyTextOutputFormat",
                "parameters": null,
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                },
                "serdeInfo": {
                    "typeName": "hive_serde",
                    "attributes": {
                        "serializationLib": "org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe",
                        "name": null,
                        "parameters": {
                            "serialization.format": "\t",
                            "field.delim": "\t"
                        }
                    }
                },
                "numBuckets": -1
            },
            "guid": "82812804-baec-4f04-8978-540972a0f10a",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "fa07e2c3-245d-46ce-b753-42dda6afba48": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.gmv_amount@primary",
                "name": "gmv_amount",
                "description": null,
                "comment": "??gmv?????",
                "position": 2,
                "type": "decimal(16,2)",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "fa07e2c3-245d-46ce-b753-42dda6afba48",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "206d5311-6799-4deb-8014-2b64bbcfd3c5": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.gmv_payment@primary",
                "name": "gmv_payment",
                "description": null,
                "comment": "??????",
                "position": 3,
                "type": "decimal(16,2)",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "206d5311-6799-4deb-8014-2b64bbcfd3c5",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        },
        "726f654d-10cd-4914-8a27-27b2ce35274f": {
            "typeName": "hive_column",
            "attributes": {
                "owner": "luomk",
                "replicatedTo": null,
                "replicatedFrom": null,
                "qualifiedName": "gmall.ads_gmv_sum_day.gmv_count@primary",
                "name": "gmv_count",
                "description": null,
                "comment": "??gmv????",
                "position": 1,
                "type": "bigint",
                "table": {
                    "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
                    "typeName": "hive_table"
                }
            },
            "guid": "726f654d-10cd-4914-8a27-27b2ce35274f",
            "status": "ACTIVE",
            "createdBy": "admin",
            "updatedBy": "admin",
            "createTime": 1570869511992,
            "updateTime": 1570869511992,
            "version": 0,
            "classifications": []
        }
    },
    "entities": [{
        "typeName": "hive_table",
        "attributes": {
            "owner": "luomk",
            "temporary": false,
            "lastAccessTime": 1570460212000,
            "aliases": null,
            "replicatedTo": null,
            "replicatedFrom": null,
            "qualifiedName": "gmall.ads_gmv_sum_day@primary",
            "columns": [{
                "guid": "6093c0d2-e90d-4cbc-81ee-850fdfb06528",
                "typeName": "hive_column"
            }, {
                "guid": "726f654d-10cd-4914-8a27-27b2ce35274f",
                "typeName": "hive_column"
            }, {
                "guid": "fa07e2c3-245d-46ce-b753-42dda6afba48",
                "typeName": "hive_column"
            }, {
                "guid": "206d5311-6799-4deb-8014-2b64bbcfd3c5",
                "typeName": "hive_column"
            }],
            "description": null,
            "viewExpandedText": null,
            "sd": {
                "guid": "82812804-baec-4f04-8978-540972a0f10a",
                "typeName": "hive_storagedesc"
            },
            "tableType": "EXTERNAL_TABLE",
            "createTime": 1570460212000,
            "name": "ads_gmv_sum_day",
            "comment": "GMV",
            "partitionKeys": null,
            "parameters": {
                "totalSize": "0",
                "EXTERNAL": "TRUE",
                "numRows": "5",
                "rawDataSize": "141",
                "COLUMN_STATS_ACCURATE": "true",
                "numFiles": "0",
                "transient_lastDdlTime": "1575182190",
                "comment": "GMV"
            },
            "db": {
                "guid": "5b85a7d4-6315-4947-9b74-28852dc57195",
                "typeName": "hive_db"
            },
            "retention": 0,
            "viewOriginalText": null
        },
        "guid": "2dd4ca4c-9d33-4c19-bca3-f60e162debf2",
        "status": "ACTIVE",
        "createdBy": "admin",
        "updatedBy": "luomk",
        "createTime": 1570869511992,
        "updateTime": 1575182190929,
        "version": 0,
        "classifications": []
    }]
}

• 获取某个Entity的TAG列表 GET /v2/entity/guid/{guid}/classifications

curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/entity/guid/2dd4ca4c-9d33-4c19-bca3-f60e162debf2/classifications"
如：
{
    "list": [],
    "startIndex": 0,
    "pageSize": 0,
    "totalCount": 0,
    "sortType": "NONE"
}

3.5 LineageREST

• 查询某个Entity的Lineage GET /v2/lineage/{guid}

curl -s -u admin:admin "http://localhost:21000/api/atlas/v2/lineage/2dd4ca4c-9d33-4c19-bca3-f60e162debf2"

元数据与数据治理|Apache Atlas 类型系统与Rest API

工作中用到的脚本合集

通过f-string编写简洁高效的Python格式化输出代码

24-5-18 X

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