diff --git a/tensorboard/components/tf_line_chart_data_loader/tf-line-chart-data-loader.html b/tensorboard/components/tf_line_chart_data_loader/tf-line-chart-data-loader.html
index 50db9bcded..99c5fd0515 100644
--- a/tensorboard/components/tf_line_chart_data_loader/tf-line-chart-data-loader.html
+++ b/tensorboard/components/tf_line_chart_data_loader/tf-line-chart-data-loader.html
@@ -91,6 +91,7 @@
       }
     </style>
   </template>
+  <script src="../vz-line-chart2/line-chart-exporter.js"></script>
   <script>
     (function() {
 
@@ -200,6 +201,11 @@
         cancelAnimationFrame(this._redrawRaf);
       },
 
+      exportAsSvgString() {
+        const exporter = this.$.chart.getExporter();
+        return exporter.exportAsString();
+      },
+
       resetDomain() {
         const chart = this.$.chart;
         chart.resetDomain();
diff --git a/tensorboard/components/vz_line_chart2/BUILD b/tensorboard/components/vz_line_chart2/BUILD
index ff4a68fdcb..14bbe305b1 100644
--- a/tensorboard/components/vz_line_chart2/BUILD
+++ b/tensorboard/components/vz_line_chart2/BUILD
@@ -8,6 +8,7 @@ licenses(["notice"])  # Apache 2.0
 tf_web_library(
     name = "vz_line_chart2",
     srcs = [
+        "line-chart-exporter.ts",
         "line-chart.ts",
         "panZoomDragLayer.html",
         "panZoomDragLayer.ts",
diff --git a/tensorboard/components/vz_line_chart2/line-chart-exporter.ts b/tensorboard/components/vz_line_chart2/line-chart-exporter.ts
new file mode 100644
index 0000000000..7fe4195626
--- /dev/null
+++ b/tensorboard/components/vz_line_chart2/line-chart-exporter.ts
@@ -0,0 +1,147 @@
+/* Copyright 2018 The TensorFlow Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+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.
+==============================================================================*/
+namespace vz_line_chart2 {
+
+enum NodeName {
+  GROUP = 'G',
+  DIV = 'DIV',
+  SVG = 'SVG',
+  TEXT = 'TEXT',
+}
+
+export class PlottableExporter {
+  private root: Element;
+  private uniqueId: number = 0;
+
+  constructor(rootEl: Element) {
+    this.root = rootEl;
+  }
+
+  public exportAsString(): string {
+    const convertedNodes = this.convert(this.root);
+    if (!convertedNodes) return '';
+    const svg = this.createRootSvg();
+    svg.appendChild(convertedNodes);
+    return svg.outerHTML;
+  }
+
+  private createUniqueId(prefix: string): string {
+    return `${prefix}_${this.uniqueId++}`;
+  }
+
+  private getSize(): DOMRect | ClientRect {
+    return this.root.getBoundingClientRect();
+  }
+
+  private createRootSvg(): Element {
+    const svg = document.createElement('svg');
+    const rect = this.getSize();
+
+    // case on `viewBox` is sensitive.
+    svg.setAttributeNS('svg', 'viewBox', `0 0 ${rect.width} ${rect.height}`);
+    svg.setAttribute('xmlns', 'http://www.w3.org/2000/svg');
+    return svg;
+  }
+
+  private convert(node: Node): Node | null {
+    let newNode = null;
+    const nodeName = node.nodeName.toUpperCase();
+    if (node.nodeType == Node.ELEMENT_NODE &&
+        (nodeName == NodeName.DIV || nodeName == NodeName.SVG)) {
+      newNode = document.createElement(NodeName.GROUP);
+      const style = window.getComputedStyle(node as Element);
+      const left = parseInt(style.left, 10);
+      const top = parseInt(style.top, 10);
+      if (left || top) {
+        const clipId = this.createUniqueId('clip');
+        newNode.setAttribute('transform', `translate(${left}, ${top})`);
+        newNode.setAttribute('clip-path', `url(#${clipId})`);
+        const width = parseInt(style.width, 10);
+        const height = parseInt(style.height, 10);
+        const rect = document.createElement('rect');
+        rect.setAttribute('width', String(width));
+        rect.setAttribute('height', String(height));
+        const clipPath = document.createElementNS('svg', 'clipPath');
+        clipPath.id = clipId;
+        clipPath.appendChild(rect);
+        newNode.appendChild(clipPath);
+      }
+    } else {
+      newNode = node.cloneNode();
+    }
+    Array.from(node.childNodes)
+        .map(node => this.convert(node))
+        .filter(Boolean)
+        .forEach(el => newNode.appendChild(el));
+
+    // Remove empty grouping. They add too much noise.
+    const shouldOmit = (
+          newNode.nodeName.toUpperCase() == NodeName.GROUP &&
+          !newNode.hasChildNodes()
+        ) || this.shouldOmitNode(node);
+
+    if (shouldOmit) return null;
+    return this.stripClass(this.transferStyle(node, newNode));
+  }
+
+  private stripClass(node: Node): Node {
+    if (node.nodeType == Node.ELEMENT_NODE) {
+      (node as Element).removeAttribute('class');
+    }
+    return node;
+  }
+
+  private transferStyle(origNode: Node, node: Node): Node {
+    if (node.nodeType != Node.ELEMENT_NODE) return node;
+    const el = node as HTMLElement;
+    const nodeName = node.nodeName.toUpperCase();
+    const style = window.getComputedStyle(origNode as HTMLElement);
+
+    if (nodeName == NodeName.TEXT) {
+      Object.assign(el.style, {
+        fontFamily: style.fontFamily,
+        fontSize: style.fontSize,
+        fontWeight: style.fontWeight,
+      });
+    }
+
+    if (nodeName != NodeName.GROUP) {
+      el.setAttribute('fill', style.fill);
+      el.setAttribute('stroke', style.stroke);
+      el.setAttribute('stroke-width', style.strokeWidth);
+    }
+
+    if (style.opacity != '1') el.setAttribute('opacity', style.opacity);
+
+    return node;
+  }
+
+  protected shouldOmitNode(node: Node): boolean {
+    return false;
+  }
+}
+
+export class LineChartExporter extends PlottableExporter {
+  shouldOmitNode(node: Node): boolean {
+    // Scatter plot is useful for tooltip. Tooltip is meaningless in the
+    // exported svg.
+    if (node.nodeType == Node.ELEMENT_NODE) {
+      return (node as Element).classList.contains('scatter-plot');
+    }
+    return false;
+  }
+}
+
+}
diff --git a/tensorboard/components/vz_line_chart2/vz-line-chart2.ts b/tensorboard/components/vz_line_chart2/vz-line-chart2.ts
index d9dc40544a..5e9f2243e6 100644
--- a/tensorboard/components/vz_line_chart2/vz-line-chart2.ts
+++ b/tensorboard/components/vz_line_chart2/vz-line-chart2.ts
@@ -460,6 +460,10 @@ Polymer({
     this._chart.setTooltipSortingMethod(this.tooltipSortingMethod);
   },
 
+  getExporter() {
+    return new LineChartExporter(this.$.chartdiv);
+  },
+
 });
 
 }  // namespace vz_line_chart2
diff --git a/tensorboard/plugins/scalar/tf_scalar_dashboard/BUILD b/tensorboard/plugins/scalar/tf_scalar_dashboard/BUILD
index 948056d865..e8b2ffd1c9 100644
--- a/tensorboard/plugins/scalar/tf_scalar_dashboard/BUILD
+++ b/tensorboard/plugins/scalar/tf_scalar_dashboard/BUILD
@@ -37,6 +37,8 @@ tf_web_library(
         "@org_polymer_paper_icon_button",
         "@org_polymer_paper_input",
         "@org_polymer_paper_item",
+        "@org_polymer_paper_listbox",
+        "@org_polymer_paper_menu_button",
         "@org_polymer_paper_menu",
         "@org_polymer_paper_slider",
         "@org_polymer_paper_styles",
diff --git a/tensorboard/plugins/scalar/tf_scalar_dashboard/tf-scalar-card.html b/tensorboard/plugins/scalar/tf_scalar_dashboard/tf-scalar-card.html
index 3e993a4c8b..6fb3f2a47d 100644
--- a/tensorboard/plugins/scalar/tf_scalar_dashboard/tf-scalar-card.html
+++ b/tensorboard/plugins/scalar/tf_scalar_dashboard/tf-scalar-card.html
@@ -15,9 +15,11 @@
 limitations under the License.
 -->
 
-<link rel="import" href="../paper-item/paper-item.html">
 <link rel="import" href="../paper-dropdown-menu/paper-dropdown-menu.html">
 <link rel="import" href="../paper-icon-button/paper-icon-button.html">
+<link rel="import" href="../paper-item/paper-item.html">
+<link rel="import" href="../paper-listbox/paper-listbox.html">
+<link rel="import" href="../paper-menu-button/paper-menu-button.html">
 <link rel="import" href="../paper-menu/paper-menu.html">
 <link rel="import" href="../polymer/polymer.html">
 <link rel="import" href="../tf-backend/tf-backend.html">
@@ -75,6 +77,22 @@
       on-tap="_resetDomain"
       title="Fit domain to data"
     ></paper-icon-button>
+    <template is="dom-if" if="[[showDownloadLinks]]">
+      <paper-menu-button on-paper-dropdown-open="_updateDownloadLink">
+        <paper-icon-button
+          class="dropdown-trigger"
+          slot="dropdown-trigger"
+          icon="file-download"
+        ></paper-icon-button>
+        <paper-listbox class="dropdown-content" slot="dropdown-content">
+          <paper-item>
+            <a id="svgLink" download="[[tag]].svg">
+              Download Current Graph as SVG
+            </a>
+          </paper-item>
+        </paper-listbox>
+      </paper-menu-button>
+    </template>
     <span style="flex-grow: 1"></span>
     <template is="dom-if" if="[[showDownloadLinks]]">
       <div class="download-links">
@@ -148,8 +166,8 @@
     }
 
     .download-links a {
-      font-size: 10px;
       align-self: center;
+      font-size: 10px;
       margin: 2px;
     }
 
@@ -162,6 +180,15 @@
         font-size: 10px;
       }
     }
+
+    paper-menu-button {
+      padding: 0;
+    }
+    paper-item a {
+      color: inherit;
+      text-decoration: none;
+      white-space: nowrap;
+    }
   </style>
 </template>
 <script>
@@ -274,6 +301,10 @@
           chart.resetDomain();
         }
       },
+      _updateDownloadLink() {
+        const svgStr = this.$$('tf-line-chart-data-loader').exportAsSvgString();
+        this.$$('#svgLink').href = `data:image/svg+xml,${svgStr}`;
+      },
       _csvUrl(tag, run) {
         return tf_backend.addParams(
             this.getDataLoadUrl({tag, run}),