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src/main/kotlin/org/onliner/kafka/transforms/JsonDeserialize.kt
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package org.onliner.kafka.transforms | ||
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import com.fasterxml.jackson.databind.JsonNode | ||
import com.fasterxml.jackson.databind.ObjectMapper | ||
import org.apache.kafka.common.cache.LRUCache | ||
import org.apache.kafka.common.cache.SynchronizedCache | ||
import org.apache.kafka.common.config.ConfigDef | ||
import org.apache.kafka.connect.connector.ConnectRecord | ||
import org.apache.kafka.connect.data.Schema | ||
import org.apache.kafka.connect.data.SchemaBuilder | ||
import org.apache.kafka.connect.data.Struct | ||
import org.apache.kafka.connect.errors.DataException | ||
import org.apache.kafka.connect.transforms.Transformation | ||
import org.apache.kafka.connect.transforms.util.Requirements | ||
import org.apache.kafka.connect.transforms.util.SchemaUtil | ||
import org.apache.kafka.connect.transforms.util.SimpleConfig | ||
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@Suppress("TooManyFunctions") | ||
abstract class JsonDeserialize<R : ConnectRecord<R>?> : Transformation<R> { | ||
companion object { | ||
const val OVERVIEW_DOC = "Deserialize specified fields to JSON structure" | ||
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val CONFIG_DEF: ConfigDef = ConfigDef() | ||
.define( | ||
"fields", | ||
ConfigDef.Type.LIST, | ||
ConfigDef.Importance.HIGH, | ||
"List of fields to deserialize" | ||
) | ||
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private val cache = SynchronizedCache(LRUCache<Schema, Schema>(16)) | ||
private val mapper = ObjectMapper() | ||
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private const val PURPOSE = "onliner-kafka-smt-json-decode" | ||
} | ||
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private lateinit var _fields: List<String> | ||
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override fun configure(props: Map<String?, *>?) { | ||
val config = SimpleConfig(CONFIG_DEF, props) | ||
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_fields = config.getList("fields") | ||
} | ||
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override fun apply(record: R): R = when { | ||
operatingValue(record) == null -> { | ||
record | ||
} | ||
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operatingSchema(record) == null -> { | ||
applySchemaless(record) | ||
} | ||
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else -> { | ||
applyWithSchema(record) | ||
} | ||
} | ||
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@Suppress("EmptyFunctionBlock") | ||
override fun close() { | ||
} | ||
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override fun config(): ConfigDef = CONFIG_DEF | ||
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protected abstract fun operatingSchema(record: R?): Schema? | ||
protected abstract fun operatingValue(record: R?): Any? | ||
protected abstract fun newRecord(record: R?, schema: Schema?, value: Any?): R | ||
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private fun applySchemaless(record: R): R { | ||
val value = Requirements.requireMap(operatingValue(record), PURPOSE) | ||
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for (field in _fields) { | ||
if (!value.containsKey(field)) { | ||
continue; | ||
} | ||
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value[field] = convert(value[field]) | ||
} | ||
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return newRecord(record, null, value) | ||
} | ||
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private fun applyWithSchema(record: R): R { | ||
val value = Requirements.requireStruct(operatingValue(record), PURPOSE) | ||
val schema = operatingSchema(record) ?: return record | ||
val converted = hashMapOf<String, JsonNode>() | ||
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for (field in schema.fields()) { | ||
if (_fields.contains(field.name())) { | ||
converted[field.name()] = mapper.readTree(value.getString(field.name())) | ||
} | ||
} | ||
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val outputSchema = copySchema(schema, converted) | ||
val outputValue = Struct(outputSchema) | ||
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for (field in outputSchema.fields()) { | ||
val name = field.name() | ||
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if (converted.containsKey(name)) { | ||
outputValue.put(name, asConnectValue(converted[name]!!, field.schema())) | ||
} else { | ||
outputValue.put(name, value.get(name)) | ||
} | ||
} | ||
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return newRecord(record, outputSchema, outputValue) | ||
} | ||
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private fun convert(value: Any?): Any? { | ||
if (value is String) { | ||
return mapper.readTree(value) | ||
} | ||
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return value; | ||
} | ||
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private fun copySchema(original: Schema, converted: HashMap<String, JsonNode>): Schema { | ||
val cached = cache.get(original) | ||
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if (cached != null) { | ||
return cached | ||
} | ||
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val output = SchemaUtil.copySchemaBasics(original) | ||
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for (field in original.fields()) { | ||
var schema = field.schema() | ||
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if (converted.containsKey(field.name())) { | ||
schema = asConnectSchema(converted[field.name()]!!) ?: continue | ||
} | ||
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output.field(field.name(), schema) | ||
} | ||
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cache.put(original, output) | ||
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return output | ||
} | ||
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private fun asConnectValue(value: JsonNode, schema: Schema): Any? | ||
{ | ||
return when (schema.type()) { | ||
Schema.Type.BOOLEAN -> value.booleanValue() | ||
Schema.Type.FLOAT64 -> value.floatValue() | ||
Schema.Type.FLOAT32 -> value.doubleValue() | ||
Schema.Type.INT16 -> value.shortValue() | ||
Schema.Type.INT32 -> value.intValue() | ||
Schema.Type.INT64 -> value.longValue() | ||
Schema.Type.STRING, Schema.Type.BYTES -> value.textValue() | ||
Schema.Type.STRUCT -> { | ||
val struct = Struct(schema) | ||
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for (field in schema.fields()) { | ||
struct.put(field, asConnectValue(value.get(field.name()), field.schema())) | ||
} | ||
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struct | ||
} | ||
else -> throw DataException("Couldn't translate unsupported schema type $schema.") | ||
} | ||
} | ||
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@Suppress("ComplexMethod") | ||
private fun asConnectSchema(value: JsonNode): Schema? { | ||
return when { | ||
value.isBoolean -> Schema.BOOLEAN_SCHEMA | ||
value.isShort -> Schema.INT16_SCHEMA | ||
value.isInt -> Schema.INT32_SCHEMA | ||
value.isLong -> Schema.INT64_SCHEMA | ||
value.isFloat -> Schema.FLOAT32_SCHEMA | ||
value.isDouble -> Schema.FLOAT64_SCHEMA | ||
value.isBinary -> Schema.BYTES_SCHEMA | ||
value.isTextual -> Schema.STRING_SCHEMA | ||
value.isObject -> { | ||
val builder = SchemaBuilder.struct() | ||
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for ((k,v) in value.fields()) { | ||
val kSchema = asConnectSchema(v) ?: continue | ||
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builder.field(k, kSchema) | ||
} | ||
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builder.build() | ||
} | ||
value.isArray -> throw DataException("JSON arrays unsupported") | ||
else -> null | ||
} | ||
} | ||
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class Key<R : ConnectRecord<R>?> : JsonDeserialize<R>() { | ||
override fun operatingSchema(record: R?): Schema? = record?.keySchema() | ||
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override fun operatingValue(record: R?): Any? = record?.key() | ||
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override fun newRecord(record: R?, schema: Schema?, value: Any?): R = record!!.newRecord( | ||
record.topic(), | ||
record.kafkaPartition(), | ||
schema, | ||
value, | ||
record.valueSchema(), | ||
record.value(), | ||
record.timestamp() | ||
) | ||
} | ||
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class Value<R : ConnectRecord<R>?> : JsonDeserialize<R>() { | ||
override fun operatingSchema(record: R?): Schema? = record?.valueSchema() | ||
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override fun operatingValue(record: R?): Any? = record?.value() | ||
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override fun newRecord(record: R?, schema: Schema?, value: Any?): R = record!!.newRecord( | ||
record.topic(), | ||
record.kafkaPartition(), | ||
record.keySchema(), | ||
record.key(), | ||
schema, | ||
value, | ||
record.timestamp() | ||
) | ||
} | ||
} |
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