kmeans-example.conf

# Copyright (c) 2015, Cloudera and Intel, Inc. All Rights Reserved.
#
# Cloudera, Inc. licenses this file to you under the Apache License,
# Version 2.0 (the "License"). You may not use this file except in
# compliance with the License. You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# This software is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
# CONDITIONS OF ANY KIND, either express or implied. See the License for
# the specific language governing permissions and limitations under the
# License.

# A very basic example config file configuring only the essential elements to
# run an KMeans application.

# It's possible to specify reusable values:
kafka-brokers = "b03.example.com:9092,b04.example.com:9092"
zk-servers = "b01.example.com:2181,b02.example.com:2181"
hdfs-base = "hdfs:///user/example/Oryx"

oryx {
  id = "KMeansExample"
  input-topic {
    broker = ${kafka-brokers}
    lock = {
      master = ${zk-servers}
    }
  }
  update-topic {
    broker = ${kafka-brokers}
    lock = {
      master = ${zk-servers}
    }
  }
  batch {
    streaming {
      generation-interval-sec = 300
      num-executors = 4
      executor-cores = 8
      executor-memory = "4g"
    }
    update-class = "com.cloudera.oryx.app.batch.mllib.kmeans.KMeansUpdate"
    storage {
      data-dir =  ${hdfs-base}"/data/"
      model-dir = ${hdfs-base}"/model/"
    }
    ui {
      port = 4040
    }
  }
  speed {
    model-manager-class = "com.cloudera.oryx.app.speed.kmeans.KMeansSpeedModelManager"
    ui {
      port = 4041
    }
  }
  serving {
    model-manager-class = "com.cloudera.oryx.app.serving.kmeans.model.KMeansServingModelManager"
    application-resources = "com.cloudera.oryx.app.serving,com.cloudera.oryx.app.serving.clustering,com.cloudera.oryx.app.serving.kmeans"
    api {
      port = 8080
    }
  }

  # This depends on the input data; example is for the KDD Cup 99 data set
  input-schema = {
    num-features = 42
    categorical-features = []
    ignored-features = [ "1", "2", "3", "41" ]
  }

}