add read replica and rotator docs

docs/user-guides/read-replica-and-rotator.md

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+# Read Replica and Rotator
+
+Read replica enhances the search QPS (Queries Per Second) of the Vald cluster by deploying read-only agents in addition to the regular agents and distributing the requests among them. Read replica is deployed as Kubernetes deployments, and depending on the number of replicas (N), it is faster QPS by approximately 1.7 to 1.8 times \* N.
+
+<div class="notice">
+The increase in QPS is possible only if sufficient infrastructure is available (see [Important notes](#important-notes) ).
+</div>
+
+## How to deploy read replica
+
+The read replica is managed with a separate chart from the Vald cluster and is deployed as an addon to the Vald cluster. Therefore, in any of the following steps, the Vald cluster should be deployed first, followed by the deployment of the read replica.
+
+> The reason Vald and Vald-readreplica are in separate charts is to avoid conflicts between the read replica's restart and the Helm operator's processes when Vald is managed by a helm operator. Therefore, the read replica will be deployed using helm commands in any case.
+
+### When you deploy vald with helm command
+
+1. Edit `values.yaml` like below（Please refer to [deployment](deployment) for other fields.）
+
+   ```yaml
+   agent:
+   ngt:
+       export_index_info_to_k8s: true
+   readreplica:
+       enabled: true
+       minReplicas: 1 # if you don't use hpa, this will be the replicas of the Deployment
+       maxReplicas: 3
+       hpa:
+       enabled: true # if you prefer to use hpa
+       targetCPUUtilizationPercentage: 80
+   manager:
+   index:
+       operator:
+       enabled: true
+       rotation_job_concurrency: 2
+   ```
+
+1. Deploy vald cluster
+
+   ```bash
+   helm install vald vald/vald --values values.yaml
+   ```
+
+1. Deploy `vald-readreplica` with the same `values.yaml`
+   ```bash
+   helm install vald-readreplica vald/vald-readreplica --values values.yaml
+   ```
+
+### When you deploy vald with `vald-helm-operator`
+
+1. Edit `valdrelease.yaml` with the same fields as above
+
+1. Deploy vald cluster
+
+   ```bash
+   helm install vald-helm-operator-release vald/vald-helm-operator
+   kubectl apply -f valdrelease.yaml
+   ```
+
+1. Deploy `vald-readreplica`
+   ```bash
+   helm install vald-readreplica vald/vald-readreplica --values <YOUR VALUES YAML FILE PATH>
+   ```
+
+## Architecture
+
+Read replica mainly consists of the following four parts.
+
+<img src="../../assets/docs/guides/read-replica-and-rotator/architecture.png" />
+
+### Read replica deployment
+
+The deployment that generates Pods where the actual processing of read replica takes place. Essentially, it is similar to a regular agent, but it differs in that it only accepts read requests (search requests) and reads the index from the read replica PVC.
+
+### Read replica PVC
+
+The PVC for read replica Pods is to read the index. It is generated based on the latest snapshot from the PVC of the regular agent. Unlike the agent PVC, it is generated as ROX, allowing it to be read from multiple Pods.
+
+### Index operator
+
+The operator is responsible for the following processes.
+
+1. Monitoring the time when the agent saved the index to the PVC and when the read replica performed index rotation
+1. Generating [Read replica rotator](#read-replica-rotator) job when an index save occurs after the most recent rotation
+
+> The Index operator also manages the timing of index create/save operations other than those mentioned above. Please refer to another document for details.
+
+### Read replica rotator
+
+The Kubernetes job to be responsible for the following processes
+
+1. Creating a snapshot from the agent's PVC
+1. Generating a PVC for read replica from the snapshot
+1. Rolling update of the read replica deployment to launch a group of read replica pods with the latest index
+
+## Important notes
+
+- Only result consistency is guaranteed
+
+  There is a time lag between index insertion, agent save, and the completion of read replica rotation. During this time, there may be inconsistencies between the index in the agent itself and the index in the read replica.
+
+- Sufficient infrastructure is required for QPS scaling
+
+  Even if read replicas are deployed, QPS will not scale if sufficient resources are not available in the Kubernetes cluster. Specifically, agent resources and read replica resources should be deployed on separate nodes. Vald sets `podAntiAffinity` to ensure that agent resources and read replica resources are deployed on separate nodes as much as possible.