HADOOP-13200. Implement customizable and configurable erasure coders. Contributed by Tim Yao.
This commit is contained in:
parent
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commit
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@ -18,8 +18,6 @@
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package org.apache.hadoop.io.erasurecode;
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import com.google.common.base.Preconditions;
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import com.google.common.base.Splitter;
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import com.google.common.collect.ImmutableMap;
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import org.apache.commons.logging.Log;
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import org.apache.commons.logging.LogFactory;
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import org.apache.hadoop.classification.InterfaceAudience;
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@ -30,18 +28,12 @@
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import org.apache.hadoop.io.erasurecode.codec.XORErasureCodec;
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import org.apache.hadoop.io.erasurecode.coder.ErasureDecoder;
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import org.apache.hadoop.io.erasurecode.coder.ErasureEncoder;
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import org.apache.hadoop.io.erasurecode.rawcoder.NativeRSRawErasureCoderFactory;
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import org.apache.hadoop.io.erasurecode.rawcoder.NativeXORRawErasureCoderFactory;
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import org.apache.hadoop.io.erasurecode.rawcoder.RSRawErasureCoderFactory;
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import org.apache.hadoop.io.erasurecode.rawcoder.RSLegacyRawErasureCoderFactory;
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import org.apache.hadoop.io.erasurecode.rawcoder.RawErasureCoderFactory;
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import org.apache.hadoop.io.erasurecode.rawcoder.RawErasureDecoder;
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import org.apache.hadoop.io.erasurecode.rawcoder.RawErasureEncoder;
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import org.apache.hadoop.io.erasurecode.rawcoder.XORRawErasureCoderFactory;
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import java.lang.reflect.Constructor;
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import java.lang.reflect.InvocationTargetException;
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import java.util.Map;
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/**
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* A codec & coder utility to help create coders conveniently.
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@ -79,27 +71,12 @@ public final class CodecUtil {
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/** Comma separated raw codec name. The first coder is prior to the latter. */
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public static final String IO_ERASURECODE_CODEC_RS_LEGACY_RAWCODERS_KEY =
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IO_ERASURECODE_CODEC + "rs-legacy.rawcoders";
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public static final String IO_ERASURECODE_CODEC_RS_LEGACY_RAWCODERS_DEFAULT =
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RSLegacyRawErasureCoderFactory.class.getCanonicalName();
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public static final String IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY =
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IO_ERASURECODE_CODEC + "rs.rawcoders";
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public static final String IO_ERASURECODE_CODEC_RS_RAWCODERS_DEFAULT =
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NativeRSRawErasureCoderFactory.class.getCanonicalName() +
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"," + RSRawErasureCoderFactory.class.getCanonicalName();
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/** Raw coder factory for the XOR codec. */
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public static final String IO_ERASURECODE_CODEC_XOR_RAWCODERS_KEY =
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IO_ERASURECODE_CODEC + "xor.rawcoders";
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public static final String IO_ERASURECODE_CODEC_XOR_RAWCODERS_DEFAULT =
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NativeXORRawErasureCoderFactory.class.getCanonicalName() +
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"," + XORRawErasureCoderFactory.class.getCanonicalName();
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// Default coders for each codec names.
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public static final Map<String, String> DEFAULT_CODERS_MAP = ImmutableMap.of(
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"rs", IO_ERASURECODE_CODEC_RS_RAWCODERS_DEFAULT,
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"rs-legacy", IO_ERASURECODE_CODEC_RS_LEGACY_RAWCODERS_DEFAULT,
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"xor", IO_ERASURECODE_CODEC_XOR_RAWCODERS_DEFAULT
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);
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private CodecUtil() { }
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@ -168,70 +145,61 @@ public static RawErasureDecoder createRawDecoder(
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}
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private static RawErasureCoderFactory createRawCoderFactory(
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Configuration conf, String rawCoderFactoryKey) {
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String coderName, String codecName) {
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RawErasureCoderFactory fact;
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try {
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Class<? extends RawErasureCoderFactory> factClass = conf.getClassByName(
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rawCoderFactoryKey).asSubclass(RawErasureCoderFactory.class);
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fact = factClass.newInstance();
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} catch (ClassNotFoundException | InstantiationException |
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IllegalAccessException e) {
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throw new RuntimeException("Failed to create raw coder factory", e);
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}
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if (fact == null) {
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throw new RuntimeException("Failed to create raw coder factory");
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}
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fact = CodecRegistry.getInstance().
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getCoderByName(codecName, coderName);
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return fact;
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}
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// Return comma separated coder names
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private static String getRawCoders(Configuration conf, String codec) {
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return conf.get(
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IO_ERASURECODE_CODEC + codec + ".rawcoders",
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DEFAULT_CODERS_MAP.getOrDefault(codec, codec)
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// Return a list of coder names
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private static String[] getRawCoderNames(
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Configuration conf, String codecName) {
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return conf.getStrings(
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IO_ERASURECODE_CODEC + codecName + ".rawcoders",
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CodecRegistry.getInstance().getCoderNames(codecName)
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);
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}
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private static RawErasureEncoder createRawEncoderWithFallback(
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Configuration conf, String codec, ErasureCoderOptions coderOptions) {
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String coders = getRawCoders(conf, codec);
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for (String factName : Splitter.on(",").split(coders)) {
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Configuration conf, String codecName, ErasureCoderOptions coderOptions) {
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String[] rawCoderNames = getRawCoderNames(conf, codecName);
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for (String rawCoderName : rawCoderNames) {
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try {
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if (factName != null) {
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RawErasureCoderFactory fact = createRawCoderFactory(conf,
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factName);
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if (rawCoderName != null) {
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RawErasureCoderFactory fact = createRawCoderFactory(
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rawCoderName, codecName);
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return fact.createEncoder(coderOptions);
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}
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} catch (LinkageError | Exception e) {
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// Fallback to next coder if possible
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LOG.warn("Failed to create raw erasure encoder " + factName +
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LOG.warn("Failed to create raw erasure encoder " + rawCoderName +
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", fallback to next codec if possible", e);
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}
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}
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throw new IllegalArgumentException("Fail to create raw erasure " +
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"encoder with given codec: " + codec);
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"encoder with given codec: " + codecName);
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}
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private static RawErasureDecoder createRawDecoderWithFallback(
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Configuration conf, String codec, ErasureCoderOptions coderOptions) {
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String coders = getRawCoders(conf, codec);
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for (String factName : Splitter.on(",").split(coders)) {
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Configuration conf, String codecName, ErasureCoderOptions coderOptions) {
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String[] coders = getRawCoderNames(conf, codecName);
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for (String rawCoderName : coders) {
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try {
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if (factName != null) {
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RawErasureCoderFactory fact = createRawCoderFactory(conf,
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factName);
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if (rawCoderName != null) {
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RawErasureCoderFactory fact = createRawCoderFactory(
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rawCoderName, codecName);
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return fact.createDecoder(coderOptions);
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}
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} catch (LinkageError | Exception e) {
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// Fallback to next coder if possible
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LOG.warn("Failed to create raw erasure decoder " + factName +
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LOG.warn("Failed to create raw erasure decoder " + rawCoderName +
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", fallback to next codec if possible", e);
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}
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}
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throw new IllegalArgumentException("Fail to create raw erasure " +
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"encoder with given codec: " + codec);
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"encoder with given codec: " + codecName);
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}
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private static ErasureCodec createCodec(Configuration conf,
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@ -25,6 +25,7 @@ public final class ErasureCodeConstants {
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private ErasureCodeConstants() {
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}
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public static final String DUMMY_CODEC_NAME = "dummy";
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public static final String RS_CODEC_NAME = "rs";
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public static final String RS_LEGACY_CODEC_NAME = "rs-legacy";
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public static final String XOR_CODEC_NAME = "xor";
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@ -18,6 +18,7 @@
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package org.apache.hadoop.io.erasurecode.rawcoder;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.io.erasurecode.ErasureCodeConstants;
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import org.apache.hadoop.io.erasurecode.ErasureCoderOptions;
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/**
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@ -25,6 +26,7 @@
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*/
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@InterfaceAudience.Private
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public class DummyRawErasureCoderFactory implements RawErasureCoderFactory {
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public static final String CODER_NAME = "dummy_dummy";
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@Override
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public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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@ -35,4 +37,14 @@ public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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public RawErasureDecoder createDecoder(ErasureCoderOptions coderOptions) {
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return new DummyRawDecoder(coderOptions);
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}
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@Override
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public String getCoderName() {
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return CODER_NAME;
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}
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@Override
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public String getCodecName() {
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return ErasureCodeConstants.DUMMY_CODEC_NAME;
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}
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}
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package org.apache.hadoop.io.erasurecode.rawcoder;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.io.erasurecode.ErasureCodeConstants;
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import org.apache.hadoop.io.erasurecode.ErasureCoderOptions;
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/**
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@ -27,6 +28,8 @@
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@InterfaceAudience.Private
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public class NativeRSRawErasureCoderFactory implements RawErasureCoderFactory {
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public static final String CODER_NAME = "rs_native";
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@Override
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public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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return new NativeRSRawEncoder(coderOptions);
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@ -36,4 +39,14 @@ public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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public RawErasureDecoder createDecoder(ErasureCoderOptions coderOptions) {
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return new NativeRSRawDecoder(coderOptions);
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}
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@Override
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public String getCoderName() {
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return CODER_NAME;
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}
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@Override
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public String getCodecName() {
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return ErasureCodeConstants.RS_CODEC_NAME;
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}
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}
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package org.apache.hadoop.io.erasurecode.rawcoder;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.io.erasurecode.ErasureCodeConstants;
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import org.apache.hadoop.io.erasurecode.ErasureCoderOptions;
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/**
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@ -27,6 +28,8 @@
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@InterfaceAudience.Private
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public class NativeXORRawErasureCoderFactory implements RawErasureCoderFactory {
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public static final String CODER_NAME = "xor_native";
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@Override
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public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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return new NativeXORRawEncoder(coderOptions);
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@ -36,4 +39,14 @@ public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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public RawErasureDecoder createDecoder(ErasureCoderOptions coderOptions) {
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return new NativeXORRawDecoder(coderOptions);
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}
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@Override
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public String getCoderName() {
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return CODER_NAME;
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}
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@Override
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public String getCodecName() {
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return ErasureCodeConstants.XOR_CODEC_NAME;
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}
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}
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@ -18,6 +18,7 @@
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package org.apache.hadoop.io.erasurecode.rawcoder;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.io.erasurecode.ErasureCodeConstants;
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import org.apache.hadoop.io.erasurecode.ErasureCoderOptions;
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/**
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@ -26,6 +27,8 @@
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@InterfaceAudience.Private
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public class RSLegacyRawErasureCoderFactory implements RawErasureCoderFactory {
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public static final String CODER_NAME = "rs-legacy_java";
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@Override
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public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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return new RSLegacyRawEncoder(coderOptions);
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@ -35,4 +38,14 @@ public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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public RawErasureDecoder createDecoder(ErasureCoderOptions coderOptions) {
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return new RSLegacyRawDecoder(coderOptions);
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}
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@Override
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public String getCoderName() {
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return CODER_NAME;
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}
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@Override
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public String getCodecName() {
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return ErasureCodeConstants.RS_LEGACY_CODEC_NAME;
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}
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}
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package org.apache.hadoop.io.erasurecode.rawcoder;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.io.erasurecode.ErasureCodeConstants;
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import org.apache.hadoop.io.erasurecode.ErasureCoderOptions;
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/**
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@ -26,6 +27,8 @@
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@InterfaceAudience.Private
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public class RSRawErasureCoderFactory implements RawErasureCoderFactory {
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public static final String CODER_NAME = "rs_java";
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@Override
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public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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return new RSRawEncoder(coderOptions);
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@ -35,4 +38,14 @@ public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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public RawErasureDecoder createDecoder(ErasureCoderOptions coderOptions) {
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return new RSRawDecoder(coderOptions);
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}
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@Override
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public String getCoderName() {
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return CODER_NAME;
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}
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@Override
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public String getCodecName() {
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return ErasureCodeConstants.RS_CODEC_NAME;
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}
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}
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@ -41,4 +41,16 @@ public interface RawErasureCoderFactory {
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* @return raw erasure decoder
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*/
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RawErasureDecoder createDecoder(ErasureCoderOptions coderOptions);
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/**
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* Get the name of the coder.
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* @return coder name
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*/
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String getCoderName();
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/**
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* Get the name of its codec.
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* @return codec name
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*/
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String getCodecName();
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}
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package org.apache.hadoop.io.erasurecode.rawcoder;
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import org.apache.hadoop.classification.InterfaceAudience;
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import org.apache.hadoop.io.erasurecode.ErasureCodeConstants;
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import org.apache.hadoop.io.erasurecode.ErasureCoderOptions;
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/**
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@ -26,6 +27,8 @@
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@InterfaceAudience.Private
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public class XORRawErasureCoderFactory implements RawErasureCoderFactory {
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public static final String CODER_NAME = "xor_java";
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@Override
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public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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return new XORRawEncoder(coderOptions);
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@ -35,4 +38,14 @@ public RawErasureEncoder createEncoder(ErasureCoderOptions coderOptions) {
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public RawErasureDecoder createDecoder(ErasureCoderOptions coderOptions) {
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return new XORRawDecoder(coderOptions);
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}
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@Override
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public String getCoderName() {
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return CODER_NAME;
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}
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@Override
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public String getCodecName() {
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return ErasureCodeConstants.XOR_CODEC_NAME;
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}
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}
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@ -668,7 +668,7 @@
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<property>
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<name>io.erasurecode.codec.rs.rawcoders</name>
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<value>org.apache.hadoop.io.erasurecode.rawcoder.NativeRSRawErasureCoderFactory,org.apache.hadoop.io.erasurecode.rawcoder.RSRawErasureCoderFactory</value>
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<value>rs_native,rs_java</value>
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<description>
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Comma separated raw coder implementations for the rs codec. The earlier
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factory is prior to followings in case of failure of creating raw coders.
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@ -677,7 +677,7 @@
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<property>
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<name>io.erasurecode.codec.rs-legacy.rawcoders</name>
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<value>org.apache.hadoop.io.erasurecode.rawcoder.RSLegacyRawErasureCoderFactory</value>
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<value>rs-legacy_java</value>
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<description>
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Comma separated raw coder implementations for the rs-legacy codec. The earlier
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factory is prior to followings in case of failure of creating raw coders.
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@ -686,7 +686,7 @@
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<property>
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<name>io.erasurecode.codec.xor.rawcoders</name>
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<value>org.apache.hadoop.io.erasurecode.rawcoder.NativeXORRawErasureCoderFactory,org.apache.hadoop.io.erasurecode.rawcoder.XORRawErasureCoderFactory</value>
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<value>xor_native,xor_java</value>
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<description>
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Comma separated raw coder implementations for the xor codec. The earlier
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factory is prior to followings in case of failure of creating raw coders.
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@ -28,6 +28,7 @@
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import org.apache.hadoop.io.erasurecode.rawcoder.RawErasureEncoder;
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import org.apache.hadoop.io.erasurecode.rawcoder.XORRawDecoder;
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import org.apache.hadoop.io.erasurecode.rawcoder.XORRawEncoder;
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import org.apache.hadoop.io.erasurecode.rawcoder.XORRawErasureCoderFactory;
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import org.apache.hadoop.test.GenericTestUtils;
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import org.junit.Assert;
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import org.junit.Before;
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@ -104,8 +105,8 @@ public void testFallbackCoders() {
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ErasureCoderOptions coderOptions = new ErasureCoderOptions(
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numDataUnit, numParityUnit);
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conf.set(CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
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RSRawErasureCoderFactory.class.getCanonicalName() +
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"," + NativeRSRawErasureCoderFactory.class.getCanonicalName());
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RSRawErasureCoderFactory.CODER_NAME +
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"," + NativeRSRawErasureCoderFactory.CODER_NAME);
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// should return default raw coder of rs codec
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RawErasureEncoder encoder = CodecUtil.createRawEncoder(
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conf, ErasureCodeConstants.RS_CODEC_NAME, coderOptions);
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@ -133,8 +134,7 @@ public void testIgnoreInvalidCodec() {
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ErasureCoderOptions coderOptions = new ErasureCoderOptions(
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numDataUnit, numParityUnit);
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conf.set(CodecUtil.IO_ERASURECODE_CODEC_XOR_RAWCODERS_KEY,
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"invalid-codec," +
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"org.apache.hadoop.io.erasurecode.rawcoder.XORRawErasureCoderFactory");
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"invalid-codec," + XORRawErasureCoderFactory.CODER_NAME);
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// should return second coder specified by IO_ERASURECODE_CODEC_CODERS
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RawErasureEncoder encoder = CodecUtil.createRawEncoder(
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conf, ErasureCodeConstants.XOR_CODEC_NAME, coderOptions);
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|
@ -51,7 +51,7 @@ public void testCodingDirectBufferWithConf_10x4_erasing_d0() {
|
||||
*/
|
||||
Configuration conf = new Configuration();
|
||||
conf.set(CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
|
||||
RSRawErasureCoderFactory.class.getCanonicalName());
|
||||
RSRawErasureCoderFactory.CODER_NAME);
|
||||
prepare(conf, 10, 4, new int[]{0}, new int[0]);
|
||||
|
||||
testCoding(true);
|
||||
|
@ -58,7 +58,7 @@ public void testCodingDirectBufferWithConf_10x4_erasing_d0() {
|
||||
*/
|
||||
Configuration conf = new Configuration();
|
||||
conf.set(CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
|
||||
RSRawErasureCoderFactory.class.getCanonicalName());
|
||||
RSRawErasureCoderFactory.CODER_NAME);
|
||||
prepare(conf, 10, 4, new int[]{0}, new int[0]);
|
||||
|
||||
testCoding(true);
|
||||
|
@ -117,11 +117,15 @@ Deployment
|
||||
be more appropriate. If the administrator only cares about node-level fault-tolerance, `RS-10-4-64k` would still be appropriate as long as
|
||||
there are at least 14 DataNodes in the cluster.
|
||||
|
||||
The codec implementation for Reed-Solomon and XOR can be configured with the following client and DataNode configuration keys:
|
||||
`io.erasurecode.codec.rs.rawcoder` for the default RS codec,
|
||||
`io.erasurecode.codec.rs-legacy.rawcoder` for the legacy RS codec,
|
||||
`io.erasurecode.codec.xor.rawcoder` for the XOR codec.
|
||||
The default implementations for all of these codecs are pure Java. For default RS codec, there is also a native implementation which leverages Intel ISA-L library to improve the performance of codec. For XOR codec, a native implementation which leverages Intel ISA-L library to improve the performance of codec is also supported. Please refer to section "Enable Intel ISA-L" for more detail information.
|
||||
The codec implementations for Reed-Solomon and XOR can be configured with the following client and DataNode configuration keys:
|
||||
`io.erasurecode.codec.rs.rawcoders` for the default RS codec,
|
||||
`io.erasurecode.codec.rs-legacy.rawcoders` for the legacy RS codec,
|
||||
`io.erasurecode.codec.xor.rawcoders` for the XOR codec.
|
||||
User can also configure self-defined codec with configuration key like:
|
||||
`io.erasurecode.codec.self-defined-codec.rawcoders`.
|
||||
The values for these key are lists of coder names with a fall-back mechanism.
|
||||
All these codecs have implementations in pure Java. For default RS codec, there is also a native implementation which leverages Intel ISA-L library to improve the performance of codec. For XOR codec, a native implementation which leverages Intel ISA-L library to improve the performance of codec is also supported. Please refer to section "Enable Intel ISA-L" for more detail information.
|
||||
The default implementation for RS Legacy is pure Java, and the default implementations for default RS and XOR are native implementations using Intel ISA-L library.
|
||||
|
||||
Erasure coding background recovery work on the DataNodes can also be tuned via the following configuration parameters:
|
||||
|
||||
|
@ -98,7 +98,7 @@ public void setup() throws IOException {
|
||||
if (ErasureCodeNative.isNativeCodeLoaded()) {
|
||||
conf.set(
|
||||
CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
|
||||
NativeRSRawErasureCoderFactory.class.getCanonicalName());
|
||||
NativeRSRawErasureCoderFactory.CODER_NAME);
|
||||
}
|
||||
SimulatedFSDataset.setFactory(conf);
|
||||
cluster = new MiniDFSCluster.Builder(conf).numDataNodes(
|
||||
|
@ -85,7 +85,7 @@ public void setup() throws IOException {
|
||||
if (ErasureCodeNative.isNativeCodeLoaded()) {
|
||||
conf.set(
|
||||
CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
|
||||
NativeRSRawErasureCoderFactory.class.getCanonicalName());
|
||||
NativeRSRawErasureCoderFactory.CODER_NAME);
|
||||
}
|
||||
DFSTestUtil.enableAllECPolicies(conf);
|
||||
cluster = new MiniDFSCluster.Builder(conf).numDataNodes(numDNs).build();
|
||||
|
@ -214,7 +214,7 @@ private void setup(Configuration conf) throws IOException {
|
||||
if (ErasureCodeNative.isNativeCodeLoaded()) {
|
||||
conf.set(
|
||||
CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
|
||||
NativeRSRawErasureCoderFactory.class.getCanonicalName());
|
||||
NativeRSRawErasureCoderFactory.CODER_NAME);
|
||||
}
|
||||
DFSTestUtil.enableAllECPolicies(conf);
|
||||
cluster = new MiniDFSCluster.Builder(conf).numDataNodes(numDNs).build();
|
||||
|
@ -100,7 +100,7 @@ public void setup() throws IOException {
|
||||
if (ErasureCodeNative.isNativeCodeLoaded()) {
|
||||
conf.set(
|
||||
CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
|
||||
NativeRSRawErasureCoderFactory.class.getCanonicalName());
|
||||
NativeRSRawErasureCoderFactory.CODER_NAME);
|
||||
}
|
||||
conf.set(DFSConfigKeys.DFS_NAMENODE_EC_POLICIES_ENABLED_KEY,
|
||||
StripedFileTestUtil.getDefaultECPolicy().getName());
|
||||
|
@ -68,7 +68,7 @@ public void setup() throws IOException {
|
||||
if (ErasureCodeNative.isNativeCodeLoaded()) {
|
||||
conf.set(
|
||||
CodecUtil.IO_ERASURECODE_CODEC_RS_RAWCODERS_KEY,
|
||||
NativeRSRawErasureCoderFactory.class.getCanonicalName());
|
||||
NativeRSRawErasureCoderFactory.CODER_NAME);
|
||||
}
|
||||
DFSTestUtil.enableAllECPolicies(conf);
|
||||
cluster = new MiniDFSCluster.Builder(conf).numDataNodes(
|
||||
|
Loading…
Reference in New Issue
Block a user