Kafka Instance TPS
TPS tests can be performed in the following scenarios:
- Scenario 1 (whether SASL is enabled): same topic, different SASL settings
- Scenario 2 (synchronous or asynchronous replication): same instance, topics with different replication settings
- Scenario 3 (synchronous or asynchronous flushing): same instance, topics with different flushing settings
- Scenario 4 (disk type): same topic, instances with different disk types
- Scenario 5 (number of partitions): same instance, topics with different number of partitions
Environment
Perform the following steps to set up the test environment.
- Purchase Kafka instances with parameters specified in Table 1. For more information, see Buying a Kafka Instance.
Table 1 Instance parameters Instance Name
Brokers
Broker Flavor
SASL
Storage space per broker
kafka-01
3
kafka.2u4g.cluster
Yes
Ultra-high I/O
kafka-02
3
kafka.4u8g.cluster
Yes
Ultra-high I/O
kafka-03
3
kafka.8u16g.cluster
Yes
Ultra-high I/O
kafka-04
3
kafka.12u24g.cluster
Yes
Ultra-high I/O
kafka-05
3
kafka.16u32g.cluster
Yes
Ultra-high I/O
kafka-06
3
kafka.2u4g.cluster
No
Ultra-high I/O
kafka-07
3
kafka.4u8g.cluster
No
Ultra-high I/O
kafka-08
3
kafka.8u16g.cluster
No
Ultra-high I/O
kafka-09
3
kafka.12u24g.cluster
No
Ultra-high I/O
kafka-10
3
kafka.16u32g.cluster
No
Ultra-high I/O
kafka-11
3
kafka.2u4g.cluster
No
High I/O
kafka-12
3
kafka.4u8g.cluster
No
High I/O
kafka-13
3
kafka.8u16g.cluster
No
High I/O
kafka-14
3
kafka.12u24g.cluster
No
High I/O
kafka-15
3
kafka.16u32g.cluster
No
High I/O
After the purchase, obtain Address (Private Network, Plaintext) on the instance details page.
- Create topics with parameters specified in Table 2 for each instance purchased above. For details about how to create topics, see Creating a Kafka Topic.
- Obtain the test tool.
Obtain Kafka CLI v2.7.2.
- Purchase a server for the client.
Buy a Linux ECS (with the same region, AZ, VPC, subnet, and security group as the Kafka instance). For details about how to purchase an ECS, see Purchasing a Custom ECS.
Perform the following operations on the ECSs:
- Install Java JDK and configure the environment variables JAVA_HOME and PATH.
export JAVA_HOME=/root/jdk1.8.0_231 export PATH=$JAVA_HOME/bin:$PATH
- Download Kafka CLI v2.7.2 and decompress it.
tar -zxf kafka_2.12-2.7.2.tgz
- Install Java JDK and configure the environment variables JAVA_HOME and PATH.
Script
./kafka-producer-perf-test.sh --producer-props bootstrap.servers=${connection address} acks=1 batch.size=16384 linger.ms=10 --topic ${topic name} --num-records 10000000 --record-size 1024 --throughput -1 --producer.config ../config/producer.properties
- bootstrap.servers: address of the Kafka instance obtained in 1.
- acks: message synchronization policy. acks=1 indicates asynchronous replication, and acks=-1 indicates synchronous replication.
- batch.size: size of messages sent in each batch, in bytes.
- linger.ms: interval between two batches.
- topic: topic name set in 2.
- num-records: total number of messages to be sent.
- record-size: size of each message.
- throughput: number of messages sent per second.
Result
Scenario 1 (whether SASL is enabled): same topic (30 partitions, 3 replicas, asynchronous replication, and asynchronous flushing), instances with SASL enabled or disabled. The test result is as follows.
Instance Flavor |
Storage space per broker |
Brokers |
TPS (SASL Enabled) |
TPS (SASL Disabled) |
---|---|---|---|---|
kafka.2u4g.cluster |
Ultra-high I/O |
3 |
100,000 |
280,000 |
kafka.4u8g.cluster |
Ultra-high I/O |
3 |
170,000 |
496,000 |
kafka.8u16g.cluster |
Ultra-high I/O |
3 |
200,000 |
730,000 |
kafka.12u24g.cluster |
Ultra-high I/O |
3 |
320,000 |
790,000 |
kafka.16u32g.cluster |
Ultra-high I/O |
3 |
360,000 |
1,000,000 |
Scenario 2 (synchronous/asynchronous replication): same instance (ultra-high I/O, three brokers, SASL disabled), topics with different replication settings, and number of producer processes is three. The test result is as follows.
Instance Flavor |
Synchronous Flushing |
Replicas |
Partitions |
TPS (Synchronous Replication) |
TPS (Asynchronous Replication) |
---|---|---|---|---|---|
kafka.2u4g.cluster |
No |
3 |
30 |
100,000 |
280,000 |
kafka.4u8g.cluster |
No |
3 |
30 |
230,000 |
496,000 |
kafka.8u16g.cluster |
No |
3 |
30 |
342,000 |
730,000 |
kafka.12u24g.cluster |
No |
3 |
30 |
383,000 |
790,000 |
kafka.16u32g.cluster |
No |
3 |
30 |
485,000 |
1,000,000 |
Scenario 3 (synchronous/asynchronous replication flushing): same instance (ultra-high I/O, three brokers, SASL disabled), topics with different flushing settings. The test result is as follows.
Instance Flavor |
Synchronous Replication |
Replicas |
Partitions |
TPS (Synchronous Flushing) |
TPS (Asynchronous Flushing) |
---|---|---|---|---|---|
kafka.2u4g.cluster |
No |
3 |
30 |
30,000 |
280,000 |
kafka.4u8g.cluster |
No |
3 |
30 |
32,500 |
496,000 |
kafka.8u16g.cluster |
No |
3 |
30 |
36,100 |
730,000 |
kafka.12u24g.cluster |
No |
3 |
30 |
37,400 |
790,000 |
kafka.16u32g.cluster |
No |
3 |
30 |
40,400 |
1,000,000 |
Scenario 4 (different disk types): same topic (30 partitions, 3 replicas, asynchronous replication, and asynchronous flushing) with different disk types. The test result is as follows.
Instance Flavor |
Brokers |
SASL |
TPS (High I/O) |
TPS (Ultra-High I/O) |
---|---|---|---|---|
kafka.2u4g.cluster |
3 |
No |
110,000 |
250,000 |
kafka.4u8g.cluster |
3 |
No |
135,000 |
380,000 |
kafka.8u16g.cluster |
3 |
No |
213,000 |
480,000 |
kafka.12u24g.cluster |
3 |
No |
240,000 |
577,000 |
kafka.16u32g.cluster |
3 |
No |
280,000 |
840,000 |
Scenario 5 (different numbers of partitions): same instance (ultra-high I/O, three brokers, SASL disabled), topics with different number of partitions. The test result is as follows.
Instance Flavor |
Synchronous Flushing |
Synchronous Replication |
Replicas |
TPS (3 Partitions) |
TPS (12 Partitions) |
TPS (100 Partitions) |
---|---|---|---|---|---|---|
kafka.2u4g.cluster |
No |
No |
3 |
250,000 |
260,000 |
250,000 |
kafka.4u8g.cluster |
No |
No |
3 |
330,000 |
280,000 |
260,000 |
kafka.8u16g.cluster |
No |
No |
3 |
480,000 |
410,000 |
340,000 |
kafka.12u24g.cluster |
No |
No |
3 |
570,000 |
750,000 |
520,000 |
kafka.16u32g.cluster |
No |
No |
3 |
840,000 |
1,000,000 |
630,000 |
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