我正在尝试使用Azure数据工厂从FHIR服务器读取数据并将结果转换为Azure Blob存储中以换行符分隔的JSON(ndjson)文件。具体来说,如果您查询FHIR服务器,则可能会得到类似以下内容的信息:
{
"resourceType": "Bundle",
"id": "som-id",
"type": "searchset",
"link": [
{
"relation": "next",
"url": "https://fhirserver/?ct=token"
},
{
"relation": "self",
"url": "https://fhirserver/"
}
],
"entry": [
{
"fullUrl": "https://fhirserver/Organization/1234",
"resource": {
"resourceType": "Organization",
"id": "1234",
// More fields
},
{
"fullUrl": "https://fhirserver/Organization/456",
"resource": {
"resourceType": "Organization",
"id": "456",
// More fields
},
// More resources
]
}
基本上是一堆资源。我想将其转换为换行符(又名ndjson)文件,其中每行只是资源的json:
{"resourceType": "Organization", "id": "1234", // More fields }
{"resourceType": "Organization", "id": "456", // More fields }
// More lines with resources
我能够设置REST连接器,并且它可以查询FHIR服务器(包括分页),但是无论如何尝试,我似乎都无法生成想要的输出。我设置了一个Azure Blob存储数据集:
{
"name": "AzureBlob1",
"properties": {
"linkedServiceName": {
"referenceName": "AzureBlobStorage1",
"type": "LinkedServiceReference"
},
"type": "AzureBlob",
"typeProperties": {
"format": {
"type": "JsonFormat",
"filePattern": "setOfObjects"
},
"fileName": "myout.json",
"folderPath": "outfhirfromadf"
}
},
"type": "Microsoft.DataFactory/factories/datasets"
}
并配置复制活动:
{
"name": "pipeline1",
"properties": {
"activities": [
{
"name": "Copy Data1",
"type": "Copy",
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"typeProperties": {
"source": {
"type": "RestSource",
"httpRequestTimeout": "00:01:40",
"requestInterval": "00.00:00:00.010"
},
"sink": {
"type": "BlobSink"
},
"enableStaging": false,
"translator": {
"type": "TabularTranslator",
"schemaMapping": {
"resource": "resource"
},
"collectionReference": "$.entry"
}
},
"inputs": [
{
"referenceName": "FHIRSource",
"type": "DatasetReference"
}
],
"outputs": [
{
"referenceName": "AzureBlob1",
"type": "DatasetReference"
}
]
}
]
},
"type": "Microsoft.DataFactory/factories/pipelines"
}
但是最后(尽管配置了模式映射),blob的最终结果始终只是从服务器返回的原始包。如果将输出Blob配置为以逗号分隔的文本,则可以提取字段并创建展平的表格视图,但这并不是我真正想要的。
任何建议将不胜感激。
答案 0 :(得分:0)
如评论中简要讨论的那样,Copy Activity
除了映射数据外,没有提供太多功能。如文档中所述,Copy activity执行以下操作:
- 从源数据存储中读取数据。
- 执行序列化/反序列化,压缩/解压缩,列映射等。它基于 输入数据集,输出数据集和复制的配置 活动。
- 将数据写入接收器/目标数据存储。
Copy Activity
除了有效地复制内容外,似乎没有做任何其他事情。
我发现正在工作的是使用Databrick。
以下是步骤:
脚本将如下:
您可以从此处测试脚本,一旦准备好,就可以返回管道并创建一个Notebook activity,该指向存储该脚本的笔记本。
我很难在Scala中进行编码,但这是值得的:)
答案 1 :(得分:0)
所以我找到了解决方案。如果我执行原始的转换步骤,即将捆绑包简单地转储到JSON文件中,然后进行从JSON文件到我假装为文本文件的另一个转换为另一个Blob,则可以创建njson文件。
基本上,定义另一个Blob数据集:
{
"name": "AzureBlob2",
"properties": {
"linkedServiceName": {
"referenceName": "AzureBlobStorage1",
"type": "LinkedServiceReference"
},
"type": "AzureBlob",
"structure": [
{
"name": "Prop_0",
"type": "String"
}
],
"typeProperties": {
"format": {
"type": "TextFormat",
"columnDelimiter": ",",
"rowDelimiter": "",
"quoteChar": "",
"nullValue": "\\N",
"encodingName": null,
"treatEmptyAsNull": true,
"skipLineCount": 0,
"firstRowAsHeader": false
},
"fileName": "myout.json",
"folderPath": "adfjsonout2"
}
},
"type": "Microsoft.DataFactory/factories/datasets"
}
请注意,这个TextFormat
和quoteChar
是空白的。如果再添加其他复制活动:
{
"name": "pipeline1",
"properties": {
"activities": [
{
"name": "Copy Data1",
"type": "Copy",
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"typeProperties": {
"source": {
"type": "RestSource",
"httpRequestTimeout": "00:01:40",
"requestInterval": "00.00:00:00.010"
},
"sink": {
"type": "BlobSink"
},
"enableStaging": false,
"translator": {
"type": "TabularTranslator",
"schemaMapping": {
"['resource']": "resource"
},
"collectionReference": "$.entry"
}
},
"inputs": [
{
"referenceName": "FHIRSource",
"type": "DatasetReference"
}
],
"outputs": [
{
"referenceName": "AzureBlob1",
"type": "DatasetReference"
}
]
},
{
"name": "Copy Data2",
"type": "Copy",
"dependsOn": [
{
"activity": "Copy Data1",
"dependencyConditions": [
"Succeeded"
]
}
],
"policy": {
"timeout": "7.00:00:00",
"retry": 0,
"retryIntervalInSeconds": 30,
"secureOutput": false,
"secureInput": false
},
"typeProperties": {
"source": {
"type": "BlobSource",
"recursive": true
},
"sink": {
"type": "BlobSink"
},
"enableStaging": false,
"translator": {
"type": "TabularTranslator",
"columnMappings": {
"resource": "Prop_0"
}
}
},
"inputs": [
{
"referenceName": "AzureBlob1",
"type": "DatasetReference"
}
],
"outputs": [
{
"referenceName": "AzureBlob2",
"type": "DatasetReference"
}
]
}
]
},
"type": "Microsoft.DataFactory/factories/pipelines"
}
然后一切顺利。这是不理想的,因为我现在在blob中有两个数据副本,但是我想可以轻松删除其中一个。
如果有人有一个一步的解决方案,我还是很想听听。