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seldon.conf
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seldon.conf
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{
"default_algorithms": {
"staticRecommender": {
"config": []
},
"assocRuleRecommender": {
"config": [
{
"name": "io.seldon.algorithm.assocrules.usetype",
"value": "true"
},
{
"name": "io.seldon.algorithm.assocrules.basket.maxsize",
"value": "10"
},
{
"name": "io.seldon.algorithm.assocrules.add.basket.action.type",
"value": "2"
},
{
"name": "io.seldon.algorithm.assocrules.remove.basket.action.type",
"value": "2"
}
],
"zk_activate_node": "/config/assocrules"
},
"dynamicClusterCountsRecommender": {
"config": [],
"zk_activate_node": "/config/userclusters"
},
"externalItemRecommendationAlgorithm": {
"config": [
{
"name": "io.seldon.algorithm.inclusion.itemsperincluder",
"value": 1000
}
],
"includers": [
"recentItemsIncluder"
]
},
"globalClusterCountsRecommender": {
"config": [],
"zk_activate_node": "/config/userclusters"
},
"itemCategoryClusterCountsRecommender": {
"config": [],
"zk_activate_node": "/config/userclusters"
},
"itemClusterCountsRecommender": {
"config": [],
"zk_activate_node": "/config/userclusters"
},
"itemSimilarityRecommender": {
"config": [
{
"name": "io.seldon.algorithm.general.numrecentactionstouse",
"value": "5"
}
],
"zk_activate_node": "/config/itemsim"
},
"mahoutUBRecommender": {
"config": [],
"zk_activate_node": "/config/mahout"
},
"mfRecommender": {
"config": [
{
"name": "io.seldon.algorithm.actions.storefullactions",
"value": "true"
}
],
"zk_activate_node": "/config/mf"
},
"mfUserClustersRecommender": {
"config": [],
"zk_activate_node": "/config/mfclusters"
},
"mostPopularInSessionRecommender": {
"config": [],
"zk_activate_node": "/config/mostpopulardim"
},
"mostPopularRecommender": {
"config": []
},
"recentItemsRecommender": {
"config": []
},
"recentMfRecommender": {
"config": [
{
"name": "io.seldon.algorithm.general.numrecentactionstouse",
"value": "10"
},
{
"name": "io.seldon.algorithm.actions.storefullactions",
"value": "false"
}
],
"zk_activate_node": "/config/mf"
},
"mfUserClustersRecommender": {
"config": []
},
"word2vecRecommender":{
"config": [],
"zk_activate_node": "/config/word2vec"
},
"semanticVectorsRecommender": {
"config": [],
"zk_activate_node": "/config/svtext"
},
"topicModelRecommender": {
"config": [
{
"name": "io.seldon.algorithm.tags.attrid",
"value": "11"
},
{
"name": "io.seldon.algorithm.tags.table",
"value": "text"
},
{
"name": "io.seldon.algorithm.tags.minnumtagsfortopicweights",
"value": "0"
}
],
"zk_activate_node": "/config/topics"
},
"recentTopicModelRecommender": {
"config": [
{
"name": "io.seldon.algorithm.tags.attrid",
"value": "11"
},
{
"name": "io.seldon.algorithm.tags.table",
"value": "text"
},
{
"name": "io.seldon.algorithm.tags.minnumtagsfortopicweights",
"value": "0"
}
],
"zk_activate_node": "/config/topics"
},
"userTagAffinityRecommender": {
"config": [],
"zk_activate_node": "/config/tagaffinity"
}
},
"default_models": {
"cluster-by-dimension": {
"config": {
"inputPath":"/seldon-models",
"outputPath":"/seldon-models",
"activate":true,
"startDay" : 1,
"days" : 1,
"activate" : true,
"jdbc" : "jdbc:mysql://mysql:3306/ahalife?user=root&password=mypass&characterEncoding=utf8",
"minActionsPerUser" : 0,
"delta" : 0.1,
"minClusterSize" : 200
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.cluster.ClusterUsersByDimension",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"mahout": {
"config": {
"activate": true,
"days": 100,
"inputPath": "%SELDON_MODELS%",
"outputPath": "%SELDON_MODELS%",
"startDay": 1,
"actionWeightings": [
{"actionType": 1, "valuePerAction": 1.0, "maxSum": 5.0},
{"actionType": 2, "valuePerAction": 2.0, "maxSum": 10.0},
{"actionType": 3, "valuePerAction": 3.0, "maxSum": 15.0}
]
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.mahout.MahoutModelCreation",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"matrix-factorization": {
"config": {
"activate": true,
"alpha": 0.01,
"days": 100,
"inputPath": "%SELDON_MODELS%",
"iterations": 20,
"lambda": 0.1,
"outputPath": "%SELDON_MODELS%",
"rank": 30,
"startDay": 1,
"actionWeightings": [
{"actionType": 1, "valuePerAction": 1.0, "maxSum": 5.0},
{"actionType": 2, "valuePerAction": 2.0, "maxSum": 10.0},
{"actionType": 3, "valuePerAction": 3.0, "maxSum": 15.0}
]
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.mllib.MfModelCreation",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--conf",
"spark.driver.maxResultSize=10g",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"mfclusters": {
"config": {
"activate": true,
"alpha": 0.01,
"days": 100,
"inputPath": "%SELDON_MODELS%",
"iterations": 20,
"lambda": 0.1,
"outputPath": "%SELDON_MODELS%",
"rank": 30,
"startDay": 1,
"minActionsPerUser": 0,
"clusters": 20,
"kmeansIterations": 200,
"numRecommendations": 200,
"jdbc": "jdbc:mysql://mysql:3306/ahalife?user=root&password=mypass&characterEncoding=utf8",
"requiredDimensions": "",
"actionWeightings": [
{"actionType": 1, "valuePerAction": 1.0, "maxSum": 5.0},
{"actionType": 2, "valuePerAction": 2.0, "maxSum": 10.0},
{"actionType": 3, "valuePerAction": 3.0, "maxSum": 15.0}
]
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.mllib.MfUserClusters",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"mostpopular": {
"config": {
"activate": true,
"alpha": 0.01,
"days": 100,
"inputPath": "%SELDON_MODELS%",
"outputPath": "%SELDON_MODELS%",
"startDay": 1
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.recommend.MostPopularJob",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"mostpopulardim": {
"config": {
"activate": true,
"alpha": 0.01,
"days": 100,
"inputPath": "%SELDON_MODELS%",
"outputPath": "%SELDON_MODELS%",
"startDay": 1,
"k": 1000,
"minCount": 0,
"jdbc": "jdbc:mysql://mysql:3306/ahalife?user=root&password=mypass&characterEncoding=utf8",
"requiredDimensions": ""
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.recommend.MostPopularByDimJob",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"sessionitems": {
"config": {
"inputPath":"%SELDON_MODELS%",
"outputPath":"%SELDON_MODELS%",
"startDay" : 1,
"days" : 1,
"maxIntraSessionGapSecs" : -1,
"minActionsPerUser" : 0,
"maxActionsPerUser" : 100000
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.topics.SessionItems",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"word2vec": {
"config": {
"inputPath":"%SELDON_MODELS%",
"outputPath":"%SELDON_MODELS%",
"activate":true,
"startDay" : 1,
"days" : 1,
"activate" : true,
"minWordCount" : 5,
"vectorSize" : 500
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.features.Word2VecJob",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"topic-lda": {
"config": {
"inputPath":"%SELDON_MODELS%",
"outputPath":"%SELDON_MODELS%",
"activate":true,
"startDay" : 1,
"days" : 1,
"activate" : true,
"jdbc" : "jdbc:mysql://mysql:3306/ahalife?user=root&password=mypass&characterEncoding=utf8",
"tagAttr" : "default_category_id",
"minActionsPerUser" : 2,
"numTopics" : 50,
"maxIterations": 20
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.cluster.TopicModel",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"similar-items": {
"config": {
"activate": true,
"days": 1,
"inputPath": "%SELDON_MODELS%",
"outputPath": "%SELDON_MODELS%",
"startDay": 1,
"itemType" : 3,
"limit" : 100,
"minItemsPerUser" : 2,
"minUsersPerItem" : 2,
"maxUsersPerItem" : 20000,
"dimsumThreshold" : 0.1,
"sample" : 1.0
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.mllib.SimilarItems",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--conf",
"spark.driver.maxResultSize=10g",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"tagaffinity": {
"config": {
"inputPath":"%SELDON_MODELS%",
"outputPath":"%SELDON_MODELS%",
"activate":true,
"startDay" : 1,
"days" : 1,
"activate" : true,
"jdbc" : "jdbc:mysql://mysql:3306/ahalife?user=root&password=mypass&characterEncoding=utf8",
"minActionsPerUser" : 0,
"minTagCount" : 10,
"minPcIncrease" : 0.2
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.tags.UserTagAffinity",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"tagcluster": {
},
"basketanalysis": {
"config": {
"inputPath":"%SELDON_MODELS%",
"outputPath":"%SELDON_MODELS%",
"activate":true,
"startDay" : 1,
"days" : 180,
"maxIntraSessionGapSecs" : 3600,
"minActionsPerUser" : 0,
"addToBasketType" : 2,
"removefromBasketType" : 2
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.transactions.BasketAnalysis",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
},
"fpgrowth": {
"config": {
"inputPath":"%SELDON_MODELS%",
"outputPath":"%SELDON_MODELS%",
"activate":true,
"startDay" : 1,
"days" : 180,
"minSupport" : 0.01,
"minConfidence" : 0.2,
"minInterest" : 0.1,
"minLift" : 0.0,
"maxItemSetSize" : 4
},
"training": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.transactions.FPGrowthJob",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--client",
"%CLIENT_NAME%",
"--zookeeper",
"%ZK_HOSTS%"
]
},
"job_type": "spark"
}
}
},
"default_predictors": {
"externalPredictionServer": {
"config": []
}
},
"processactions": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.actions.GroupActionsJob",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--input-path-pattern",
"%SELDON_LOGS%/actions.%y/%m/%d/*/*",
"--output-path-dir",
"%SELDON_MODELS%",
"--input-date-string",
"%INPUT_DATE_STRING%",
"--gzip-output"
]
},
"job_type": "spark"
},
"processevents": {
"job_info": {
"cmd": "%SPARK_HOME%/bin/spark-submit",
"cmd_args": [
"--class",
"io.seldon.spark.events.ProcessEventsJob",
"--executor-memory",
"%SPARK_EXECUTOR_MEMORY%",
"--driver-memory",
"%SPARK_DRIVER_MEMORY%",
"--master",
"spark://spark-master:7077",
"%SELDON_SPARK_HOME%/seldon-spark-%SELDON_VERSION%-jar-with-dependencies.jar",
"--input-path-pattern",
"%SELDON_LOGS%/events.%y/%m/%d/*/*",
"--output-path-dir",
"%SELDON_MODELS%",
"--input-date-string",
"%INPUT_DATE_STRING%",
"--gzip-output"
]
},
"job_type": "spark"
},
"seldon_logs": "/seldon-data/logs",
"seldon_models": "/seldon-data/seldon-models",
"seldon_spark_home": "/home/seldon/libs",
"seldon_version": "1.4.8",
"server_endpoint": "http://seldon-server",
"spark_home": "/opt/spark",
"zk_hosts": "zookeeper-1:2181,zookeeper-2:2181,zookeeper-3:2181",
"zkroot": "/seldon-data/conf/zkroot",
"grafana_endpoint" : "http://monitoring-grafana",
"grafana_dashboard_template" : "/home/seldon/client-dashboard.json",
"grpc_util_home" : "/home/seldon/grpc-util",
"spark_executor_memory" : "12g",
"spark_driver_memory" : "6g"
}