Memory update #3
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,144 @@ | ||
| package us.dot.its.jpo.deduplicator.deduplicator; | ||
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| import lombok.extern.slf4j.Slf4j; | ||
| import org.apache.kafka.streams.state.RocksDBConfigSetter; | ||
| import org.rocksdb.BlockBasedTableConfig; | ||
| import org.rocksdb.CompressionType; | ||
| import org.rocksdb.Options; | ||
| import org.rocksdb.RocksDB; | ||
| import java.util.Map; | ||
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| /** | ||
| * Bounded memory configuration for RocksDB for all topologies. | ||
| * <p>References: | ||
| * <ul> | ||
| * <li><a href="https://docs.confluent.io/platform/current/streams/developer-guide/memory-mgmt.html#rocksdb">Confluent: RocksDB Memory Management</a></li> | ||
| * <li><a href="https://docs.confluent.io/platform/current/streams/developer-guide/config-streams.html#rocksdb-config-setter">Confluent: RocksDB Config Setter</a></li> | ||
| * </ul></p> | ||
| * <p>Configured using environment variables: | ||
| * <dl> | ||
| * <dt>DEDUPLICATOR_ROCKSDB_TOTAL_OFF_HEAP_MEMORY</dt><dd>Total block cache size</dd> | ||
| * <dt>DEDUPLICATOR_ROCKSDB_INDEX_FILTER_BLOCK_RATIO</dt><dd>Fraction of the block cache to use for high priority blocks (index | ||
| * and filter blocks).</dd> | ||
| * <dt>DEDUPLICATOR_ROCKSDB_TOTAL_MEMTABLE_MEMORY</dt><dd>Write buffer size, include in block cache</dd> | ||
| * <dt>DEDUPLICATOR_ROCKSDB_BLOCK_SIZE</dt><dd>{@link org.rocksdb.BlockBasedTableConfig#blockSize()}, Default 4KB</dd> | ||
| * <dt>DEDUPLICATOR_ROCKSDB_N_MEMTABLES</dt><dd>{@link org.rocksdb.Options#maxWriteBufferNumber()}, Default 2</dd> | ||
| * <dt>DEDUPLICATOR_ROCKSDB_MEMTABLE_SIZE</dt><dd>{@link org.rocksdb.Options#writeBufferSize()}, Default 64MB</dd> | ||
| * </dl> | ||
| * </p> | ||
| */ | ||
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| @Slf4j | ||
| public class BoundedMemoryRocksDBConfig implements RocksDBConfigSetter { | ||
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| private final static long TOTAL_OFF_HEAP_MEMORY; | ||
| private final static double INDEX_FILTER_BLOCK_RATIO; | ||
| private final static long TOTAL_MEMTABLE_MEMORY; | ||
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| // Block size: Default 4K | ||
| private final static long BLOCK_SIZE; | ||
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| // MaxWriteBufferNumber: Default 2 | ||
| private final static int N_MEMTABLES; | ||
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| // WriteBufferSize: Default 64MB | ||
| private final static long MEMTABLE_SIZE; | ||
| private final static long KB = 1024L; | ||
| private final static long MB = KB * KB; | ||
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| static { | ||
| RocksDB.loadLibrary(); | ||
| // Initialize properties from env variables | ||
| TOTAL_OFF_HEAP_MEMORY = getEnvLong("DEDUPLICATOR_ROCKSDB_TOTAL_OFF_HEAP_MEMORY", 128 * MB); | ||
| INDEX_FILTER_BLOCK_RATIO = getEnvDouble("DEDUPLICATOR_ROCKSDB_INDEX_FILTER_BLOCK_RATIO", 0.1); | ||
| TOTAL_MEMTABLE_MEMORY = getEnvLong("DEDUPLICATOR_ROCKSDB_TOTAL_MEMTABLE_MEMORY", 64 * MB); | ||
| BLOCK_SIZE = getEnvLong("DEDUPLICATOR_ROCKSDB_BLOCK_SIZE", 4 * KB); | ||
| N_MEMTABLES = getEnvInt("DEDUPLICATOR_ROCKSDB_N_MEMTABLES", 2); | ||
| MEMTABLE_SIZE = getEnvLong("DEDUPLICATOR_ROCKSDB_MEMTABLE_SIZE", 16 * MB); | ||
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| log.info("Initialized BoundedMemoryRocksDBConfig. TOTAL_OFF_HEAP_MEMORY = {}, INDEX_FILTER_BLOCK_RATIO = {}," + | ||
| " TOTAL_MEMTABLE_MEMORY = {}, BLOCK_SIZE = {}, N_MEMTABLES = {}, MEMTABLE_SIZE = {}", | ||
| TOTAL_OFF_HEAP_MEMORY, INDEX_FILTER_BLOCK_RATIO, TOTAL_MEMTABLE_MEMORY, BLOCK_SIZE, N_MEMTABLES, | ||
| MEMTABLE_SIZE); | ||
| } | ||
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| // See #1 below | ||
| private static final org.rocksdb.Cache cache | ||
| = new org.rocksdb.LRUCache(TOTAL_OFF_HEAP_MEMORY, -1, false, INDEX_FILTER_BLOCK_RATIO); | ||
| private static final org.rocksdb.WriteBufferManager writeBufferManager | ||
| = new org.rocksdb.WriteBufferManager(TOTAL_MEMTABLE_MEMORY, cache); | ||
| @Override | ||
| public void setConfig(final String storeName, final Options options, final Map<String, Object> configs) { | ||
| log.info("Setting RocksDB config for store {}", storeName); | ||
| BlockBasedTableConfig tableConfig = (BlockBasedTableConfig) options.tableFormatConfig(); | ||
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| // These three options in combination will limit the memory used by RocksDB to the size passed to the block | ||
| // cache (TOTAL_OFF_HEAP_MEMORY) | ||
| tableConfig.setBlockCache(cache); | ||
| tableConfig.setCacheIndexAndFilterBlocks(true); | ||
| options.setWriteBufferManager(writeBufferManager); | ||
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| // These options are recommended to be set when bounding the total memory | ||
| // See #2 below | ||
| tableConfig.setCacheIndexAndFilterBlocksWithHighPriority(true); | ||
| tableConfig.setPinTopLevelIndexAndFilter(true); | ||
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| // See #3 below | ||
| tableConfig.setBlockSize(BLOCK_SIZE); | ||
| options.setMaxWriteBufferNumber(N_MEMTABLES); | ||
| options.setWriteBufferSize(MEMTABLE_SIZE); | ||
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| // Enable compression (optional). Compression can decrease the required storage | ||
| // and increase the CPU usage of the machine. For CompressionType values, see | ||
| // https://javadoc.io/static/org.rocksdb/rocksdbjni/6.4.6/org/rocksdb/CompressionType.html. | ||
| options.setCompressionType(CompressionType.LZ4_COMPRESSION); | ||
| options.setTableFormatConfig(tableConfig); | ||
| log.info("Rocksdb set table config: {}, options: {}", tableConfig, options); | ||
| } | ||
| @Override | ||
| public void close(final String storeName, final Options options) { | ||
| // Cache and WriteBufferManager should not be closed here, as the same objects are shared by every store instance. | ||
| } | ||
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| private static long getEnvLong(String name, long defaultValue) { | ||
| String strValue = getEnvString(name); | ||
| if (strValue == null) return defaultValue; | ||
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| try { | ||
| return Long.parseLong(strValue); | ||
| } catch (NumberFormatException nfe) { | ||
| log.error("Error parsing env variable to long {}, {}", name, strValue, nfe); | ||
| return defaultValue; | ||
| } | ||
| } | ||
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| private static int getEnvInt(String name, int defaultValue) { | ||
| String strValue = getEnvString(name); | ||
| if (strValue == null) return defaultValue; | ||
| try { | ||
| return Integer.parseInt(strValue); | ||
| } catch (NumberFormatException nfe) { | ||
| log.error("Error parsing env variable to long {}, {}", name, strValue, nfe); | ||
| return defaultValue; | ||
| } | ||
| } | ||
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| private static double getEnvDouble(String name, double defaultValue) { | ||
| String strValue = getEnvString(name); | ||
| if (strValue == null) return defaultValue; | ||
| try { | ||
| return Double.parseDouble(strValue); | ||
| } catch (NumberFormatException nfe) { | ||
| log.error("Error parsing env variable to long {}, {}", name, strValue, nfe); | ||
| return defaultValue; | ||
| } | ||
| } | ||
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| private static String getEnvString(String name) { | ||
| String strValue = System.getenv(name); | ||
| if (strValue == null) { | ||
| log.warn("Env variable {} is not set", name); | ||
| } | ||
| return strValue; | ||
| } | ||
| } |
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Will this make it, so this image's JVM won't be able to use more than 1Gb of memory?
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Yes. This sets the containers memory limit to 1 GB. Currently 1 deduplicator is able to handle about 27 intersections for CDOT. Any more intersections and we should probably move to scaling horizontally instead of vertically.