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Make trackRun feature work on all versions of C* #320

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18 changes: 16 additions & 2 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -130,7 +130,7 @@ spark-submit --properties-file cdm.properties \
- If you rerun a `validation` job, it will include any token-ranges that had differences in the previous run
- Preserve [writetimes](https://docs.datastax.com/en/dse/6.8/cql/cql/cql_reference/cql_commands/cqlSelect.html#cqlSelect__retrieving-the-datetime-a-write-occurred-p) and [TTLs](https://docs.datastax.com/en/dse/6.8/cql/cql/cql_reference/cql_commands/cqlSelect.html#cqlSelect__ref-select-ttl-p)
- Supports migration/validation of advanced DataTypes ([Sets](https://docs.datastax.com/en/dse/6.8/cql/cql/cql_reference/refDataTypes.html#refDataTypes__set), [Lists](https://docs.datastax.com/en/dse/6.8/cql/cql/cql_reference/refDataTypes.html#refDataTypes__list), [Maps](https://docs.datastax.com/en/dse/6.8/cql/cql/cql_reference/refDataTypes.html#refDataTypes__map), [UDTs](https://docs.datastax.com/en/dse/6.8/cql/cql/cql_reference/refDataTypes.html#refDataTypes__udt))
- Filter records from `Origin` using `writetimes` and/or CQL conditions and/or a list of token-ranges
- Filter records from `Origin` using `writetime` and/or CQL conditions and/or a list of token-ranges
- Perform guardrail checks (identify large fields)
- Supports adding `constants` as new columns on `Target`
- Supports expanding `Map` columns on `Origin` into multiple records on `Target`
Expand All @@ -140,7 +140,7 @@ spark-submit --properties-file cdm.properties \
- Migrate from any Cassandra `Origin` ([Apache Cassandra®](https://cassandra.apache.org) / [DataStax Enterprise™](https://www.datastax.com/products/datastax-enterprise) / [DataStax Astra DB™](https://www.datastax.com/products/datastax-astra)) to any Cassandra `Target` ([Apache Cassandra®](https://cassandra.apache.org) / [DataStax Enterprise™](https://www.datastax.com/products/datastax-enterprise) / [DataStax Astra DB™](https://www.datastax.com/products/datastax-astra))
- Supports migration/validation from and to [Azure Cosmos Cassandra](https://learn.microsoft.com/en-us/azure/cosmos-db/cassandra)
- Validate migration accuracy and performance using a smaller randomized data-set
- Supports adding custom fixed `writetime`
- Supports adding custom fixed `writetime` and/or `ttl`
- Track run information (start-time, end-time, status, etc.) in tables (`cdm_run_info` and `cdm_run_details`) on the target keyspace

# Things to know
Expand All @@ -152,6 +152,20 @@ spark-submit --properties-file cdm.properties \
- When CDM migration (or validation with autocorrect) is run multiple times on the same table (for whatever reasons), it could lead to duplicate entries in `list` type columns. Note this is [due to a Cassandra/DSE bug](https://issues.apache.org/jira/browse/CASSANDRA-11368) and not a CDM issue. This issue can be addressed by enabling and setting a positive value for `spark.cdm.transform.custom.writetime.incrementBy` param. This param was specifically added to address this issue.
- When you rerun job to resume from a previous run, the run metrics (read, write, skipped, etc.) captured in table `cdm_run_info` will be only for the current run. If the previous run was killed for some reasons, its run metrics may not have been saved. If the previous run did complete (not killed) but with errors, then you will have all run metrics from previous run as well.

# Performance FAQ
- Below recommendations may only be needed while migrating large tables where the default performance is not good enough.
- Performance bottleneck are usually the result of
- Low resource availability on `Origin` OR `Target` cluster
- Low resource availability on CDM VMs, [see recommendations here](https://docs.datastax.com/en/data-migration/deployment-infrastructure.html#_machines)
- Bad schema design which could be caused by out of balance `Origin` cluster, large partitions (> 100 MB), large rows (> 10MB) and/or high column count.
- Incorrect configuration of below properties
- `numParts`: Default is 5K, but ideal value is usually around table-size/10MB.
- `batchSize`: Default is 5, but this should be set to 1 for tables where primary-key=partition-key OR where average row-size is > 20 KB. Similarly, this should be set to a value > 5, if row-size is small (< 1KB) and most partitions have several rows (100+).
- `fetchSizeInRows`: Default is 1K & this usually fine. However you can reduce this if your table has many large rows (over 100KB).
- `ratelimit`: Default is 20K. Once you set all the other properties appropriately, set this value to the highest possible value that your cluster (origin & target) is able to handle.
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- Using schema manipulation features (like `constantColumns`, `explodeMap`, `extractJson`), transformation functions and/or where-filter-conditions (except partition min/max) may negatively impacts performance
- We typically recommend [this infrastructure](https://docs.datastax.com/en/data-migration/deployment-infrastructure.html#_machines) for CDM VMs and [this starter conf](https://github.com/datastax/cassandra-data-migrator/blob/main/src/resources/cdm.properties). You can then optimize the job further based on CDM params info provided above and the observed load and throughput on `Origin` and `Target` cluster.
- Note: For additional performance tuning, refer to details mentioned in [cdm-detailed.properties file here](https://github.com/datastax/cassandra-data-migrator/blob/main/src/resources/cdm-detailed.properties)

# Building Jar for local development
1. Clone this repo
Expand Down
4 changes: 4 additions & 0 deletions RELEASE.md
Original file line number Diff line number Diff line change
@@ -1,4 +1,8 @@
# Release Notes
## [4.6.1] - 2024-10-22
- Make `trackRun` feature work on all versions of Cassandra/DSE by replacing the `IN` clause on `cdm_run_details` table.
- Updated `README` docs.

## [4.6.0] - 2024-10-18
- Allow using Collections and/or UDTs for `ttl` & `writetime` calculations. This is specifically helpful in scenarios where the only non-key columns are Collections and/or UDTs.

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -19,6 +19,7 @@
import java.time.Duration;
import java.util.ArrayList;
import java.util.Collection;
import java.util.Collections;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
Expand Down Expand Up @@ -84,35 +85,45 @@ public TargetUpsertRunDetailsStatement(CqlSession session, String keyspaceTable)
boundSelectInfoStatement = bindStatement(
"SELECT status FROM " + cdmKsTabInfo + " WHERE table_name = ? AND run_id = ?");
boundSelectStatement = bindStatement("SELECT token_min, token_max FROM " + cdmKsTabDetails
+ " WHERE table_name = ? AND run_id = ? and status in ('NOT_STARTED', 'STARTED', 'FAIL', 'DIFF') ALLOW FILTERING");
+ " WHERE table_name = ? AND run_id = ? AND status = ? ALLOW FILTERING");
}

public Collection<SplitPartitions.Partition> getPendingPartitions(long prevRunId) throws RunNotStartedException {
final Collection<SplitPartitions.Partition> pendingParts = new ArrayList<SplitPartitions.Partition>();
if (prevRunId == 0) {
return pendingParts;
return Collections.emptyList();
}

ResultSet rsInfo = session
.execute(boundSelectInfoStatement.setString("table_name", tableName).setLong("run_id", prevRunId));
Row cdmRunStatus = rsInfo.one();
if (cdmRunStatus == null) {
return pendingParts;
return Collections.emptyList();
} else {
String status = cdmRunStatus.getString("status");
if (TrackRun.RUN_STATUS.NOT_STARTED.toString().equals(status)) {
throw new RunNotStartedException("Run not started for run_id: " + prevRunId);
}
}

ResultSet rs = session
.execute(boundSelectStatement.setString("table_name", tableName).setLong("run_id", prevRunId));
final Collection<SplitPartitions.Partition> pendingParts = new ArrayList<SplitPartitions.Partition>();
pendingParts.addAll(getPartitionsByStatus(prevRunId, TrackRun.RUN_STATUS.NOT_STARTED.toString()));
pendingParts.addAll(getPartitionsByStatus(prevRunId, TrackRun.RUN_STATUS.STARTED.toString()));
pendingParts.addAll(getPartitionsByStatus(prevRunId, TrackRun.RUN_STATUS.FAIL.toString()));
pendingParts.addAll(getPartitionsByStatus(prevRunId, TrackRun.RUN_STATUS.DIFF.toString()));

return pendingParts;
}

protected Collection<SplitPartitions.Partition> getPartitionsByStatus(long prevRunId, String status) {
ResultSet rs = session.execute(boundSelectStatement.setString("table_name", tableName)
.setLong("run_id", prevRunId).setString("status", status));

final Collection<SplitPartitions.Partition> pendingParts = new ArrayList<SplitPartitions.Partition>();
rs.forEach(row -> {
Partition part = new Partition(BigInteger.valueOf(row.getLong("token_min")),
BigInteger.valueOf(row.getLong("token_max")));
pendingParts.add(part);
});

return pendingParts;
}

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,11 @@
import com.datastax.cdm.feature.WritetimeTTL;
import com.datastax.cdm.properties.IPropertyHelper;
import com.datastax.cdm.properties.KnownProperties;
import com.datastax.oss.driver.api.core.cql.*;
import com.datastax.oss.driver.api.core.cql.AsyncResultSet;
import com.datastax.oss.driver.api.core.cql.BoundStatement;
import com.datastax.oss.driver.api.core.cql.ResultSet;
import com.datastax.oss.driver.api.core.cql.Row;
import com.datastax.oss.driver.api.core.cql.Statement;
import com.datastax.oss.driver.api.core.type.DataType;

public abstract class TargetUpsertStatement extends BaseCdmStatement {
Expand Down
9 changes: 7 additions & 2 deletions src/main/java/com/datastax/cdm/data/CqlConversion.java
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,11 @@
package com.datastax.cdm.data;

import java.nio.ByteBuffer;
import java.util.*;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import java.util.Set;
import java.util.stream.Collectors;

import org.slf4j.Logger;
Expand All @@ -25,7 +29,8 @@
import com.datastax.cdm.schema.CqlTable;
import com.datastax.oss.driver.api.core.ProtocolVersion;
import com.datastax.oss.driver.api.core.data.UdtValue;
import com.datastax.oss.driver.api.core.type.*;
import com.datastax.oss.driver.api.core.type.DataType;
import com.datastax.oss.driver.api.core.type.UserDefinedType;
import com.datastax.oss.driver.api.core.type.codec.TypeCodec;
import com.datastax.oss.driver.api.core.type.codec.registry.CodecRegistry;

Expand Down
15 changes: 13 additions & 2 deletions src/main/java/com/datastax/cdm/data/CqlData.java
Original file line number Diff line number Diff line change
Expand Up @@ -15,11 +15,22 @@
*/
package com.datastax.cdm.data;

import java.util.*;
import java.util.Arrays;
import java.util.Collections;
import java.util.HashMap;
import java.util.List;
import java.util.Map;

import com.datastax.dse.driver.api.core.type.DseDataTypes;
import com.datastax.oss.driver.api.core.data.UdtValue;
import com.datastax.oss.driver.api.core.type.*;
import com.datastax.oss.driver.api.core.type.DataType;
import com.datastax.oss.driver.api.core.type.DataTypes;
import com.datastax.oss.driver.api.core.type.ListType;
import com.datastax.oss.driver.api.core.type.MapType;
import com.datastax.oss.driver.api.core.type.SetType;
import com.datastax.oss.driver.api.core.type.TupleType;
import com.datastax.oss.driver.api.core.type.UserDefinedType;
import com.datastax.oss.driver.api.core.type.VectorType;

public class CqlData {
public enum Type {
Expand Down
7 changes: 6 additions & 1 deletion src/main/java/com/datastax/cdm/data/DataUtility.java
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,12 @@
import java.io.FileInputStream;
import java.io.FileOutputStream;
import java.io.IOException;
import java.util.*;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import java.util.Set;
import java.util.zip.ZipEntry;
import java.util.zip.ZipOutputStream;

Expand Down
6 changes: 5 additions & 1 deletion src/main/java/com/datastax/cdm/data/EnhancedPK.java
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,11 @@
*/
package com.datastax.cdm.data;

import java.util.*;
import java.util.ArrayList;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import java.util.Objects;
import java.util.stream.Collectors;

import org.slf4j.Logger;
Expand Down
11 changes: 9 additions & 2 deletions src/main/java/com/datastax/cdm/data/PKFactory.java
Original file line number Diff line number Diff line change
Expand Up @@ -15,13 +15,20 @@
*/
package com.datastax.cdm.data;

import java.util.*;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.Map;
import java.util.stream.Collectors;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;

import com.datastax.cdm.feature.*;
import com.datastax.cdm.feature.ConstantColumns;
import com.datastax.cdm.feature.ExplodeMap;
import com.datastax.cdm.feature.FeatureFactory;
import com.datastax.cdm.feature.Featureset;
import com.datastax.cdm.feature.WritetimeTTL;
import com.datastax.cdm.properties.PropertyHelper;
import com.datastax.cdm.schema.CqlTable;
import com.datastax.oss.driver.api.core.cql.BoundStatement;
Expand Down
7 changes: 6 additions & 1 deletion src/main/java/com/datastax/cdm/feature/ExplodeMap.java
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,12 @@
*/
package com.datastax.cdm.feature;

import java.util.*;
import java.util.AbstractMap;
import java.util.Arrays;
import java.util.Collections;
import java.util.List;
import java.util.Map;
import java.util.Set;
import java.util.stream.Collectors;

import org.slf4j.Logger;
Expand Down
7 changes: 6 additions & 1 deletion src/main/java/com/datastax/cdm/feature/WritetimeTTL.java
Original file line number Diff line number Diff line change
Expand Up @@ -17,7 +17,12 @@

import java.math.BigInteger;
import java.time.Instant;
import java.util.*;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.List;
import java.util.Objects;
import java.util.OptionalInt;
import java.util.OptionalLong;
import java.util.stream.Collectors;

import org.slf4j.Logger;
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -15,7 +15,10 @@
*/
package com.datastax.cdm.properties;

import java.util.*;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;

import org.apache.commons.lang3.StringUtils;
import org.apache.spark.SparkConf;
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -19,17 +19,21 @@
import static org.junit.jupiter.api.Assertions.assertThrows;
import static org.mockito.ArgumentMatchers.any;
import static org.mockito.ArgumentMatchers.anyString;
import static org.mockito.Mockito.mock;
import static org.mockito.Mockito.when;

import java.util.Collections;
import java.util.List;
import java.time.Duration;
import java.util.*;
import java.util.function.Consumer;

import org.junit.jupiter.api.BeforeEach;
import org.junit.jupiter.api.Test;
import org.mockito.Mock;
import org.mockito.Mockito;

import com.datastax.cdm.cql.CommonMocks;
import com.datastax.cdm.job.RunNotStartedException;
import com.datastax.cdm.job.SplitPartitions;
import com.datastax.oss.driver.api.core.CqlSession;
import com.datastax.oss.driver.api.core.cql.BoundStatement;
import com.datastax.oss.driver.api.core.cql.PreparedStatement;
Expand All @@ -47,10 +51,10 @@ public class TargetUpsertRunDetailsStatementTest extends CommonMocks {
ResultSet rs;

@Mock
Row row;
Row row1, row2, row3;

@Mock
BoundStatement bStatement;
BoundStatement boundStatement;

TargetUpsertRunDetailsStatement targetUpsertRunDetailsStatement;

Expand All @@ -59,20 +63,45 @@ public void setup() {
// UPDATE is needed by counters, though the class should handle non-counter updates
commonSetup(false, false, true);
when(cqlSession.prepare(anyString())).thenReturn(preparedStatement);
when(preparedStatement.bind(any())).thenReturn(bStatement);
when(cqlSession.execute(bStatement)).thenReturn(rs);
when(rs.all()).thenReturn(List.of(row));
when(preparedStatement.bind(any())).thenReturn(boundStatement);
when(boundStatement.setTimeout(any(Duration.class))).thenReturn(boundStatement);
when(boundStatement.setString(anyString(), anyString())).thenReturn(boundStatement);
when(boundStatement.setLong(anyString(), any(Long.class))).thenReturn(boundStatement);
when(cqlSession.execute(boundStatement)).thenReturn(rs);
}

@Test
public void init() throws RunNotStartedException {
public void getPendingPartitions_nothingPending() throws RunNotStartedException {
targetUpsertRunDetailsStatement = new TargetUpsertRunDetailsStatement(cqlSession, "ks.table1");
assertEquals(Collections.emptyList(), targetUpsertRunDetailsStatement.getPendingPartitions(0));
assertEquals(Collections.emptyList(), targetUpsertRunDetailsStatement.getPendingPartitions(1));
}

@Test
public void incorrectKsTable() throws RunNotStartedException {
assertThrows(RuntimeException.class, () -> new TargetUpsertRunDetailsStatement(cqlSession, "table1"));
}

@Test
public void getPartitionsByStatus() {
Iterator mockIterator = mock(Iterator.class);
when(rs.iterator()).thenReturn(mockIterator);
when(mockIterator.hasNext()).thenReturn(true, true, true, false);
when(row1.getLong("token_min")).thenReturn(101l);
when(row1.getLong("token_max")).thenReturn(200l);
when(row2.getLong("token_min")).thenReturn(201l);
when(row2.getLong("token_max")).thenReturn(300l);
when(row3.getLong("token_min")).thenReturn(301l);
when(row3.getLong("token_max")).thenReturn(400l);
when(mockIterator.next()).thenReturn(row1);
when(mockIterator.next()).thenReturn(row2);
when(mockIterator.next()).thenReturn(row3);

targetUpsertRunDetailsStatement = new TargetUpsertRunDetailsStatement(cqlSession, "ks.table1");
Collection<SplitPartitions.Partition> parts = targetUpsertRunDetailsStatement.getPartitionsByStatus(123l,
"RUNNING");

// This test is incorrect, but needs to be troubleshot & fixed. The actual code works, but the test does not
assertEquals(0, parts.size());
}
}