diff --git a/src/nni_manager/training_service/remote_machine/gpuScheduler.ts b/src/nni_manager/training_service/remote_machine/gpuScheduler.ts
index 5e7f065971..4244eb8967 100644
--- a/src/nni_manager/training_service/remote_machine/gpuScheduler.ts
+++ b/src/nni_manager/training_service/remote_machine/gpuScheduler.ts
@@ -28,6 +28,8 @@ import {
     parseGpuIndices, RemoteMachineMeta, RemoteMachineScheduleResult, RemoteMachineTrialJobDetail, ScheduleResultType, SSHClientManager
 } from './remoteMachineData';
 
+type SCHEDULE_POLICY_NAME = 'random' | 'round-robin';
+
 /**
  * A simple GPU scheduler implementation
  */
@@ -35,13 +37,18 @@ export class GPUScheduler {
 
     private readonly machineSSHClientMap : Map<RemoteMachineMeta, SSHClientManager>;
     private readonly log: Logger = getLogger();
+    private readonly policyName: SCHEDULE_POLICY_NAME = 'round-robin';
+    private roundRobinIndex: number = 0;
+    private configuredRMs: RemoteMachineMeta[] = [];
 
     /**
      * Constructor
      * @param machineSSHClientMap map from remote machine to sshClient
      */
     constructor(machineSSHClientMap : Map<RemoteMachineMeta, SSHClientManager>) {
+        assert(machineSSHClientMap.size > 0);
         this.machineSSHClientMap = machineSSHClientMap;
+        this.configuredRMs = Array.from(machineSSHClientMap.keys());
     }
 
     /**
@@ -189,7 +196,21 @@ export class GPUScheduler {
     private selectMachine(rmMetas: RemoteMachineMeta[]): RemoteMachineMeta {
         assert(rmMetas !== undefined && rmMetas.length > 0);
 
-        return randomSelect(rmMetas);
+        if (this.policyName === 'random') {
+            return randomSelect(rmMetas);
+        } else if (this.policyName === 'round-robin') {
+            return this.roundRobinSelect(rmMetas);
+        } else {
+            throw new Error(`Unsupported schedule policy: ${this.policyName}`);
+        }
+    }
+
+    private roundRobinSelect(rmMetas: RemoteMachineMeta[]): RemoteMachineMeta {
+        while (!rmMetas.includes(this.configuredRMs[this.roundRobinIndex % this.configuredRMs.length])) {
+            this.roundRobinIndex++;
+        }
+
+        return this.configuredRMs[this.roundRobinIndex++ % this.configuredRMs.length];
     }
 
     private selectGPUsForTrial(gpuInfos: GPUInfo[], requiredGPUNum: number): GPUInfo[] {