- 1. Overview
- 2. Execute the NB Pulsar Driver Workload
- 3. NB Pulsar Driver OpTemplates
- 4. Message Generation and Schema Support
1. Overview
The NB Pulsar driver allows you to simulate and run different types of workloads (as below) against a Pulsar cluster through NoSQLBench (NB).
- Admin API - create/delete tenants
- Admin API - create/delete namespaces
- Admin API - create/delete topics
- Topics can be partitioned or non-partitioned
- Producer - publish messages with schema support
- Default schema type is byte[]
- Avro schema and KeyValue schema are also supported
- Consumer - consume messages with schema support and the following support
- Different subscription types
- Multi-topic subscription (including Topic patterns)
- Subscription initial position
- Dead letter topic policy
- Negative acknowledgement and acknowledgement timeout redelivery backoff policy
1.1. Issues Tracker
If you have issues or new requirements for this driver, please add them at the pulsar issues tracker.
2. Execute the NB Pulsar Driver Workload
In order to run a NB Pulsar driver workload, it follows similar command as other NB driver types. But it does have its unique execution parameters. The general command has the following format:
<nb_cmd> run driver=pulsar threads=<thread_num> cycles=<cycle_count> web_url=<pulsar_web_svc_url> service_url=<pulsar_svc_url> config=<pulsar_client_config_property_file> yaml=<nb_scenario_yaml_file> [<other_common_NB_execution_parameters>]
In the above command, make sure the driver type is pulsar and provide the following Pulsar driver specific parameters:
- web_url: Pulsar web service url and default to "http://localhost:8080"
- service_url: Pulsar native protocol service url and default to "pulsar://localhost:6650"
- config: Pulsar schema/client/producer/consumer related configuration (as a property file)
2.1. NB Pulsar Driver Yaml File High Level Structure
Just like other NB driver types, the actual NB Pulsar workload is defined in a YAML file with the following high level structure:
description: |
...
bindings:
...
params:
...
blocks:
<block_1>:
ops:
op1:
<OpTypeIdentifier>: "<static_or_dynamic_value>"
<op_param_1>: "<some_value>"
<op_param_2>: "<some_value>"
...
<block_2>:
...
- description: This is an (optional) section where to provide general description of the Pulsar NB workload defined in this file.
- bindings: This section defines all NB bindings that are required in all OpTemplate blocks
- params: This section defines Document level configuration parameters that apply to all OpTemplate blocks.
- blocks: This section defines the OpTemplate blocks that are needed to execute Pulsar specific workloads. Each OpTemplate block may contain multiple OpTemplates.
2.2. NB Pulsar Driver Configuration Parameters
The NB Pulsar driver configuration parameters can be set at 3 different levels:
- Global level
- Document level
- The parameters at this level are those within a NB yaml file that impact all OpTemplates
- Op level (or Cycle level)
- The parameters at this level are those within a NB yaml file that are associated with each individual OpTemplate
Please NOTE that when a parameter is specified at multiple levels, the one at the lowest level takes precedence.
2.2.1. Global Level Parameters
The parameters at this level are those listed in the command line config properties file.
The NB Pulsar driver relies on Pulsar's Java Client API complete its workloads such as creating/deleting tenants/namespaces/topics, generating messages, creating producers to send messages, and creating consumers to receive messages. The Pulsar client API has different configuration parameters to control the execution behavior. For example, this document lists all possible configuration parameters for how a Pulsar producer can be created.
All these Pulsar "native" parameters are supported by the NB Pulsar driver, via the global configuration properties file (e.g. config.properties). An example of the structure of this file looks like below:
### Schema related configurations - MUST start with prefix "schema."
#schema.key.type=avro
#schema.key.definition=</path/to/avro-key-example.avsc>
### Pulsar client related configurations - MUST start with prefix "client."
# http://pulsar.apache.org/docs/en/client-libraries-java/#client
# ...
### Producer related configurations (global) - MUST start with prefix "producer."
# http://pulsar.apache.org/docs/en/client-libraries-java/#configure-producer
# ...
### Consumer related configurations (global) - MUST start with prefix "consumer."
# http://pulsar.apache.org/docs/en/client-libraries-java/#configure-consumer
# ...
There are multiple sections in this file that correspond to different categories of the configuration parameters:
Pulsar Schema
related settings:- All settings under this section starts with schema. prefix.
- At the moment, there are 3 schema types supported
- Default raw byte[]
- Avro schema for the message payload
- KeyValue based Avro schema for both message key and message payload
Pulsar Client
related settings:- All settings under this section starts with client. prefix.
- This section defines all configuration parameters that are related with defining a PulsarClient object.
Pulsar Producer
related settings:- All settings under this section starts with producer prefix.
- This section defines all configuration parameters that are related with defining a Pulsar Producer object.
Pulsar Consumer
related settings:- All settings under this section starts with consumer prefix.
- This section defines all configuration parameters that are related with defining a Pulsar Consumer object.
2.2.2. Document Level Parameters
For the Pulsar NB driver, Document level parameters can only be statically bound; and currently, the following Document level configuration parameters are supported:
- async_api (boolean):
- When true, use async Pulsar client API.
- use_transaction (boolean):
- When true, use Pulsar transaction.
- admin_delop (boolean):
- When true, delete Tenants/Namespaces/Topics. Otherwise, create them.
- Only applicable to administration related operations
- seq_tracking (boolean):
- When true, a sequence number is created as part of each message's properties
- This parameter is used in conjunction with the next one in order to simulate abnormal message processing errors and then be able to detect such errors successfully.
- seqerr_simu:
- A list of error simulation types separated by comma (,)
- Valid error simulation types
out_of_order
: simulate message out of sequencemsg_loss
: simulate message lossmsg_dup
: simulate message duplication
- This value should be used only for testing purposes. It is not recommended to use this parameter in actual testing environments.
- e2e_starting_time_source:
- Starting timestamp for end-to-end operation. When specified, will update the
e2e_msg_latency
histogram with the calculated end-to-end latency. The latency is calculated by subtracting the starting time from the current time. The starting time is determined from a configured starting time source. The unit of the starting time is milliseconds since epoch. - The possible values for
e2e_starting_time_source
:message_publish_time
: uses the message publishing timestamp as the starting timemessage_event_time
: uses the message event timestamp as the starting timemessage_property_e2e_starting_time
: uses a message propertye2e_starting_time
as the starting time.
- Starting timestamp for end-to-end operation. When specified, will update the
3. NB Pulsar Driver OpTemplates
For the NB Pulsar driver, each OpTemplate has the following format:
blocks:
<some_block_name>:
ops:
<some_op_name>:
<OpTypeIdentifier>: <tenant|namespace|topic_name>
<op_param_1>: "<some_value>"
<op_param_2>: "<some_value>"
...
The OpTypeIdentifier
determines which NB Pulsar workload type (OpType
) to run, and it has the following value:
Its value is mandatory and depending on the actual identifier, its value can be one of the following:
- Tenant name: for
AdminTenant
type - Namespace name: for
AdminNamespace
type and in format "/ " - Topic name: for the rest of the types and in format [(persistent|non-persistent)://]
/ / is mandatory for each NB Pulsar operation type
Each Pulsar OpType
may have optional Op specific parameters. Please refer to here for the example NB Pulsar YAML files for each OpType
4. Message Generation and Schema Support
4.1. Message Generation
A Pulsar message has three main components: message key, message properties, and message payload. Among them, message payload is mandatory when creating a message.
When running the "message producing" workload, the NB Pulsar driver is able to generate a message with its full content via the following OpTemplate level parameters:
msg_key
: defines message key valuemsg_property
: defines message property valuesmsg_value
: defines message payload value
The actual values of them can be static or dynamic (which are determined by NB data binding rules)
For msg_key
, its value can be either
- a plain text string, or
- a JSON string that follows the specified "key" Avro schema (when KeyValue schema is used)
For msg_property
, its value needs to be a JSON string that contains a list of key-value pairs. An example is as below. Please NOTE that if the provided value is not a valid JSON string, the NB Pulsar driver will ignore it and treat the message as having no properties.
msg_property: |
{
"prop1": "{myprop1}",
"prop2": "{myprop2}"
}
For msg_value
, its value can be either
- a plain simple text, or
- a JSON string that follows the specified "value" Avro schema (when Avro schema or KeyValue schema is used)
4.2. Schema Support
The NB Pulsar driver supports the following Pulsar schema types:
- Primitive schema types
- Avro schema type (only for message payload -
msg_value
) - KeyValue schema type (with both key and value follows an Avro schema)
The following 2 global configuration parameters define the required schema type
schema.key.type
: defines message key typeschema.type
: defines message value type For them, if the parameter value is not specified, it means using the defaultbyte[]/BYTES
type as the schema type. Otherwise, if it is specified as "avro", it means using Avro as the schema type.
The following 2 global configuration parameters define the schema specification (ONLY needed when Avro is the schema type)
schema.key.definition
: a file path that defines the message key Avro schema specificationschema.definition
: a file path the message value Avro schema specification The NB Pulsar driver will throw an error if the schema type is Avro but no schema specification definition file is not provided or is not valid.