MLOpsライブラリとエージェントのスプーラー設定¶

mlops = MLOps().set_filesystem_spooler("your_spooler_directory").init() 

 shell title="Sample environment variables script for SAS-based authentication"
# Azure recommends setting the following values; see:
# https://docs.microsoft.com/en-us/azure/event-hubs/apache-kafka-configurations
export MLOPS_KAFKA_REQUEST_TIMEOUT_MS='60000'
export MLOPS_KAFKA_SESSION_TIMEOUT_MS='30000'
export MLOPS_KAFKA_METADATA_MAX_AGE_MS='180000'

# Common configuration variables for both Java- and Python-based libraries.
export MLOPS_KAFKA_BOOTSTRAP_SERVERS='XXXX.servicebus.windows.net:9093'
export MLOPS_KAFKA_SECURITY_PROTOCOL='SASL_SSL'
export MLOPS_KAFKA_SASL_MECHANISM='PLAIN'

# The following setting is specific to the Java SDK (and the monitoring agent daemon)
export MLOPS_KAFKA_SASL_JAAS_CONFIG='org.apache.kafka.common.security.plain.PlainLoginModule required username="$ConnectionString" password="Endpoint=sb://XXXX.servicebus.windows.net/;SharedAccessKeyName=XXXX;SharedAccessKey=XXXX";'

# For the Python SDK, you will need the following settings (in addition to the common ones above)
export MLOPS_KAFKA_SASL_USERNAME='$ConnectionString'
export MLOPS_KAFKA_SASL_PASSWORD='Endpoint=sb://XXXX.servicebus.windows.net/;SharedAccessKeyName=XXX;SharedAccessKey=XXXX' 

 shell title="Sample environment variables script for Azure AD OAuth 2.0 authentication"
# Azure recommends setting the following values; see:
# https://docs.microsoft.com/en-us/azure/event-hubs/apache-kafka-configurations
export MLOPS_KAFKA_REQUEST_TIMEOUT_MS='60000'
export MLOPS_KAFKA_SESSION_TIMEOUT_MS='30000'
export MLOPS_KAFKA_METADATA_MAX_AGE_MS='180000'

# Common configuration variables for both Java- and Python-based libraries.
export MLOPS_KAFKA_BOOTSTRAP_SERVERS='XXXX.servicebus.windows.net:9093'
export MLOPS_KAFKA_SECURITY_PROTOCOL='SASL_SSL'
export MLOPS_KAFKA_SASL_MECHANISM='OAUTHBEARER'

# The following setting is specific to the Java SDK (and the tracking-agent daemon)
export MLOPS_KAFKA_SASL_JAAS_CONFIG='org.apache.kafka.common.security.oauthbearer.OAuthBearerLoginModule required aad.tenant.id="XXXX" aad.client.id="XXXX" aad.client.secret="XXXX";'
export MLOPS_KAFKA_SASL_LOGIN_CALLBACK_CLASS='com.datarobot.mlops.common.spooler.kafka.ActiveDirectoryAuthenticateCallbackHandler'

# For the Python SDK, you will need the following settings (in addition to the common ones above)
export MLOPS_KAFKA_SASL_OAUTHBEARER_CONFIG='aad.tenant.id=XXXX-XXXX-XXXX-XXXX-XXXX, aad.client.id=XXXX-XXXX-XXXX-XXXX-XXXX, aad.client.secret=XXXX' 

 xml  title="Dependencies in a POM file"
<properties>
    <mlops.version>8.3.0</mlops.version>
</properties>

    <dependency>
        <groupId>com.datarobot</groupId>
        <artifactId>datarobot-mlops</artifactId>
        <version>${mlops.version}</version>
    </dependency>
    <dependency>
        <groupId>com.datarobot</groupId>
        <artifactId>spooler-sqs</artifactId>
        <version>${mlops.version}</version>
    </dependency>
    <dependency>
        <groupId>com.datarobot</groupId>
        <artifactId>spooler-rabbitmq</artifactId>
        <version>${mlops.version}</version>
    </dependency>
    <dependency>
        <groupId>com.datarobot</groupId>
        <artifactId>spooler-pubsub</artifactId>
        <version>${mlops.version}</version>
    </dependency>
    <dependency>
        <groupId>com.datarobot</groupId>
        <artifactId>spooler-kafka</artifactId>
        <version>${mlops.version}</version>
    </dependency> 

 shell title="Classpath without spooler"
java … -cp path/to/mlops-agent-8.2.0.jar com.datarobot.mlops.agent.Agent 

 shell title="Classpath with Kafka spooler" 
java … -cp path/to/mlops-agent-8.3.0.jar:path/to/spooler-kafka-8.3.0.jar com.datarobot.mlops.agent.Agent