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METRON-2327 - Support for SOLR time-based arrays #1572
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@@ -164,3 +164,142 @@ The `create_collection.sh` script depends on schemas installed in `$METRON_HOME/ | |
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Additional schemas should be installed in that location if using the `create_collection.sh` script. Any collection can be deleted with the `delete_collection.sh` script. | ||
These scripts use the [Solr Collection API](http://lucene.apache.org/solr/guide/7_4/collections-api.html). | ||
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## Time routed alias support | ||
An alias is a pointer that points to a Collection. Sending a document to an alias sends it to the collection the alias points too. | ||
The collection an alias points to can be changed with a single, low-cost operation. Time Routed Aliases (TRAs) is a SolrCloud feature | ||
that manages an alias and a time sequential series of collections. | ||
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A TRA automatically creates new collections and (optionally) deletes old ones as it routes documents to the correct collection | ||
based on the timestamp of the event. This approach allows for indefinite indexing of data without degradation of performance otherwise | ||
experienced due to the continuous growth of a single index. | ||
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A TRA is defined with a minimum time and a defined interval period and SOLR provides a collection for each interval for a | ||
contiguous set of datetime intervals from the start date to the maximum received document date. Collections are created to host documents based on examining the document's event-time. If a document does not currently | ||
have a collection created for it, then starting at the minimum date SOLR will create a collection for each interval that does not have one | ||
up until the interval period needed to store the current document. | ||
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See SOLR documentation [\(1\)](https://lucene.apache.org/solr/guide/7_4/time-routed-aliases.html) | ||
[\(2\)](https://lucene.apache.org/solr/guide/7_4/collections-api.html#createalias) for more information. | ||
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### Setting up Time routed alias support | ||
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Using SOLR's tme-based routing requires using SOLR's native datetime types. At the moment, Metron uses the LongTrie field type | ||
to store dates, which is not a SOLR native datetime type. At a later stage the Metron code-base will be changed to use SOLR native datetime types | ||
(as the LongTrie type is deprecated), but for now a workaround procedure has been created to allow for the use of time-based routing, while at the | ||
same time allowing for Metron to continue to use the LongTrie type. This procedure only works for new collections, and is as follows: | ||
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1. Add the following field type definition near the end of the schema.xml document (the entry must be inside the schema tags) | ||
``` | ||
<fieldType name="datetime" stored="false" indexed="false" multiValued="false" docValues="true" class="solr.DatePointField"/> | ||
``` | ||
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1. Add the following field definition near the start of the schema.xml document (the entry must be inside the schema tags) | ||
``` | ||
<field name="datetime" type="datetime" /> | ||
``` | ||
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1. Create the configset for the collection: Assuming that the relevant collections schema.xml and solrconfig.xml are located in | ||
`$METRON_HOME/config/schema/$COLLECTION_NAME` folder, use the following command: | ||
``` | ||
$METRON_HOME/bin/create_configset $COLLECTION_NAME | ||
``` | ||
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1. Create the time-based routing alias for the collection: | ||
Assuming the following values: | ||
* SOLR_HOST: Host SOLR is installed on | ||
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* ALIAS_NAME: Name of the new alias | ||
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* ROUTER_START: Beginning time-period datetime in ISO-8601 standard - milliseconds potion of the date must be 0, some examples are | ||
'2018-01-14T21:00:00:00', 'NOW/SECOND', 'NOW/DAY' | ||
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* ROUTER_FIELD: The name of the field in the incoming document that contains the datetime to route on - field must be of SOLR type DateTrie or DatePoint. | ||
For METRON this is standardised as field `datetime`. | ||
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* ROUTER_INTERVAL: SOLR Date math format. The interval of time that each collection holds. eg "+1DAY", "+6HOUR", "+1WEEK" (`+` must be URL encoded to `%2B` ) | ||
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* ROUTER_MAXFUTUREMS: Optional field containing the number of milliseconds into the future that it is considered valid to have an event time for. | ||
Documents with an event time exceeding this time period in the future are considered invalid and an error is returned. Used as a sanity check to prevent | ||
the creation of unnecessary collections due to corrupted datetime values in events. Defaults is to ignore anything more then 10 minutes into the future. | ||
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* ROUTER_AUTODELETEAGE: Optional field in SOLR Date math format. If this field is present, any time a collection is created, | ||
the oldest collections are assessed for deletion. Collections are deleted if the datetime interval they represent is older then | ||
NOW - AUTODELETE_INTERVAL. eg -2WEEK, -3MONTH, -1YEAR. (`-` is a valid URL character that does not need to URL encoded.) | ||
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* CONFIGSET: Name of the collection configset that was created in the previous step - this is used a template for new collections. | ||
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* CREATE-COLLECTION.*: These allow for Create collection options (e.g. numShards or numReplicas) to be specified directly in the | ||
create alias command. | ||
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Then the following command will create a time-routed alias: | ||
``` | ||
curl http://$SOLR_HOST:8983/solr/admin/collections?action=CREATEALIAS\ | ||
&name=$ALIAS_NAME\ | ||
&router.start=$ROUTER_START\ | ||
&router.field=$ROUTER_FIELD\ | ||
&router.name=time\ | ||
&router.interval=$ROUTER_INTERVAL\ | ||
&router.maxFutureMs=$ROUTER_MAXFUTUREMS\ | ||
&create-collection.collection.configName=$CONFIGSET\ | ||
&create-collection.numShards=2 | ||
``` | ||
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1. Add a Metron Parser Stellar field transformation to the parser config that adds a correctly formatted datetime string to the event as it is being parsed: | ||
1. Set environment variables for later reference | ||
``` | ||
source /etc/defaults/metron | ||
export HDP_HOME="/usr/hdp/current" | ||
export PARSER_NAME=<The name of the relevant parser> | ||
``` | ||
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1. Pull the most recent sensor parser config from zookeeper | ||
``` | ||
${METRON_HOME}/bin/zk_load_configs.sh -i ${METRON_HOME}/config/zookeeper -m PULL -c PARSER -n $PARSER_NAME -z $ZOOKEEPER | ||
``` | ||
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1. Open the file to the relevant sensor parser at `$METRON_HOME/config/zookeeper/parsers/$PARSER_NAME.json` | ||
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1. Add to the sensor parser config json field the following transformation: | ||
``` | ||
"fieldTransformations" : [{ | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I'm guessing the markdown changed some of the double quotes.. this should be something like....
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input | ||
"transformation" : "STELLAR" | ||
,"output" : [ "datetime" ] | ||
,"config" : { | ||
"datetime" : "DATE_FORMAT("yyyy-MM-dd'T'HH:mm:ss.SSSX",timestamp)" | ||
} | ||
}] | ||
``` | ||
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1. Push the configuration back to zookeeper | ||
``` | ||
${METRON_HOME}/bin/zk_load_configs.sh -i ${METRON_HOME}/config/zookeeper -m PUSH -c PARSER -n $PARSER_NAME -z $ZOOKEEPER | ||
``` | ||
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1. Run kafka console to monitor correct operation of the field transformation | ||
``` | ||
${HDP_HOME}/kafka-broker/bin/kafka-console-consumer.sh --bootstrap-server $BROKERLIST --topic $PARSER_NAME | ||
``` | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Would it be good to include the step to start the parser topology ? :) |
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1. Config Metron SOLR indexing to push documents to the newly created Collection Alias. | ||
1. Pull the most recent index config from zookeeper | ||
``` | ||
${METRON_HOME}/bin/zk_load_configs.sh -i ${METRON_HOME}/config/zookeeper -m PULL -c INDEXING -n $PARSER_NAME -z $ZOOKEEPER | ||
``` | ||
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1. Edit the file ${METRON_HOME}/config/zookeeper/indexing/$PARSER_NAME.json | ||
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1. Update the solr/index field to the `ALIAS_NAME` value you configured for the SOLR time-based routing alias. | ||
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1. Push the configuration back to zookeeper | ||
``` | ||
${METRON_HOME}/bin/zk_load_configs.sh -i ${METRON_HOME}/config/zookeeper -m PUSH -c INDEXING -n $PARSER_NAME -z $ZOOKEEPER | ||
``` | ||
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#!/bin/bash | ||
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# | ||
# Licensed to the Apache Software Foundation (ASF) under one | ||
# or more contributor license agreements. See the NOTICE file | ||
# distributed with this work for additional information | ||
# regarding copyright ownership. The ASF licenses this file | ||
# to you under the Apache License, Version 2.0 (the | ||
# "License"); you may not use this file except in compliance | ||
# with the License. You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
# | ||
METRON_VERSION=${project.version} | ||
METRON_HOME=/usr/metron/$METRON_VERSION | ||
ZOOKEEPER=${ZOOKEEPER:-localhost:2181} | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. We need to source There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. And in addition, we need to do something like this before invoking the script so that the ZK variable is set properly with the The README can be updated with this info. |
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ZOOKEEPER_HOME=${ZOOKEEPER_HOME:-/usr/hdp/current/zookeeper-client} | ||
SECURITY_ENABLED=${SECURITY_ENABLED:-false} | ||
NEGOTIATE='' | ||
if [ ${SECURITY_ENABLED,,} == 'true' ]; then | ||
NEGOTIATE=' --negotiate -u : ' | ||
fi | ||
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# test for errors in SOLR URL | ||
if [[ ${SOLR_NODE} =~ .*:null ]]; then | ||
echo "Error occurred while attempting to read SOLR Cloud configuration data from Zookeeper."; | ||
if ! [[ ${ZOOKEEPER} =~ .*/solr ]]; then | ||
echo "Warning! Environment variable ZOOKEEPER=$ZOOKEEPER does not contain a chrooted zookeeper ensemble address - are you sure you do not mean ZOOKEEPER=$ZOOKEEPER/solr?"; | ||
fi | ||
exit 1; | ||
fi | ||
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# test for presence of datetime field in schema collection | ||
DQT='"' | ||
DATETIME_SCHEMA="<field name=${DQT}datetime${DQT} type=${DQT}datetime${DQT}" | ||
grep --quiet --fixed-strings $DATETIME_SCHEMA $METRON_HOME/config/schema/$1/schema.xml; rc=$? | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. I see this when I run the
Looks like the regex pattern needs fixing? |
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if [ $rc -eq 1 ]; then | ||
echo "could not find $DATETIME_SCHEMA in schema file - please read Metron SOLR Time based alias instructions before using this script" | ||
exit 1; | ||
fi | ||
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# Get the first Solr node from the list of live nodes in Zookeeper | ||
SOLR_NODE=`$ZOOKEEPER_HOME/bin/zkCli.sh -server $ZOOKEEPER ls /live_nodes | tail -n 1 | sed 's/\[\([^,]*\).*\]/\1/' | sed 's/_solr//'` | ||
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# Upload the collection config set | ||
zip -rj - $METRON_HOME/config/schema/$1 | curl -X POST $NEGOTIATE --header "Content-Type:text/xml" --data-binary @- "http://$SOLR_NODE/solr/admin/configs?action=UPLOAD&name=$1" | ||
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echo "Configset $1 successfully uploaded" |
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In my case, I created the alias name as
bro1
but I notice the indices are not being written. In the solr admin UI, I see the name of the collection asbro1_2019-12-03
.Can you provide an example for "name of the new alias" ?
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In this case the alias is what Metron is configured to read and write from - "bro1". What SOLR does behind the scenes is actually route the event to be stored in the collection "bro1_2019-12-03". If the event had been collected the next day, then it may be stored in the collection "bro1_2019-12-04". Both events are still retrievable when searching for them via the alias "bro1".