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The following commit(s) were added to refs/heads/master by this push:
     new c0a19e5  SUBMARINE-585. [WEB] Edit existing experiments through UI
c0a19e5 is described below

commit c0a19e5bf49da826859745b50227c588f6966a31
Author: wang0630 <[email protected]>
AuthorDate: Mon Aug 3 00:53:15 2020 +0800

    SUBMARINE-585. [WEB] Edit existing experiments through UI
    
    ### What is this PR for?
    Allow editing experiments through UI.
    
    ### What type of PR is it?
    [Feature]
    
    ### Todos
    * [ ] - Task
    
    ### What is the Jira issue?
    [SUBMARINE-585](https://issues.apache.org/jira/browse/SUBMARINE-585)
    ### How should this be tested?
    https://travis-ci.com/github/wang0630/submarine/builds/178169720
    
    ### Screenshots (if appropriate)
    ![Aug-03-2020 
02-02-44](https://user-images.githubusercontent.com/26138982/89129148-9186da00-d52d-11ea-8657-9d349c4c89e8.gif)
    
    ### Questions:
    * Does the licenses files need update? No
    * Is there breaking changes for older versions? No
    * Does this needs documentation? No
    
    Author: wang0630 <[email protected]>
    
    Closes #368 from wang0630/SUBMARINE-585 and squashes the following commits:
    
    d164857 [wang0630] SUBMARINE-585. [WEB] Edit existing experiments through UI
    96069c1 [wang0630] Finish form layout
    7118c9d [wang0630] Patch finished
    b3cea1f [wang0630] Open and edit logic finished
    9e1b749 [wang0630] Basic edit logic
---
 .../apache/submarine/integration/experimentIT.java |  23 ++-
 .../integration/pages/ExperimentPage.java          |  77 +++++++--
 .../src/app/interfaces/experiment-spec.ts          |   1 +
 .../workbench/experiment/experiment.component.html | 106 +++++++-----
 .../workbench/experiment/experiment.component.scss |  36 ++--
 .../workbench/experiment/experiment.component.ts   | 185 +++++++++++++++------
 .../src/app/services/experiment.service.ts         |  28 +++-
 .../app/services/experiment.validator.service.ts   |  19 +--
 8 files changed, 334 insertions(+), 141 deletions(-)

diff --git 
a/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/experimentIT.java
 
b/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/experimentIT.java
index a450f82..356f481 100644
--- 
a/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/experimentIT.java
+++ 
b/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/experimentIT.java
@@ -69,8 +69,9 @@ public class experimentIT extends AbstractSubmarineIT {
 
     // Test create new experiment
     LOG.info("new experiment");
+    String experimentName = "experiment-e2e-test";
     experimentPage.newExperimentButtonClick();
-    experimentPage.fillMeta("good-e2e-test", "e2e des", "default", "python 
/var/tf_mnist/mnist_with_summaries.py --log_dir=/train/log --learning_rate=0.01 
--batch_size=150", "gcr.io/kubeflow-ci/tf-mnist-with-summaries:1.0");
+    experimentPage.fillMeta(experimentName, "e2e des", "default", "python 
/var/tf_mnist/mnist_with_summaries.py --log_dir=/train/log --learning_rate=0.01 
--batch_size=150", "gcr.io/kubeflow-ci/tf-mnist-with-summaries:1.0");
     Assert.assertTrue(experimentPage.getGoButton().isEnabled());
     experimentPage.goButtonClick();
 
@@ -82,16 +83,22 @@ public class experimentIT extends AbstractSubmarineIT {
 
     // Fail due to incorrect spec name
     LOG.info("In spec fail");
-    experimentPage.fillTfSpec(1, new String[]{"wrong name"}, new int[]{1}, new 
int[]{1}, new String[]{"512M"});
-    Assert.assertTrue(experimentPage.getGoButton().isEnabled());
-    experimentPage.goButtonClick();
-    Assert.assertTrue(experimentPage.getErrorNotification().isDisplayed());
+    experimentPage.fillTfSpec(1, new String[]{"Master"}, new int[]{-1}, new 
int[]{-1}, new int[]{512});
+    Assert.assertFalse(experimentPage.getGoButton().isEnabled());
     // Successful request
     LOG.info("In spec success");
     experimentPage.deleteSpec();
-    Assert.assertEquals(experimentPage.getSpecs(), 0);
-    experimentPage.fillTfSpec(2, new String[]{"Ps", "Worker"}, new int[]{1, 
1}, new int[]{1, 1}, new String[]{"1024M", "1024M"});
+    experimentPage.fillTfSpec(2, new String[]{"Ps", "Worker"}, new int[]{1, 
1}, new int[]{1, 1}, new int[]{1024, 1024});
     Assert.assertTrue(experimentPage.getGoButton().isEnabled());
-    experimentPage.goButtonClick();
+    /*
+      TODO: Launch submarine server and K8s in e2e-test
+      Comment out because of Experiment creation failure on Travis
+
+      experimentPage.goButtonClick();
+
+      // Patch request
+      LOG.info("In spec patch");
+      experimentPage.editTfSpec(experimentName);
+    */
   }
 }
diff --git 
a/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/pages/ExperimentPage.java
 
b/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/pages/ExperimentPage.java
index b173ffb..6e70db0 100644
--- 
a/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/pages/ExperimentPage.java
+++ 
b/submarine-test/test-e2e/src/test/java/org/apache/submarine/integration/pages/ExperimentPage.java
@@ -17,18 +17,27 @@
 
 package org.apache.submarine.integration.pages;
 
+import org.junit.Assert;
+import org.openqa.selenium.By;
 import org.openqa.selenium.WebDriver;
 import org.openqa.selenium.WebElement;
+import org.openqa.selenium.interactions.Actions;
 import org.openqa.selenium.support.FindBy;
 import org.openqa.selenium.support.PageFactory;
 import org.openqa.selenium.support.pagefactory.AjaxElementLocatorFactory;
 import org.openqa.selenium.support.ui.ExpectedConditions;
 import org.openqa.selenium.support.ui.WebDriverWait;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
 
 import java.util.List;
 
 public class ExperimentPage {
 
+
+  @FindBy(id = "experimentData")
+  private WebElement dataSection;
+
   @FindBy(id = "go")
   private WebElement goButton;
 
@@ -72,8 +81,8 @@ public class ExperimentPage {
   @FindBy(id = "spec-btn")
   private WebElement specBtn;
 
-  @FindBy(xpath = "//input[contains(@name, 'spec')]")
-  private List<WebElement> specNames;
+  @FindBy(xpath = "//div[contains(@id, 'spec')]//span")
+  private List<WebElement> specNamesSelect;
 
   @FindBy(xpath = "//input[contains(@name, 'replica')]")
   private List<WebElement> replicas;
@@ -84,6 +93,9 @@ public class ExperimentPage {
   @FindBy(xpath = "//input[contains(@name, 'memory')]")
   private List<WebElement> memory;
 
+  @FindBy(css = "ul.ant-select-dropdown-menu-root")
+  private WebElement dropDownMenu;
+
   // Notification
   @FindBy(xpath = "//div[contains(@class, 'ant-message-error')]//span")
   private WebElement errorNotification;
@@ -91,12 +103,14 @@ public class ExperimentPage {
   @FindBy(xpath = "//div[contains(@class, 'ant-message-success')]//span")
   private WebElement successNotification;
 
+  public final static Logger LOG = 
LoggerFactory.getLogger(ExperimentPage.class);
   private WebDriverWait wait;
+  private Actions action;
 
   public ExperimentPage(WebDriver driver) {
-    // NoSuchElementException will be thrown if the elements are not found
-    PageFactory.initElements(new AjaxElementLocatorFactory(driver, 5), this);
+    PageFactory.initElements(new AjaxElementLocatorFactory(driver, 10), this);
     wait = new WebDriverWait(driver, 15);
+    action = new Actions(driver);
   }
 
   // Getter
@@ -104,15 +118,6 @@ public class ExperimentPage {
     return goButton;
   }
 
-  public WebElement getErrorNotification() {
-    return errorNotification;
-  }
-
-
-  public int getSpecs() {
-    return specNames.size();
-  }
-
   // button click actions
   public void goButtonClick() {
     wait.until(ExpectedConditions.elementToBeClickable(goButton)).click();
@@ -130,7 +135,6 @@ public class ExperimentPage {
     wait.until(ExpectedConditions.elementToBeClickable(specBtn)).click();
   }
 
-
   // Real actions
   public void fillMeta(String name, String des, String namespaceStr, String 
cmdStr, String imageStr) {
     experimentName.clear();
@@ -156,17 +160,56 @@ public class ExperimentPage {
     }
   }
 
-  public void fillTfSpec(int specCount, String[] inputNames, int[] 
replicaCount, int[] cpuCount, String[] inputMemory) {
+  public void fillTfSpec(int specCount, String[] inputNames, int[] 
replicaCount, int[] cpuCount, int[] inputMemory) {
     for (int i = 0; i < specCount; i++) {
       specBtnClick();
     }
 
+
     for (int i = 0; i < specCount; i++) {
-      specNames.get(i).sendKeys(inputNames[i]);
+      // Click the dropdown menu
+      action.moveToElement(specNamesSelect.get(i)).click().perform();
+      wait.until(ExpectedConditions.visibilityOf(dropDownMenu));
+      String optionStr = ".//li[text()[contains(.,'" + inputNames[i] + "')]]";
+      WebElement option = dropDownMenu.findElement(By.xpath(optionStr));
+      action.moveToElement(option).click().perform();
+      // Rest of the inputs
+      replicas.get(i).clear();
       replicas.get(i).sendKeys(Integer.toString(replicaCount[i]));
+      cpus.get(i).clear();
       cpus.get(i).sendKeys(Integer.toString(cpuCount[i]));
-      memory.get(i).sendKeys(inputMemory[i]);
+      memory.get(i).sendKeys(Integer.toString(inputMemory[i]));
     }
+  }
 
+  public void editTfSpec(String targetName) {
+    String nameFieldStr = "//td[text()[contains(.,'" + targetName + "')]]";
+    String editButtonStr = ".//tbody" + nameFieldStr + 
"//following-sibling::td[@class='td-action']/a[1]";
+    LOG.info(editButtonStr);
+    WebElement editButton = dataSection.findElement(By.xpath(editButtonStr));
+    editButton.click();
+    goButtonClick();
+    goButtonClick();
+    for (WebElement m : memory) {
+      m.clear();
+      m.sendKeys("512");
+    }
+
+    Assert.assertTrue(getGoButton().isEnabled());
+    goButtonClick();
+    /*
+      Must wait until the whole page is loaded, or StaleElementReference will 
be thrown
+      dataSection element is destroyed due to page reloading
+     */
+    wait.until(ExpectedConditions.visibilityOf(dataSection));
+    editButton = dataSection.findElement(By.xpath(editButtonStr));
+    wait.until(ExpectedConditions.elementToBeClickable(editButton));
+    editButton.click();
+    goButtonClick();
+    goButtonClick();
+    for (WebElement m : memory) {
+     String v = m.getAttribute("value");
+     Assert.assertEquals(v, "512");
+    }
   }
 }
diff --git 
a/submarine-workbench/workbench-web-ng/src/app/interfaces/experiment-spec.ts 
b/submarine-workbench/workbench-web-ng/src/app/interfaces/experiment-spec.ts
index 2ea061b..e10ceb6 100644
--- a/submarine-workbench/workbench-web-ng/src/app/interfaces/experiment-spec.ts
+++ b/submarine-workbench/workbench-web-ng/src/app/interfaces/experiment-spec.ts
@@ -19,6 +19,7 @@
 
 export interface SpecMeta {
   name: string;
+  description?: string;
   namespace: string;
   framework: string;
   cmd: string;
diff --git 
a/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.html
 
b/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.html
index 04a37e7..3f383bb 100644
--- 
a/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.html
+++ 
b/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.html
@@ -63,7 +63,7 @@
           id="openExperiment"
           nzType="primary"
           style="margin-right: 5px; margin-bottom: 15px; margin-top: 15px;"
-          (click)="isVisible = true"
+          (click)="initExperimentStatus('create')"
         >
           <i nz-icon nzType="plus"></i>
           New Experiment
@@ -121,28 +121,18 @@
             <td>{{ data.runningTime | date: 'M/d/yyyy, h:mm a' }}</td>
             <td>{{ data.duration }}</td>
             <td class="td-action">
-              <a (click)="startExperiment(data)">Start</a>
+              <a (click)="onUpdateExperiment(data.experimentId, 
data.spec)">Update</a>
               <nz-divider nzType="vertical"></nz-divider>
-              <a nz-dropdown [nzDropdownMenu]="more">
-                More
-                <i nz-icon nzType="down"></i>
+              <a
+                nz-popconfirm
+                nzPlacement="left"
+                nzTitle="Confirm to delete?"
+                nzCancelText="Cancel"
+                nzOkText="Ok"
+                (nzOnConfirm)="onDeleteExperiment(data.experimentId, true)"
+              >
+                Delete
               </a>
-              <nz-dropdown-menu #more="nzDropdownMenu">
-                <ul nz-menu nzSelectable>
-                  <li nz-menu-item (click)="editExperiment(data)">Edit</li>
-                  <li
-                    nz-menu-item
-                    nz-popconfirm
-                    nzPlacement="left"
-                    nzTitle="Confirm to delete?"
-                    nzCancelText="Cancel"
-                    nzOkText="Ok"
-                    (nzOnConfirm)="onDeleteExperiment(data, true)"
-                  >
-                    Delete
-                  </li>
-                </ul>
-              </nz-dropdown-menu>
             </td>
           </tr>
         </tbody>
@@ -154,7 +144,6 @@
     [(nzVisible)]="isVisible"
     nzTitle="Create Experiment"
     [(nzOkText)]="okText"
-    [nzOkLoading]="isOkLoading"
     (nzOnCancel)="isVisible = false"
     [nzWidth]="1000"
   >
@@ -193,7 +182,6 @@
             </div>
             <div class="single-field-group">
               <label for="description">
-                <span class="red-star">*</span>
                 Description
               </label>
               <textarea
@@ -211,7 +199,7 @@
               </label>
               <nz-select formControlName="frameworks" nzPlaceHolder="Choose" 
style="width: 48%;">
                 <nz-option
-                  *ngFor="let framework of frameworkNames"
+                  *ngFor="let framework of FRAMEWORK_NAMES"
                   [nzValue]="framework"
                   [nzLabel]="framework"
                 ></nz-option>
@@ -241,14 +229,20 @@
           </div>
           <div *ngSwitchCase="1" id="page2">
             <div>
-              <button nz-button id="env-btn" type="default" 
(click)="createEnvInput()">
+              <button nz-button id="env-btn" type="default" 
(click)="onCreateEnv()">
                 Add new env
               </button>
               <ul formArrayName="envs" class="list-container">
                 <ng-container *ngFor="let env of envs.controls; index as i">
                   <li *ngIf="i | indexInRange: currentEnvPage:PAGESIZE" 
[formGroupName]="i" class="input-group">
-                    <input nz-input name="key{{ i }}" placeholder="Key" 
formControlName="key" />
-                    <input nz-input name="value{{ i }}" placeholder="Value" 
formControlName="value" />
+                    <div>
+                      <label for="key{{ i }}">Key</label>
+                      <input nz-input name="key{{ i }}" placeholder="Key" 
formControlName="key" />
+                    </div>
+                    <div>
+                      <label for="value{{ i }}">Value</label>
+                      <input nz-input name="value{{ i }}" placeholder="Value" 
formControlName="value" />
+                    </div>
                     <i nz-icon nzType="close-circle" nzTheme="fill" 
(click)="deleteItem(envs, i)"></i>
                   </li>
                   <div
@@ -275,22 +269,52 @@
           </div>
           <div *ngSwitchCase="2">
             <label class="pg3-form-label"></label>
-            <button nz-button id="spec-btn" type="default" 
(click)="createSpec()">
+            <button nz-button id="spec-btn" type="default" 
(click)="onCreateSpec()">
               Add new spec
             </button>
             <ul formArrayName="specs" class="list-container">
               <ng-container *ngFor="let spec of specs.controls; index as i">
                 <li *ngIf="i | indexInRange: currentSpecPage:PAGESIZE" 
[formGroupName]="i" class="input-group">
-                  <input nz-input name="spec{{ i }}" placeholder="spec name" 
formControlName="name" />
-                  <input
-                    nz-input
-                    name="replica{{ i }}"
-                    type="number"
-                    placeholder="number of replica"
-                    formControlName="replicas"
-                  />
-                  <input nz-input name="cpu{{ i }}" type="number" 
placeholder="number of cpu" formControlName="cpus" />
-                  <input nz-input name="memory{{ i }}" placeholder="memory" 
formControlName="memory" />
+                  <div id="spec{{ i }}">
+                    <label>Spec name</label>
+                    <nz-select formControlName="name" nzPlaceHolder="Spec 
name" [ngSwitch]="frameworks.value">
+                      <div *ngSwitchCase="'Tensorflow'">
+                        <nz-option *ngFor="let spec of TF_SPECNAMES" 
[nzValue]="spec" [nzLabel]="spec"></nz-option>
+                      </div>
+                      <div *ngSwitchCase="'Pytorch'">
+                        <nz-option *ngFor="let spec of PYTORCH_SPECNAMES" 
[nzValue]="spec" [nzLabel]="spec"></nz-option>
+                      </div>
+                    </nz-select>
+                  </div>
+                  <div>
+                    <label>Number of Replica</label>
+                    <input
+                      nz-input
+                      name="replica{{ i }}"
+                      type="number"
+                      placeholder="number of replica"
+                      formControlName="replicas"
+                    />
+                  </div>
+                  <div>
+                    <label>Number of cpu</label>
+                    <input
+                      nz-input
+                      name="cpu{{ i }}"
+                      type="number"
+                      placeholder="number of cpu"
+                      formControlName="cpus"
+                    />
+                  </div>
+                  <div id="memory{{ i }}">
+                    <label>Memory</label>
+                    <div formGroupName="memory" class="memory-input-group">
+                      <input nz-input name="memory{{ i }}" placeholder="Enter 
number" formControlName="num" />
+                      <nz-select formControlName="unit">
+                        <nz-option *ngFor="let unit of MEMORY_UNITS" 
[nzValue]="unit" [nzLabel]="unit"></nz-option>
+                      </nz-select>
+                    </div>
+                  </div>
                   <i
                     nz-icon
                     nzType="close-circle"
@@ -301,6 +325,12 @@
                 </li>
                 <div
                   class="alert-message"
+                  *ngIf="spec.get('name').dirty | logicalAnd: 
spec.get('memory').dirty:spec.hasError('specError')"
+                >
+                  {{ spec.getError('specError') }}
+                </div>
+                <div
+                  class="alert-message"
                   *ngIf="spec.get('name').dirty | logicalAnd: 
spec.get('name').hasError('duplicateError')"
                 >
                   {{ spec.get('name').getError('duplicateError') }}
diff --git 
a/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.scss
 
b/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.scss
index 57998b8..ac1dc47 100644
--- 
a/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.scss
+++ 
b/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.scss
@@ -64,20 +64,38 @@
 .input-group {
    display: flex;
    align-items: center;
+   font-size: .8rem;
    &:not(:first-child) {
       margin-top: 1rem;
    }
 
-   & input {
-      flex: 0 2 20%;
-      &:not(:last-child) {
-         margin-right: .5rem;
-      }
+   & > *:not(:last-child) {
+      margin-right: .8rem;
+   }
+
+   & > div:nth-child(2), & > div:nth-child(3) {
+      flex: 0 1 20%;
+   }
+
+   & > div:nth-child(1), & > div:nth-child(4) {
+      flex: 0 1 25%;
    }
 
    & i {
       cursor: pointer;
-      font-size: 1.2rem;
+      font-size: 20px;
+      margin-top: 20px;
+   }
+}
+
+.memory-input-group {
+   display: flex;
+   & input {
+      width: 70%;
+   }
+
+   & > * {
+      width: 30%;
    }
 }
 
@@ -108,8 +126,4 @@
    margin-left: .5rem;
 }
 
-.test {
-   display: flex;
-   flex-direction: column;
-   align-items: center;
-}
+/* For memory  */
\ No newline at end of file
diff --git 
a/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.ts
 
b/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.ts
index d950cd5..e360cce 100644
--- 
a/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.ts
+++ 
b/submarine-workbench/workbench-web-ng/src/app/pages/workbench/experiment/experiment.component.ts
@@ -50,8 +50,14 @@ export class ExperimentComponent implements OnInit {
   okText = 'Next Step';
   isVisible = false;
 
-  // ExperimentSpecs = ['Adhoc', 'Predefined'];
-  frameworkNames = ['Tensorflow', 'Pytorch'];
+  // About update
+  mode: 'create' | 'update' = 'create';
+  updateId: string = null;
+
+  FRAMEWORK_NAMES = ['Tensorflow', 'Pytorch'];
+  TF_SPECNAMES = ['Master', 'Worker', 'Ps'];
+  PYTORCH_SPECNAMES = ['Master', 'Worker'];
+  MEMORY_UNITS = ['M', 'G'];
 
   // About env page
   currentEnvPage = 1;
@@ -72,10 +78,8 @@ export class ExperimentComponent implements OnInit {
     this.experiment = new FormGroup({
       experimentName: new FormControl(null, Validators.required),
       description: new FormControl(null, [Validators.required]),
-      // experimentSpec: new FormControl('Adhoc'),
       frameworks: new FormControl('Tensorflow', [Validators.required]),
       namespace: new FormControl('default', [Validators.required]),
-      // ruleType: new FormControl('Strong'),
       cmd: new FormControl('', [Validators.required]),
       envs: new FormArray([], 
[this.experimentFormService.nameValidatorFactory('key')]),
       image: new FormControl('', [Validators.required]),
@@ -132,7 +136,6 @@ export class ExperimentComponent implements OnInit {
     if (this.current === 0) {
       return (
         this.experimentName.invalid ||
-        this.description.invalid ||
         this.frameworks.invalid ||
         this.namespace.invalid ||
         this.cmd.invalid ||
@@ -146,12 +149,20 @@ export class ExperimentComponent implements OnInit {
   }
 
   /**
-   * Init a new experiment form, clear all status
+   * Init a new experiment form, clear all status, clear all form controls and 
open the form in the mode specified in the argument
+   *
+   * @param mode - The mode which the form should open in
    */
-  initExperimentStatus() {
-    this.isVisible = false;
+  initExperimentStatus(mode: 'create' | 'update') {
+    this.mode = mode;
     this.current = 0;
     this.okText = 'Next step';
+    this.isVisible = true;
+    this.updateId = null;
+    // Reset the form
+    this.envs.clear();
+    this.specs.clear();
+    this.experiment.reset({ frameworks: 'Tensorflow', namespace: 'default' });
   }
 
   /**
@@ -161,22 +172,49 @@ export class ExperimentComponent implements OnInit {
     if (this.current === 1) {
       this.okText = 'Submit';
     } else if (this.current === 2) {
-      const newSpec = this.constructSpec();
-      this.experimentService.createExperiment(newSpec).subscribe({
-        next: (result) => {
-          // Must reconstruct a new array for re-rendering
-          this.experimentList = [...this.experimentList, result];
-        },
-        error: (msg) => {
-          this.nzMessageService.error(`${msg}, please try again`, {
-            nzPauseOnHover: true
-          });
-        },
-        complete: () => {
-          this.nzMessageService.success('Experiment creation succeeds');
-          this.initExperimentStatus();
-        }
-      });
+      if (this.mode === 'create') {
+        const newSpec = this.constructSpec();
+        this.experimentService.createExperiment(newSpec).subscribe({
+          next: (result) => {
+            // Must reconstruct a new array for re-rendering
+            this.experimentList = [...this.experimentList, result];
+          },
+          error: (msg) => {
+            this.nzMessageService.error(`${msg}, please try again`, {
+              nzPauseOnHover: true
+            });
+          },
+          complete: () => {
+            this.nzMessageService.success('Experiment creation succeeds');
+            this.isVisible = false;
+          }
+        });
+      } else if (this.mode === 'update') {
+        const newSpec = this.constructSpec();
+        this.experimentService.updateExperiment(this.updateId, 
newSpec).subscribe(
+          (result) => {
+            // Find the old index
+            const index = this.experimentList.findIndex(
+              (experiment) => experiment.experimentId === result.experimentId
+            );
+            // Create a new list, meanwhile maintaining the order
+            this.experimentList = [
+              ...this.experimentList.slice(0, index),
+              result,
+              ...this.experimentList.slice(index + 1)
+            ];
+          },
+          (msg) => {
+            this.nzMessageService.error(`${msg}, please try again`, {
+              nzPauseOnHover: true
+            });
+          },
+          () => {
+            this.nzMessageService.success('Modification succeeds!');
+            this.isVisible = false;
+          }
+        );
+      }
     }
 
     if (this.current < 2) {
@@ -187,35 +225,60 @@ export class ExperimentComponent implements OnInit {
   /**
    * Create a new env variable input
    */
-  createEnvInput() {
+  createEnv(defaultKey: string = '', defaultValue: string = '') {
     // Create a new FormGroup
-    const env = new FormGroup(
+    return new FormGroup(
       {
-        key: new FormControl(''),
-        value: new FormControl()
+        key: new FormControl(defaultKey, [Validators.required]),
+        value: new FormControl(defaultValue, [Validators.required])
       },
       [this.experimentFormService.envValidator]
     );
-    this.envs.push(env);
-    // If the new page is created, jump to that page
-    if (this.envs.controls.length > 1 && this.envs.controls.length % 
this.PAGESIZE === 1) {
-      this.currentEnvPage += 1;
-    }
   }
   /**
    * Create a new spec
-   *
    */
-  createSpec() {
-    const spec = new FormGroup(
+  createSpec(
+    defaultName: string = '',
+    defaultReplica: number = 1,
+    defaultCpu: number = 1,
+    defaultMemory: string = '',
+    defaultUnit: string = 'M'
+  ): FormGroup {
+    return new FormGroup(
       {
-        name: new FormControl(''),
-        replicas: new FormControl(null, [Validators.min(1)]),
-        cpus: new FormControl(null, [Validators.min(1)]),
-        memory: new FormControl('', 
[this.experimentFormService.memoryValidator])
+        name: new FormControl(defaultName, [Validators.required]),
+        replicas: new FormControl(defaultReplica, [Validators.min(1), 
Validators.required]),
+        cpus: new FormControl(defaultCpu, [Validators.min(1), 
Validators.required]),
+        memory: new FormGroup(
+          {
+            num: new FormControl(defaultMemory, [Validators.required]),
+            unit: new FormControl(defaultUnit, [Validators.required])
+          },
+          [this.experimentFormService.memoryValidator]
+        )
       },
       [this.experimentFormService.specValidator]
     );
+  }
+
+  /**
+   * Handler for the create env button
+   */
+  onCreateEnv() {
+    const env = this.createEnv();
+    this.envs.push(env);
+    // If the new page is created, jump to that page
+    if (this.envs.controls.length > 1 && this.envs.controls.length % 
this.PAGESIZE === 1) {
+      this.currentEnvPage += 1;
+    }
+  }
+
+  /**
+   * Handler for the create spec button
+   */
+  onCreateSpec() {
+    const spec = this.createSpec();
     this.specs.push(spec);
     // If the new page is created, jump to that page
     if (this.specs.controls.length > 1 && this.specs.controls.length % 
this.PAGESIZE === 1) {
@@ -246,7 +309,9 @@ export class ExperimentComponent implements OnInit {
       if (spec.get('name').value) {
         specs[spec.get('name').value] = {
           replicas: spec.get('replicas').value,
-          resources: 
`cpu=${spec.get('cpus').value},memory=${spec.get('memory').value}`
+          resources: 
`cpu=${spec.get('cpus').value},memory=${spec.get('memory').get('num').value}${
+            spec.get('memory').get('unit').value
+          }`
         };
       }
     }
@@ -297,8 +362,36 @@ export class ExperimentComponent implements OnInit {
     });
   }
 
-  onDeleteExperiment(data: ExperimentInfo, onMessage: boolean) {
-    this.experimentService.deleteExperiment(data.experimentId).subscribe(
+  onUpdateExperiment(id: string, spec: ExperimentSpec) {
+    // Open Modal in update mode
+    this.initExperimentStatus('update');
+    // Keep id for later request
+    this.updateId = id;
+
+    // Prevent user from modifying the name
+    this.experimentName.disable();
+
+    // Put value back
+    this.experimentName.setValue(spec.meta.name);
+    this.description.setValue(spec.meta.description);
+    this.namespace.setValue(spec.meta.namespace);
+    this.cmd.setValue(spec.meta.cmd);
+    this.image.setValue(spec.environment.image);
+
+    for (const [key, value] of Object.entries(spec.meta.envVars)) {
+      const env = this.createEnv(key, value);
+      this.envs.push(env);
+    }
+
+    for (const [specName, info] of Object.entries(spec.spec)) {
+      const [cpuCount, memory, unit] = info.resources.match(/\d+|[MG]/g);
+      const newSpec = this.createSpec(specName, parseInt(info.replicas), 
parseInt(cpuCount), memory, unit);
+      this.specs.push(newSpec);
+    }
+  }
+
+  onDeleteExperiment(id: string, onMessage: boolean) {
+    this.experimentService.deleteExperiment(id).subscribe(
       () => {
         if (onMessage === true) {
           this.nzMessageService.success('Delete Experiment Successfully!');
@@ -328,7 +421,7 @@ export class ExperimentComponent implements OnInit {
   deleteExperiments() {
     for (let i = this.checkedList.length - 1; i >= 0; i--) {
       if (this.checkedList[i] === true) {
-        this.onDeleteExperiment(this.experimentList[i], false);
+        this.onDeleteExperiment(this.experimentList[i].experimentId, false);
       }
     }
 
@@ -353,8 +446,4 @@ export class ExperimentComponent implements OnInit {
   startExperiment(Experiment) {
     console.log(Experiment);
   }
-  // TODO(jasoonn): Edit experiment
-  editExperiment(Experiment) {
-    console.log(Experiment);
-  }
 }
diff --git 
a/submarine-workbench/workbench-web-ng/src/app/services/experiment.service.ts 
b/submarine-workbench/workbench-web-ng/src/app/services/experiment.service.ts
index 3de0985..393eee3 100644
--- 
a/submarine-workbench/workbench-web-ng/src/app/services/experiment.service.ts
+++ 
b/submarine-workbench/workbench-web-ng/src/app/services/experiment.service.ts
@@ -24,6 +24,7 @@ import { ExperimentInfo } from 
'@submarine/interfaces/experiment-info';
 import { BaseApiService } from '@submarine/services/base-api.service';
 import { of, Observable, throwError } from 'rxjs';
 import { switchMap, catchError, map } from 'rxjs/operators';
+import { ExperimentSpec } from '@submarine/interfaces/experiment-spec';
 
 @Injectable({
   providedIn: 'root'
@@ -58,7 +59,7 @@ export class ExperimentService {
     );
   }
 
-  createExperiment(experimentSpec): Observable<ExperimentInfo> {
+  createExperiment(experimentSpec: ExperimentSpec): Observable<ExperimentInfo> 
{
     const apiUrl = this.baseApi.getRestApi('/v1/experiment');
     return this.httpClient.post<Rest<ExperimentInfo>>(apiUrl, 
experimentSpec).pipe(
       map((res) => res.result), // return result directly if succeeding
@@ -82,21 +83,32 @@ export class ExperimentService {
     );
   }
 
-  editExperiment(experimentSpec): Observable<ExperimentInfo> {
-    const apiUrl = this.baseApi.getRestApi('/v1/experiment');
+  updateExperiment(id: string, experimentSpec: ExperimentSpec): 
Observable<ExperimentInfo> {
+    const apiUrl = this.baseApi.getRestApi(`/v1/experiment/${id}`);
     return this.httpClient.patch<Rest<ExperimentInfo>>(apiUrl, 
experimentSpec).pipe(
-      switchMap((res) => {
-        if (res.success) {
-          return of(res.result);
+      map((res) => res.result),
+      catchError((e) => {
+        console.log(e);
+        let message: string;
+        if (e.error instanceof ErrorEvent) {
+          // client side error
+          message = 'Something went wrong with network or workbench';
         } else {
-          throw this.baseApi.createRequestError(res.message, res.code, apiUrl, 
'patch', experimentSpec);
+          if (e.status === 409) {
+            message = 'You might have a duplicate experiment name';
+          } else if (e.status >= 500) {
+            message = `${e.message}`;
+          } else {
+            message = e.error.message;
+          }
         }
+        return throwError(message);
       })
     );
   }
 
   deleteExperiment(id: string): Observable<ExperimentInfo> {
-    const apiUrl = this.baseApi.getRestApi('/v1/experiment/' + id);
+    const apiUrl = this.baseApi.getRestApi(`/v1/experiment/${id}`);
     return this.httpClient.delete<Rest<any>>(apiUrl).pipe(
       switchMap((res) => {
         if (res.success) {
diff --git 
a/submarine-workbench/workbench-web-ng/src/app/services/experiment.validator.service.ts
 
b/submarine-workbench/workbench-web-ng/src/app/services/experiment.validator.service.ts
index 923e98b..df09c9c 100644
--- 
a/submarine-workbench/workbench-web-ng/src/app/services/experiment.validator.service.ts
+++ 
b/submarine-workbench/workbench-web-ng/src/app/services/experiment.validator.service.ts
@@ -32,9 +32,7 @@ export class ExperimentFormService {
   envValidator: ValidatorFn = (envGroup: FormGroup): ValidationErrors | null 
=> {
     const key = envGroup.get('key');
     const keyValue = envGroup.get('value');
-    return (key.value && keyValue.value) || (!key.value && !keyValue.value)
-      ? null
-      : { envMissing: 'Missing key or value' };
+    return !(key.invalid || keyValue.invalid) ? null : { envMissing: 'Missing 
key or value' };
   };
 
   specValidator: ValidatorFn = (specGroup: FormGroup): ValidationErrors | null 
=> {
@@ -44,22 +42,21 @@ export class ExperimentFormService {
     const memory = specGroup.get('memory');
 
     const allValid = !(name.invalid || replicas.invalid || cpus.invalid || 
memory.invalid);
-    const exists =
-      (name.value && replicas.value && cpus.value && memory.value) ||
-      !(name.value || replicas.value || cpus.value || memory.value);
-    return allValid && exists ? null : { specError: 'Invalid or missing input' 
};
+    return allValid ? null : { specError: 'Invalid or missing input' };
   };
 
   /**
    * Validate memory input in Spec
    *
-   * @param memory - The memory field in Spec
+   * @param memory - The memory group in Spec, containing actual number and 
unit
    */
-  memoryValidator: ValidatorFn = (memory: FormControl): ValidationErrors | 
null => {
+  memoryValidator: ValidatorFn = (memoryGroup: FormGroup): ValidationErrors | 
null => {
     // Must match number + digit ex. 512M or empty
-    return !memory.value || /^\d+M$/.test(memory.value)
+    const memory = 
`${memoryGroup.get('num').value}${memoryGroup.get('unit').value}`;
+
+    return /^\d+[GM]$/.test(memory)
       ? null
-      : { memoryPatternError: 'Memory pattern must match number + M ex. 512M' 
};
+      : { memoryPatternError: 'Memory pattern must match number + (G or M) ex. 
512M' };
   };
 
   /**


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