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3e9376f951
Signed-off-by: yanliang567 <yanliang.qiao@zilliz.com> Signed-off-by: yanliang567 <yanliang.qiao@zilliz.com>
462 lines
19 KiB
YAML
462 lines
19 KiB
YAML
# Licensed to the LF AI & Data foundation under one
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# or more contributor license agreements. See the NOTICE file
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# distributed with this work for additional information
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# regarding copyright ownership. The ASF licenses this file
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# to you under the Apache License, Version 2.0 (the
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# "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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#
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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
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# 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:
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- 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
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kvSubPath: kv # kvRootPath = rootPath + '/' + kvSubPath
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log:
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# path is one of:
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# - "default" as os.Stderr,
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# - "stderr" as os.Stderr,
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# - "stdout" as os.Stdout,
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# - 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'.
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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:
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# Embedded Etcd only.
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# please adjust in embedded Milvus: /tmp/milvus/etcdData/
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dir: default.etcd
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ssl:
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enabled: false # Whether to support ETCD secure connection mode
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tlsCert: /path/to/etcd-client.pem # path to your cert file
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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
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# Optional values: 1.0, 1.1, 1.2, 1.3。
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# We recommend using version 1.2 and above
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tlsMinVersion: 1.3
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# Default value: etcd
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# Valid values: [etcd, mysql]
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metastore:
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type: etcd
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# Related configuration of mysql, used to store Milvus metadata.
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mysql:
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username: root
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password: 123456
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address: localhost
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port: 3306
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dbName: milvus_meta
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driverName: mysql
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maxOpenConns: 20
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maxIdleConns: 5
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# please adjust in embedded Milvus: /tmp/milvus/data/
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localStorage:
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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
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# For more infomation, refer to https://docs.aws.amazon.com/IAM/latest/UserGuide/id_roles_use.html
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useIAM: false
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# 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.
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# There is a note about enabling priority if we config multiple mq in this file
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# 1. standalone(local) mode: rockskmq(default) > Pulsar > Kafka
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# 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:
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producer:
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client.id: dc
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consumer:
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client.id: dc1
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# brokerList: localhost1:9092,localhost2:9092,localhost3:9092
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# saslUsername: username
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# saslPassword: password
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# saslMechanisms: PLAIN
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# 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
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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
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maxPartitionNum: 4096 # Maximum number of partitions in a collection
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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
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# seconds (24 hours).
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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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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:
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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
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msgStream:
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timeTick:
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bufSize: 512
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maxNameLength: 255 # Maximum length of name for a collection or alias
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maxFieldNum: 256 # Maximum number of fields in a collection
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maxDimension: 32768 # Maximum dimension of a vector
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maxShardNum: 256 # Maximum number of shards in a collection
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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
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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
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memoryUsageMaxDifferencePercentage: 30
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checkInterval: 1000
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channelTaskTimeout: 60000 # 1 minute
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segmentTaskTimeout: 120000 # 2 minute
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distPullInterval: 500
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loadTimeoutSeconds: 600
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checkHandoffInterval: 5000
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taskMergeCap: 8
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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
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maxDiskUsagePercentage: 95
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stats:
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publishInterval: 1000 # Interval for querynode to report node information (milliseconds)
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dataSync:
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flowGraph:
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maxQueueLength: 1024 # Maximum length of task queue in flowgraph
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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.
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# 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:
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enabled: true
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memoryLimit: 2147483648 # 2 GB, 2 * 1024 *1024 *1024
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scheduler:
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receiveChanSize: 10240
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unsolvedQueueSize: 10240
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# maxReadConcurrentRatio is the concurrency ratio of read task (search task and query task).
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# Max read concurrency would be the value of `runtime.NumCPU * maxReadConcurrentRatio`.
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# It defaults to 2.0, which means max read concurrency would be the value of runtime.NumCPU * 2.
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# Max read concurrency must greater than or equal to 1, and less than or equal to runtime.NumCPU * 100.
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maxReadConcurrentRatio: 2.0 # (0, 100]
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cpuRatio: 10.0 # ratio used to estimate read task cpu usage.
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grouping:
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enabled: true
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maxNQ: 1000
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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:
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enable: false
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address: "localhost:22930"
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withCred: false
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nodeID: 0
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gc:
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interval: 600 # gc interval in seconds
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indexNode:
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port: 21121
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enableDisk: true # enable index node build disk vector index
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maxDiskUsagePercentage: 95
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scheduler:
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buildParallel: 1
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dataCoord:
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address: localhost
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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:
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maxSize: 512 # Maximum size of a segment in MB
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diskSegmentMaxSize: 2048 # The maximum size of a segment in MB for collection which has Disk index
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sealProportion: 0.25 # The minimum proportion for a growing segment which can be sealed
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smallProportion: 0.9 # The proportion for a sealed segment, which would not be compacted
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assignmentExpiration: 2000 # The time of the assignment expiration in ms
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maxLife: 3600 # The maximum lifetime of a growing segment in seconds, regardless of its size, 60*60
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# If a growing 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: 300 # The maximum idle time of a growing segment in seconds, 5*60.
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minSizeFromIdleToSealed: 16 # The minimum 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:
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interval: 3600 # gc interval in seconds
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missingTolerance: 86400 # file meta missing tolerance duration in seconds, 60*24
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dropTolerance: 86400 # file belongs to dropped entity tolerance duration in seconds, 60*24
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dataNode:
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port: 21124
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dataSync:
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flowGraph:
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maxQueueLength: 1024 # Maximum length of task queue in flowgraph
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maxParallelism: 1024 # Maximum number of tasks executed in parallel in the flowgraph
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flush:
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# Max buffer size to flush for a single segment.
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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:
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log:
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level: WARNING
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serverMaxRecvSize: 2147483647 # math.MaxInt32
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serverMaxSendSize: 2147483647 # math.MaxInt32
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clientMaxRecvSize: 104857600 # 100 MB, 100 * 1024 * 1024
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clientMaxSendSize: 104857600 # 100 MB, 100 * 1024 * 1024
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client:
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dialTimeout: 5000
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keepAliveTime: 10000
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keepAliveTimeout: 20000
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maxMaxAttempts: 5
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initialBackOff: 1.0
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maxBackoff: 60.0
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backoffMultiplier: 2.0
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# Configure the proxy tls enable.
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tls:
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serverPemPath: configs/cert/server.pem
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serverKeyPath: configs/cert/server.key
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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"
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rootCoordStatistics: "rootcoord-statistics"
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rootCoordDml: "rootcoord-dml"
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rootCoordDelta: "rootcoord-delta"
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search: "search"
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searchResult: "searchResult"
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queryTimeTick: "queryTimeTick"
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queryNodeStats: "query-node-stats"
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# Cmd for loadIndex, flush, etc...
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cmd: "cmd"
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dataCoordStatistic: "datacoord-statistics-channel"
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dataCoordTimeTick: "datacoord-timetick-channel"
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dataCoordSegmentInfo: "segment-info-channel"
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# Sub name generation rule: ${subNamePrefix}-${NodeID}
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subNamePrefix:
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rootCoordSubNamePrefix: "rootCoord"
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proxySubNamePrefix: "proxy"
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queryNodeSubNamePrefix: "queryNode"
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dataNodeSubNamePrefix: "dataNode"
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dataCoordSubNamePrefix: "dataCoord"
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defaultPartitionName: "_default" # default partition name for a collection
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defaultIndexName: "_default_idx" # default index name
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retentionDuration: 0 # time travel reserved time in seconds, insert/delete will not be cleaned in this period. Disabled if zero
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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.
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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:
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authorizationEnabled: false
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# tls mode values [0, 1, 2]
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# 0 is close, 1 is one-way authentication, 2 is two-way authentication.
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tlsMode: 0
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session:
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ttl: 60 # ttl value when session granting a lease to register service
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retryTimes: 30 # retry times when session sending etcd requests
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# QuotaConfig, configurations of Milvus quota and limits.
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# By default, we enable:
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# 1. TT protection;
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# 2. Memory protection.
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# You can enable:
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# 1. DML throughput limitation;
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# 2. DDL, DQL qps/rps limitation;
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# 3. DQL Queue length/latency protection;
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# If necessary, you can also manually force to deny RW requests.
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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
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# collects metrics from Query cluster and Data cluster.
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quotaCenterCollectInterval: 3 # seconds, (0 ~ 65536)
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ddl: # ddl limit rates, default no limit.
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enabled: false
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collectionRate: # requests per minute, default no limit, rate for CreateCollection, DropCollection, HasCollection, DescribeCollection, LoadCollection, ReleaseCollection
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partitionRate: # requests per minute, default no limit, rate for CreatePartition, DropPartition, HasPartition, LoadPartition, ReleasePartition
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indexRate: # requests per minute, default no limit, rate for CreateIndex, DropIndex, DescribeIndex
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flushRate: # requests per minute, default no limit, rate for flush
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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`,
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# and the rate after handling back pressure will not be less than `min`.
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dml:
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enabled: false
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insertRate:
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max: # MB/s, default no limit
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min: # MB/s, default 0
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deleteRate:
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max: # MB/s, default no limit
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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
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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`,
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# and the rate after handling back pressure will not be less than `min`.
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dql:
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enabled: false
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searchRate:
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max: # vps (vectors per second), default no limit
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min: # vps (vectors per second), default 0
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queryRate:
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max: # qps, default no limit
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min: # qps, default 0
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# limitWriting decides whether dml requests are allowed.
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limitWriting:
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# forceDeny `false` means dml requests are allowed (except for some
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# specific conditions, such as memory of nodes to water marker), `true` means always reject all dml requests.
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forceDeny: false
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ttProtection:
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enabled: true
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# maxTimeTickDelay indicates the backpressure for DML Operations.
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# DML rates would be reduced according to the ratio of time tick delay to maxTimeTickDelay,
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# if time tick delay is greater than maxTimeTickDelay, all DML requests would be rejected.
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maxTimeTickDelay: 30 # in seconds
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memProtection:
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enabled: true
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# When memory usage > memoryHighWaterLevel, all dml requests would be rejected;
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# When memoryLowWaterLevel < memory usage < memoryHighWaterLevel, reduce the dml rate;
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# When memory usage < memoryLowWaterLevel, no action.
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# memoryLowWaterLevel should be less than memoryHighWaterLevel.
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dataNodeMemoryLowWaterLevel: 0.8 # (0, 1], memoryLowWaterLevel in DataNodes
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dataNodeMemoryHighWaterLevel: 0.9 # (0, 1], memoryHighWaterLevel in DataNodes
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queryNodeMemoryLowWaterLevel: 0.8 # (0, 1], memoryLowWaterLevel in QueryNodes
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queryNodeMemoryHighWaterLevel: 0.9 # (0, 1], memoryHighWaterLevel in QueryNodes
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# limitReading decides whether dql requests are allowed.
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limitReading:
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# forceDeny `false` means dql requests are allowed (except for some
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# specific conditions, such as collection has been dropped), `true` means always reject all dql requests.
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forceDeny: false
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queueProtection:
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enabled: false
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# nqInQueueThreshold indicated that the system was under backpressure for Search/Query path.
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# If NQ in any QueryNode's queue is greater than nqInQueueThreshold, search&query rates would gradually cool off
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# until the NQ in queue no longer exceeds nqInQueueThreshold. We think of the NQ of query request as 1.
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nqInQueueThreshold: # int, default no limit
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# queueLatencyThreshold indicated that the system was under backpressure for Search/Query path.
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# If dql latency of queuing is greater than queueLatencyThreshold, search&query rates would gradually cool off
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# until the latency of queuing no longer exceeds queueLatencyThreshold.
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# The latency here refers to the averaged latency over a period of time.
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queueLatencyThreshold: # milliseconds, default no limit
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# coolOffSpeed is the speed of search&query rates cool off.
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coolOffSpeed: 0.9 # (0, 1]
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