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Adding Daffodil to Drill as a 'contrib'
Requires Daffodil version 3.7.0 or higher. New format-daffodil module created Still uses absolute paths for the schemaFileURI. (which is cheating. Wouldn't work in a true distributed drill environment.) We have yet to work out how to enable Drill to provide access for DFDL schemas in XML form with include/import to be resolved. The input data stream is, however, being accessed in the proper Drill manner. Gunzip happened automatically. Nice. Note: Fix boxed Boolean vs. boolean problem. Don't use boxed primitives in Format config objects. Test show this works for data as complex as having nested repeating sub-records. These DFDL types are supported: - int - long - short - byte - boolean - double - float (does not work. Bug DAFFODIL-2367) - hexBinary - string apache#2835
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# Daffodil 'Format' Reader | ||
This plugin enables Drill to read DFDL-described data from files by way of the Apache Daffodil DFDL implementation. | ||
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## Validation | ||
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Data read by Daffodil is always validated using Daffodil's Limited Validation mode. | ||
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TBD: do we need an option to control escalating validation errors to fatal? Currently this is not provided. | ||
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## Limitations: TBD | ||
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At the moment, the DFDL schema is found on the local file system, which won't support Drill's distributed architecture. | ||
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There are restrictions on the DFDL schemas that this can handle. | ||
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In particular, all element children must have distinct element names, including across choice branches. | ||
(This rules out a number of large DFDL schemas.) | ||
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TBD: Auto renaming as part of the Daffodil-to-Drill metadata mapping? | ||
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The data is parsed fully from its native form into a Drill data structure held in memory. | ||
No attempt is made to avoid access to parts of the DFDL-described data that are not needed to answer the query. | ||
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If the data is not well-formed, an error occurs and the query fails. | ||
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If the data is invalid, and validity checking by Daffodil is enabled, then an error occurs and the query fails. | ||
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<?xml version="1.0"?> | ||
<!-- | ||
Licensed to the Apache Software Foundation (ASF) under one | ||
or more contributor license agreements. See the NOTICE file | ||
distributed with this work for additional information | ||
regarding copyright ownership. The ASF licenses this file | ||
to you under the Apache License, Version 2.0 (the | ||
"License"); you may not use this file except in compliance | ||
with the License. You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, software | ||
distributed under the License is distributed on an "AS IS" BASIS, | ||
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
See the License for the specific language governing permissions and | ||
limitations under the License. | ||
--> | ||
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" | ||
xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd"> | ||
<modelVersion>4.0.0</modelVersion> | ||
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<parent> | ||
<artifactId>drill-contrib-parent</artifactId> | ||
<groupId>org.apache.drill.contrib</groupId> | ||
<version>1.22.0-SNAPSHOT</version> | ||
</parent> | ||
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<artifactId>drill-format-daffodil</artifactId> | ||
<name>Drill : Contrib : Format : Daffodil</name> | ||
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<dependencies> | ||
<dependency> | ||
<groupId>org.apache.drill.exec</groupId> | ||
<artifactId>drill-java-exec</artifactId> | ||
<version>${project.version}</version> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.daffodil</groupId> | ||
<artifactId>daffodil-japi_2.12</artifactId> | ||
<version>3.7.0</version> | ||
</dependency> | ||
<dependency> | ||
<groupId>org.apache.daffodil</groupId> | ||
<artifactId>daffodil-runtime1_2.12</artifactId> | ||
<version>3.7.0</version> | ||
</dependency> | ||
<!-- Test dependencies --> | ||
<dependency> | ||
<groupId>org.apache.drill.exec</groupId> | ||
<artifactId>drill-java-exec</artifactId> | ||
<classifier>tests</classifier> | ||
<version>${project.version}</version> | ||
<scope>test</scope> | ||
</dependency> | ||
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<dependency> | ||
<groupId>org.apache.drill</groupId> | ||
<artifactId>drill-common</artifactId> | ||
<classifier>tests</classifier> | ||
<version>${project.version}</version> | ||
<scope>test</scope> | ||
</dependency> | ||
</dependencies> | ||
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<build> | ||
<plugins> | ||
<plugin> | ||
<artifactId>maven-resources-plugin</artifactId> | ||
<executions> | ||
<execution> | ||
<id>copy-java-sources</id> | ||
<phase>process-sources</phase> | ||
<goals> | ||
<goal>copy-resources</goal> | ||
</goals> | ||
<configuration> | ||
<outputDirectory>${basedir}/target/classes/org/apache/drill/exec/store/daffodil | ||
</outputDirectory> | ||
<resources> | ||
<resource> | ||
<directory>src/main/java/org/apache/drill/exec/store/daffodil</directory> | ||
<filtering>true</filtering> | ||
</resource> | ||
</resources> | ||
</configuration> | ||
</execution> | ||
</executions> | ||
</plugin> | ||
</plugins> | ||
</build> | ||
</project> |
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...rmat-daffodil/src/main/java/org/apache/drill/exec/store/daffodil/DaffodilBatchReader.java
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/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, software | ||
* distributed under the License is distributed on an "AS IS" BASIS, | ||
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
* See the License for the specific language governing permissions and | ||
* limitations under the License. | ||
*/ | ||
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package org.apache.drill.exec.store.daffodil; | ||
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import org.apache.daffodil.japi.DataProcessor; | ||
import org.apache.drill.common.AutoCloseables; | ||
import org.apache.drill.common.exceptions.CustomErrorContext; | ||
import org.apache.drill.common.exceptions.UserException; | ||
import org.apache.drill.exec.physical.impl.scan.v3.ManagedReader; | ||
import org.apache.drill.exec.physical.impl.scan.v3.file.FileDescrip; | ||
import org.apache.drill.exec.physical.impl.scan.v3.file.FileSchemaNegotiator; | ||
import org.apache.drill.exec.physical.resultSet.RowSetLoader; | ||
import org.apache.drill.exec.record.metadata.TupleMetadata; | ||
import org.apache.drill.exec.store.daffodil.schema.DaffodilDataProcessorFactory; | ||
import org.apache.drill.exec.store.dfs.DrillFileSystem; | ||
import org.apache.drill.exec.store.dfs.easy.EasySubScan; | ||
import org.apache.hadoop.fs.Path; | ||
import org.slf4j.Logger; | ||
import org.slf4j.LoggerFactory; | ||
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import java.io.IOException; | ||
import java.io.InputStream; | ||
import java.net.URI; | ||
import java.net.URISyntaxException; | ||
import java.util.Objects; | ||
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import static org.apache.drill.exec.store.daffodil.schema.DaffodilDataProcessorFactory.*; | ||
import static org.apache.drill.exec.store.daffodil.schema.DrillDaffodilSchemaUtils.daffodilDataProcessorToDrillSchema; | ||
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public class DaffodilBatchReader implements ManagedReader { | ||
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private static final Logger logger = LoggerFactory.getLogger(DaffodilBatchReader.class); | ||
private final RowSetLoader rowSetLoader; | ||
private final CustomErrorContext errorContext; | ||
private final DaffodilMessageParser dafParser; | ||
private final InputStream dataInputStream; | ||
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public DaffodilBatchReader(DaffodilReaderConfig readerConfig, EasySubScan scan, | ||
FileSchemaNegotiator negotiator) { | ||
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errorContext = negotiator.parentErrorContext(); | ||
DaffodilFormatConfig dafConfig = readerConfig.plugin.getConfig(); | ||
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String schemaURIString = dafConfig.getSchemaURI(); // "schema/complexArray1.dfdl.xsd"; | ||
String rootName = dafConfig.getRootName(); | ||
String rootNamespace = dafConfig.getRootNamespace(); | ||
boolean validationMode = dafConfig.getValidationMode(); | ||
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URI dfdlSchemaURI; | ||
try { | ||
dfdlSchemaURI = new URI(schemaURIString); | ||
} catch (URISyntaxException e) { | ||
throw UserException.validationError(e).build(logger); | ||
} | ||
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FileDescrip file = negotiator.file(); | ||
DrillFileSystem fs = file.fileSystem(); | ||
URI fsSchemaURI = fs.getUri().resolve(dfdlSchemaURI); | ||
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DaffodilDataProcessorFactory dpf = new DaffodilDataProcessorFactory(); | ||
DataProcessor dp; | ||
try { | ||
dp = dpf.getDataProcessor(fsSchemaURI, validationMode, rootName, rootNamespace); | ||
} catch (CompileFailure e) { | ||
throw UserException.dataReadError(e) | ||
.message(String.format("Failed to get Daffodil DFDL processor for: %s", fsSchemaURI)) | ||
.addContext(errorContext).addContext(e.getMessage()).build(logger); | ||
} | ||
// Create the corresponding Drill schema. | ||
// Note: this could be a very large schema. Think of a large complex RDBMS schema, | ||
// all of it, hundreds of tables, but all part of the same metadata tree. | ||
TupleMetadata drillSchema = daffodilDataProcessorToDrillSchema(dp); | ||
// Inform Drill about the schema | ||
negotiator.tableSchema(drillSchema, true); | ||
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// | ||
// DATA TIME: Next we construct the runtime objects, and open files. | ||
// | ||
// We get the DaffodilMessageParser, which is a stateful driver for daffodil that | ||
// actually does the parsing. | ||
rowSetLoader = negotiator.build().writer(); | ||
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// We construct the Daffodil InfosetOutputter which the daffodil parser uses to | ||
// convert infoset event calls to fill in a Drill row via a rowSetLoader. | ||
DaffodilDrillInfosetOutputter outputter = new DaffodilDrillInfosetOutputter(rowSetLoader); | ||
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// Now we can set up the dafParser with the outputter it will drive with | ||
// the parser-produced infoset. | ||
dafParser = new DaffodilMessageParser(dp); // needs further initialization after this. | ||
dafParser.setInfosetOutputter(outputter); | ||
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Path dataPath = file.split().getPath(); | ||
// Lastly, we open the data stream | ||
try { | ||
dataInputStream = fs.openPossiblyCompressedStream(dataPath); | ||
} catch (IOException e) { | ||
throw UserException.dataReadError(e) | ||
.message(String.format("Failed to open input file: %s", dataPath.toString())) | ||
.addContext(errorContext).addContext(e.getMessage()).build(logger); | ||
} | ||
// And lastly,... tell daffodil the input data stream. | ||
dafParser.setInputStream(dataInputStream); | ||
} | ||
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/** | ||
* This is the core of actual processing - data movement from Daffodil to Drill. | ||
* <p> | ||
* If there is space in the batch, and there is data available to parse then this calls the | ||
* daffodil parser, which parses data, delivering it to the rowWriter by way of the infoset | ||
* outputter. | ||
* <p> | ||
* Repeats until the rowWriter is full (a batch is full), or there is no more data, or a parse | ||
* error ends execution with a throw. | ||
* <p> | ||
* Validation errors and other warnings are not errors and are logged but do not cause parsing to | ||
* fail/throw. | ||
* | ||
* @return true if there are rows retrieved, false if no rows were retrieved, which means no more | ||
* will ever be retrieved (end of data). | ||
* @throws RuntimeException | ||
* on parse errors. | ||
*/ | ||
@Override | ||
public boolean next() { | ||
// Check assumed invariants | ||
// We don't know if there is data or not. This could be called on an empty data file. | ||
// We DO know that this won't be called if there is no space in the batch for even 1 | ||
// row. | ||
if (dafParser.isEOF()) { | ||
return false; // return without even checking for more rows or trying to parse. | ||
} | ||
while (rowSetLoader.start() && !dafParser.isEOF()) { // we never zero-trip this loop. | ||
// the predicate is always true once. | ||
dafParser.parse(); | ||
if (dafParser.isProcessingError()) { | ||
assert (Objects.nonNull(dafParser.getDiagnostics())); | ||
throw UserException.dataReadError().message(dafParser.getDiagnosticsAsString()) | ||
.addContext(errorContext).build(logger); | ||
} | ||
if (dafParser.isValidationError()) { | ||
logger.warn(dafParser.getDiagnosticsAsString()); | ||
// Note that even if daffodil is set to not validate, validation errors may still occur | ||
// from DFDL's "recoverableError" assertions. | ||
} | ||
rowSetLoader.save(); | ||
} | ||
int nRows = rowSetLoader.rowCount(); | ||
assert nRows > 0; // This cannot be zero. If the parse failed we will have already thrown out | ||
// of here. | ||
return true; | ||
} | ||
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@Override | ||
public void close() { | ||
AutoCloseables.closeSilently(dataInputStream); | ||
} | ||
} | ||
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class DaffodilReaderConfig { | ||
final DaffodilFormatPlugin plugin; | ||
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DaffodilReaderConfig(DaffodilFormatPlugin plugin) { | ||
this.plugin = plugin; | ||
} | ||
} |
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