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# Licensed to the LF AI & Data foundation 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
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# with the License. You may obtain a copy of the License at
#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# 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.
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# Related configuration of etcd, used to store Milvus metadata & service discovery.
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etcd :
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endpoints :
- localhost:2379
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rootPath : by-dev # The root path where data is stored in etcd
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metaSubPath : meta # metaRootPath = rootPath + '/' + metaSubPath
kvSubPath : kv # kvRootPath = rootPath + '/' + kvSubPath
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log :
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# path is one of:
# - "default" as os.Stderr,
# - "stderr" as os.Stderr,
# - "stdout" as os.Stdout,
# - file path to append server logs to.
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# please adjust in embedded Milvus: /tmp/milvus/logs/etcd.log
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path : stdout
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level : info # Only supports debug, info, warn, error, panic, or fatal. Default 'info'.
use :
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# please adjust in embedded Milvus: true
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embed : false # Whether to enable embedded Etcd (an in-process EtcdServer).
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data :
# Embedded Etcd only.
# please adjust in embedded Milvus: /tmp/milvus/etcdData/
dir : default.etcd
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ssl :
enabled : false # Whether to support ETCD secure connection mode
tlsCert : /path/to/etcd-client.pem # path to your cert file
tlsKey : /path/to/etcd-client-key.pem # path to your key file
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tlsCACert : /path/to/ca.pem # path to your CACert file
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# TLS min version
# Optional values: 1.0, 1.1, 1.2, 1.3。
# We recommend using version 1.2 and above
tlsMinVersion : 1.3
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# Default value: etcd
# Valid values: [etcd, mysql]
metastore :
type : etcd
# Related configuration of mysql, used to store Milvus metadata.
mysql :
username : root
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password : 123456
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address : localhost
port : 3306
dbName : milvus_meta
driverName : mysql
maxOpenConns : 20
maxIdleConns : 5
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# please adjust in embedded Milvus: /tmp/milvus/data/
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localStorage :
path : /var/lib/milvus/data/
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# Related configuration of minio, which is responsible for data persistence for Milvus.
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minio :
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address : localhost # Address of MinIO/S3
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port : 9000 # Port of MinIO/S3
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accessKeyID : minioadmin # accessKeyID of MinIO/S3
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secretAccessKey : minioadmin # MinIO/S3 encryption string
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useSSL : false # Access to MinIO/S3 with SSL
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bucketName : "a-bucket" # Bucket name in MinIO/S3
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rootPath : files # The root path where the message is stored in MinIO/S3
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# Whether to use AWS IAM role to access S3 instead of access/secret keys
# For more infomation, refer to https://docs.aws.amazon.com/IAM/latest/UserGuide/id_roles_use.html
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useIAM : false
# Custom endpoint for fetch IAM role credentials.
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# Leave it empty if you want to use AWS default endpoint
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iamEndpoint : ""
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# Milvus supports three MQ: rocksmq(based on RockDB), Pulsar and Kafka, which should be reserved in config what you use.
# There is a note about enabling priority if we config multiple mq in this file
# 1. standalone(local) mode: rockskmq(default) > Pulsar > Kafka
# 2. cluster mode: Pulsar(default) > Kafka (rocksmq is unsupported)
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# Related configuration of pulsar, used to manage Milvus logs of recent mutation operations, output streaming log, and provide log publish-subscribe services.
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pulsar :
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address : localhost # Address of pulsar
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port : 6650 # Port of pulsar
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webport : 80 # Web port of pulsar, if you connect direcly without proxy, should use 8080
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maxMessageSize : 5242880 # 5 * 1024 * 1024 Bytes, Maximum size of each message in pulsar.
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# If you want to enable kafka, needs to comment the pulsar configs
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kafka :
producer :
client.id : dc
consumer :
client.id : dc1
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# brokerList: localhost1:9092,localhost2:9092,localhost3:9092
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# saslUsername: username
# saslPassword: password
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# saslMechanisms: PLAIN
# securityProtocol: SASL_SSL
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rocksmq :
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# please adjust in embedded Milvus: /tmp/milvus/rdb_data
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path : /var/lib/milvus/rdb_data # The path where the message is stored in rocksmq
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rocksmqPageSize : 2147483648 # 2 GB, 2 * 1024 * 1024 * 1024 bytes, The size of each page of messages in rocksmq
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retentionTimeInMinutes : 7200 # 5 days, 5 * 24 * 60 minutes, The retention time of the message in rocksmq.
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retentionSizeInMB : 8192 # 8 GB, 8 * 1024 MB, The retention size of the message in rocksmq.
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compactionInterval : 86400 # 1 day, trigger rocksdb compaction every day to remove deleted data
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lrucacheratio : 0.06 # rocksdb cache memory ratio
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# Related configuration of rootCoord, used to handle data definition language (DDL) and data control language (DCL) requests
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rootCoord :
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address : localhost
port : 53100
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enableActiveStandby : false # Enable active-standby
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dmlChannelNum : 256 # The number of dml channels created at system startup
maxPartitionNum : 4096 # Maximum number of partitions in a collection
minSegmentSizeToEnableIndex : 1024 # It's a threshold. When the segment size is less than this value, the segment will not be indexed
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# (in seconds) Duration after which an import task will expire (be killed). Default 900 seconds (15 minutes).
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# Note: If default value is to be changed, change also the default in: internal/util/paramtable/component_param.go
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importTaskExpiration : 900
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# (in seconds) Milvus will keep the record of import tasks for at least `importTaskRetention` seconds. Default 86400
# seconds (24 hours).
# Note: If default value is to be changed, change also the default in: internal/util/paramtable/component_param.go
importTaskRetention : 86400
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# Related configuration of proxy, used to validate client requests and reduce the returned results.
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proxy :
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port : 19530
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internalPort : 19529
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http :
enabled : true # Whether to enable the http server
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debug_mode : false # Whether to enable http server debug mode
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timeTickInterval : 200 # ms, the interval that proxy synchronize the time tick
msgStream :
timeTick :
bufSize : 512
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maxNameLength : 255 # Maximum length of name for a collection or alias
maxFieldNum : 256 # Maximum number of fields in a collection
maxDimension : 32768 # Maximum dimension of a vector
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maxShardNum : 256 # Maximum number of shards in a collection
maxTaskNum : 1024 # max task number of proxy task queue
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# please adjust in embedded Milvus: false
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ginLogging : true # Whether to produce gin logs.
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# Related configuration of queryCoord, used to manage topology and load balancing for the query nodes, and handoff from growing segments to sealed segments.
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queryCoord :
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address : localhost
port : 19531
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autoHandoff : true # Enable auto handoff
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autoBalance : true # Enable auto balance
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overloadedMemoryThresholdPercentage : 90 # The threshold percentage that memory overload
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balanceIntervalSeconds : 60
memoryUsageMaxDifferencePercentage : 30
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checkInterval : 1000
channelTaskTimeout : 60000 # 1 minute
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segmentTaskTimeout : 120000 # 2 minute
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distPullInterval : 500
loadTimeoutSeconds : 600
checkHandoffInterval : 5000
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taskMergeCap : 16
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enableActiveStandby : false # Enable active-standby
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# Related configuration of queryNode, used to run hybrid search between vector and scalar data.
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queryNode :
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cacheSize : 32 # GB, default 32 GB, `cacheSize` is the memory used for caching data for faster query. The `cacheSize` must be less than system memory size.
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port : 21123
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loadMemoryUsageFactor : 3 # The multiply factor of calculating the memory usage while loading segments
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enableDisk : true # enable querynode load disk index, and search on disk index
maxDiskUsagePercentage : 95
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stats :
publishInterval : 1000 # Interval for querynode to report node information (milliseconds)
dataSync :
flowGraph :
maxQueueLength : 1024 # Maximum length of task queue in flowgraph
maxParallelism : 1024 # Maximum number of tasks executed in parallel in the flowgraph
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# Segcore will divide a segment into multiple chunks to enbale small index
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segcore :
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chunkRows : 1024 # The number of vectors in a chunk.
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# Note: we have disabled segment small index since @2022.05.12. So below related configurations won't work.
# We won't create small index for growing segments and search on these segments will directly use bruteforce scan.
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smallIndex :
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nlist : 128 # small index nlist, recommend to set sqrt(chunkRows), must smaller than chunkRows/8
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nprobe : 16 # nprobe to search small index, based on your accuracy requirement, must smaller than nlist
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cache :
enabled : true
memoryLimit : 2147483648 # 2 GB, 2 * 1024 *1024 *1024
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scheduler :
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receiveChanSize : 10240
unsolvedQueueSize : 10240
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# maxReadConcurrentRatio is the concurrency ratio of read task (search task and query task).
# Max read concurrency would be the value of `runtime.NumCPU * maxReadConcurrentRatio`.
# It defaults to 2.0, which means max read concurrency would be the value of runtime.NumCPU * 2.
# Max read concurrency must greater than or equal to 1, and less than or equal to runtime.NumCPU * 100.
maxReadConcurrentRatio : 2.0 # (0, 100]
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cpuRatio : 10.0 # ratio used to estimate read task cpu usage.
grouping :
enabled : true
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maxNQ : 1000
topKMergeRatio : 10.0
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indexCoord :
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address : localhost
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port : 31000
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enableActiveStandby : false # Enable active-standby
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minSegmentNumRowsToEnableIndex : 1024 # It's a threshold. When the segment num rows is less than this value, the segment will not be indexed
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bindIndexNodeMode :
enable : false
address : "localhost:22930"
withCred : false
nodeID : 0
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gc :
interval : 600 # gc interval in seconds
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indexNode :
port : 21121
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enableDisk : true # enable index node build disk vector index
maxDiskUsagePercentage : 95
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scheduler :
buildParallel : 1
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dataCoord :
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address : localhost
port : 13333
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enableCompaction : true # Enable data segment compaction
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enableGarbageCollection : true
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enableActiveStandby : false # Enable active-standby
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segment :
maxSize : 512 # Maximum size of a segment in MB
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diskSegmentMaxSize : 2048 # Maximun size of a segment in MB for collection which has Disk index
sealProportion : 0.25 # It's the minimum proportion for a segment which can be sealed
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assignmentExpiration : 2000 # The time of the assignment expiration in ms
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maxLife : 86400 # The max lifetime of segment in seconds, 24*60*60
# If a segment didn't accept dml records in `maxIdleTime` and the size of segment is greater than
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# `minSizeFromIdleToSealed`, Milvus will automatically seal it.
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maxIdleTime : 600 # The max idle time of segment in seconds, 10*60.
minSizeFromIdleToSealed : 16 # The min size in MB of segment which can be idle from sealed.
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compaction :
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enableAutoCompaction : true
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gc :
interval : 3600 # gc interval in seconds
missingTolerance : 86400 # file meta missing tolerance duration in seconds, 60*24
dropTolerance : 86400 # file belongs to dropped entity tolerance duration in seconds, 60*24
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dataNode :
port : 21124
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dataSync :
flowGraph :
maxQueueLength : 1024 # Maximum length of task queue in flowgraph
maxParallelism : 1024 # Maximum number of tasks executed in parallel in the flowgraph
flush :
# Max buffer size to flush for a single segment.
insertBufSize : 16777216 # Bytes, 16 MB
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# Configures the system log output.
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log :
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level : debug # Only supports debug, info, warn, error, panic, or fatal. Default 'info'.
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file :
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# please adjust in embedded Milvus: /tmp/milvus/logs
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rootPath : "" # default to stdout, stderr
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maxSize : 300 # MB
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maxAge : 10 # Maximum time for log retention in day.
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maxBackups : 20
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format : text # text/json
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grpc :
log :
level : WARNING
serverMaxRecvSize : 2147483647 # math.MaxInt32
serverMaxSendSize : 2147483647 # math.MaxInt32
clientMaxRecvSize : 104857600 # 100 MB, 100 * 1024 * 1024
clientMaxSendSize : 104857600 # 100 MB, 100 * 1024 * 1024
client :
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dialTimeout : 5000
keepAliveTime : 10000
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keepAliveTimeout : 20000
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maxMaxAttempts : 5
initialBackOff : 1.0
maxBackoff : 60.0
backoffMultiplier : 2.0
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# Configure the proxy tls enable.
tls :
serverPemPath : configs/cert/server.pem
serverKeyPath : configs/cert/server.key
caPemPath : configs/cert/ca.pem
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common :
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# Channel name generation rule: ${namePrefix}-${ChannelIdx}
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chanNamePrefix :
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cluster : "by-dev"
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rootCoordTimeTick : "rootcoord-timetick"
rootCoordStatistics : "rootcoord-statistics"
rootCoordDml : "rootcoord-dml"
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rootCoordDelta : "rootcoord-delta"
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search : "search"
searchResult : "searchResult"
queryTimeTick : "queryTimeTick"
queryNodeStats : "query-node-stats"
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# Cmd for loadIndex, flush, etc...
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cmd : "cmd"
dataCoordStatistic : "datacoord-statistics-channel"
dataCoordTimeTick : "datacoord-timetick-channel"
dataCoordSegmentInfo : "segment-info-channel"
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# Sub name generation rule: ${subNamePrefix}-${NodeID}
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subNamePrefix :
rootCoordSubNamePrefix : "rootCoord"
proxySubNamePrefix : "proxy"
queryNodeSubNamePrefix : "queryNode"
dataNodeSubNamePrefix : "dataNode"
dataCoordSubNamePrefix : "dataCoord"
defaultPartitionName : "_default" # default partition name for a collection
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defaultIndexName : "_default_idx" # default index name
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retentionDuration : 86400 # time travel reserved time, insert/delete will not be cleaned in this period. 1 days in seconds
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entityExpiration : -1 # Entity expiration in seconds, CAUTION make sure entityExpiration >= retentionDuration and -1 means never expire
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gracefulTime : 5000 # milliseconds. it represents the interval (in ms) by which the request arrival time needs to be subtracted in the case of Bounded Consistency.
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# Default value: auto
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# Valid values: [auto, avx512, avx2, avx, sse4_2]
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# This configuration is only used by querynode and indexnode, it selects CPU instruction set for Searching and Index-building.
simdType : auto
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indexSliceSize : 16 # MB
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# please adjust in embedded Milvus: local
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storageType : minio
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security :
authorizationEnabled : false
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# tls mode values [0, 1, 2]
# 0 is close, 1 is one-way authentication, 2 is two-way authentication.
tlsMode : 0
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session :
ttl : 60 # ttl value when session granting a lease to register service
retryTimes : 30 # retry times when session sending etcd requests
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# QuotaConfig, configurations of Milvus quota and limits.
# By default, we enable:
# 1. TT protection;
# 2. Memory protection.
# You can enable:
# 1. DML throughput limitation;
# 2. DDL, DQL qps/rps limitation;
# 3. DQL Queue length/latency protection;
# If necessary, you can also manually force to deny RW requests.
quotaAndLimits :
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enabled : false # `true` to enable quota and limits, `false` to disable.
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# quotaCenterCollectInterval is the time interval that quotaCenter
# collects metrics from Query cluster and Data cluster.
quotaCenterCollectInterval : 3 # seconds, (0 ~ 65536)
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ddl : # ddl limit rates, default no limit.
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enabled : false
collectionRate : # requests per minute, default no limit, rate for CreateCollection, DropCollection, HasCollection, DescribeCollection, LoadCollection, ReleaseCollection
partitionRate : # requests per minute, default no limit, rate for CreatePartition, DropPartition, HasPartition, LoadPartition, ReleasePartition
indexRate : # requests per minute, default no limit, rate for CreateIndex, DropIndex, DescribeIndex
flushRate : # requests per minute, default no limit, rate for flush
compactionRate : # requests per minute, default no limit, rate for manualCompaction
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# dml limit rates, default no limit.
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# The maximum rate will not be greater than `max`,
# and the rate after handling back pressure will not be less than `min`.
dml :
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enabled : false
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insertRate :
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max : # MB/s, default no limit
min : # MB/s, default 0
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deleteRate :
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max : # MB/s, default no limit
min : # MB/s, default 0
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bulkLoadRate: # not support yet. TODO : limit bulkLoad rate
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max : # MB/s, default no limit
min : # MB/s, default 0
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# dql limit rates, default no limit.
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# The maximum rate will not be greater than `max`,
# and the rate after handling back pressure will not be less than `min`.
dql :
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enabled : false
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searchRate :
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max : # vps (vectors per second), default no limit
min : # vps (vectors per second), default 0
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queryRate :
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max : # qps, default no limit
min : # qps, default 0
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# limitWriting decides whether dml requests are allowed.
limitWriting :
# forceDeny `false` means dml requests are allowed (except for some
# specific conditions, such as memory of nodes to water marker), `true` means always reject all dml requests.
forceDeny : false
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ttProtection :
enabled : true
# maxTimeTickDelay indicates the backpressure for DML Operations.
# DML rates would be reduced according to the ratio of time tick delay to maxTimeTickDelay,
# if time tick delay is greater than maxTimeTickDelay, all DML requests would be rejected.
maxTimeTickDelay : 30 # in seconds
memProtection :
enabled : true
# When memory usage > memoryHighWaterLevel, all dml requests would be rejected;
# When memoryLowWaterLevel < memory usage < memoryHighWaterLevel, reduce the dml rate;
# When memory usage < memoryLowWaterLevel, no action.
# memoryLowWaterLevel should be less than memoryHighWaterLevel.
dataNodeMemoryLowWaterLevel : 0.8 # (0, 1], memoryLowWaterLevel in DataNodes
dataNodeMemoryHighWaterLevel : 0.9 # (0, 1], memoryHighWaterLevel in DataNodes
queryNodeMemoryLowWaterLevel : 0.8 # (0, 1], memoryLowWaterLevel in QueryNodes
queryNodeMemoryHighWaterLevel : 0.9 # (0, 1], memoryHighWaterLevel in QueryNodes
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# limitReading decides whether dql requests are allowed.
limitReading :
# forceDeny `false` means dql requests are allowed (except for some
# specific conditions, such as collection has been dropped), `true` means always reject all dql requests.
forceDeny : false
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queueProtection :
enabled : false
# nqInQueueThreshold indicated that the system was under backpressure for Search/Query path.
# If NQ in any QueryNode's queue is greater than nqInQueueThreshold, search&query rates would gradually cool off
# until the NQ in queue no longer exceeds nqInQueueThreshold. We think of the NQ of query request as 1.
nqInQueueThreshold : # int, default no limit
# queueLatencyThreshold indicated that the system was under backpressure for Search/Query path.
# If dql latency of queuing is greater than queueLatencyThreshold, search&query rates would gradually cool off
# until the latency of queuing no longer exceeds queueLatencyThreshold.
# The latency here refers to the averaged latency over a period of time.
queueLatencyThreshold : # milliseconds, default no limit
# coolOffSpeed is the speed of search&query rates cool off.
coolOffSpeed : 0.9 # (0, 1]
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# AutoIndexConfig
autoIndex :
enable : false