diff --git a/__tests__/integration/snapshots/static/AutoMark.png b/__tests__/integration/snapshots/static/AutoMark.png
new file mode 100644
index 0000000000..ada457939f
Binary files /dev/null and b/__tests__/integration/snapshots/static/AutoMark.png differ
diff --git a/__tests__/plots/static/auto-mark.ts b/__tests__/plots/static/auto-mark.ts
new file mode 100644
index 0000000000..bfffa50073
--- /dev/null
+++ b/__tests__/plots/static/auto-mark.ts
@@ -0,0 +1,12 @@
+import { G2Spec } from '../../../src';
+import { Auto } from '../../../src/mark/auto';
+
+export function AutoMark(): G2Spec {
+  return {
+    type: Auto,
+    data: {
+      type: 'fetch',
+      value: 'data/alphabet.csv',
+    },
+  };
+}
diff --git a/__tests__/plots/static/index.ts b/__tests__/plots/static/index.ts
index 5a996f5d3c..0c7d856a79 100644
--- a/__tests__/plots/static/index.ts
+++ b/__tests__/plots/static/index.ts
@@ -237,6 +237,7 @@ export { aaplIntervalDateEncodeX } from './aapl-interval-date-encode-x';
 export { athletesRectBinLegendStyle } from './athletes-rect-bin-legend-style';
 export { HeatmapHeatmapBasic } from './heatmap-heatmap-basic';
 export { DiamondHeatmapDensity } from './diamond-heatmap-density';
+export { AutoMark } from './auto-mark';
 export { basicLineNullLabel } from './basic-line-null-label';
 export { alphabetIntervalViewStyle } from './alphabet-interval-view-style';
 export { vennBasic } from './venn-basic';
diff --git a/__tests__/unit/lib/auto.spec.ts b/__tests__/unit/lib/auto.spec.ts
new file mode 100644
index 0000000000..4b9360344d
--- /dev/null
+++ b/__tests__/unit/lib/auto.spec.ts
@@ -0,0 +1,10 @@
+import { autolib } from '../../../src/lib';
+import { Auto } from '../../../src/mark';
+
+describe('autolib', () => {
+  it('autolib() should returns expected autolib components.', () => {
+    expect(autolib()).toEqual({
+      'mark.auto': Auto,
+    });
+  });
+});
diff --git a/__tests__/unit/lib/std.spec.ts b/__tests__/unit/lib/std.spec.ts
index 4d91192fe2..e05e7c6d3f 100644
--- a/__tests__/unit/lib/std.spec.ts
+++ b/__tests__/unit/lib/std.spec.ts
@@ -42,6 +42,7 @@ import {
   Density as DensityGeometry,
   Heatmap,
   Liquid,
+  Auto,
 } from '../../../src/mark';
 import { Category10, Category20 } from '../../../src/palette';
 import {
diff --git a/bundle/g2.std.ts b/bundle/g2.std.ts
index e5542a8d9d..afdcbe034f 100644
--- a/bundle/g2.std.ts
+++ b/bundle/g2.std.ts
@@ -1,11 +1,4 @@
-import {
-  corelib,
-  plotlib,
-  graphlib,
-  geolib,
-  stdlib,
-  threedlib,
-} from '../src/lib';
+import { corelib, plotlib, graphlib, geolib, stdlib } from '../src/lib';
 import { extend, Runtime } from '../src/api';
 import { API, CompositionAPI } from '../src/api/extend';
 import { G2Spec } from '../src/spec';
diff --git a/package.json b/package.json
index 9525c4157e..b731d95648 100644
--- a/package.json
+++ b/package.json
@@ -34,7 +34,7 @@
     "test:unit": "node --expose-gc --max-old-space-size=4096 --unhandled-rejections=strict node_modules/jest/bin/jest __tests__/unit/ --coverage -i  --logHeapUsage",
     "test:integration": "node --expose-gc --max-old-space-size=4096 --unhandled-rejections=strict node_modules/jest/bin/jest __tests__/integration/ --coverage -i  --logHeapUsage",
     "preview": "vite preview",
-    "build:umd": "rimraf ./dist && rollup -c && npm run size",
+    "build:umd": "rimraf ./dist && node --expose-gc --max-old-space-size=4096 node_modules/rollup/dist/bin/rollup -c && npm run size",
     "build:cjs": "rimraf ./lib && tsc --module commonjs --outDir lib",
     "build:esm": "rimraf ./esm && tsc --module ESNext --outDir esm",
     "build": "run-p build:*",
@@ -56,6 +56,7 @@
     "animation"
   ],
   "dependencies": {
+    "@antv/ava": "^3.0.7",
     "@antv/coord": "^0.4.1",
     "@antv/event-emitter": "^0.1.3",
     "@antv/g": "^5.18.6",
@@ -90,7 +91,9 @@
     "@antv/g-webgl": "^1.9.8",
     "@commitlint/cli": "^11.0.0",
     "@commitlint/config-conventional": "^17.4.4",
+    "@optimize-lodash/rollup-plugin": "^4.0.3",
     "@rollup/plugin-commonjs": "^21.0.2",
+    "@rollup/plugin-json": "^6.0.0",
     "@rollup/plugin-node-resolve": "^15.2.1",
     "@rollup/plugin-terser": "^0.4.3",
     "@types/d3-array": "3.0.5",
diff --git a/rollup.config.js b/rollup.config.js
index b798a62435..0c808c3ec2 100644
--- a/rollup.config.js
+++ b/rollup.config.js
@@ -4,6 +4,8 @@ import terser from '@rollup/plugin-terser';
 import commonjs from '@rollup/plugin-commonjs';
 import resolve from '@rollup/plugin-node-resolve';
 import typescript from 'rollup-plugin-typescript2';
+import json from '@rollup/plugin-json';
+import { optimizeLodashImports } from '@optimize-lodash/rollup-plugin';
 
 const isBundleVis = !!process.env.BUNDLE_VIS;
 
@@ -21,7 +23,8 @@ export default [
     treeshake: {
       preset: 'smallest',
       // Set `src/exports` as a sideEffects file.
-      moduleSideEffects: (id, external) => id.includes('src/exports.ts') ? true : false,
+      moduleSideEffects: (id, external) =>
+        id.includes('src/exports.ts') ? true : false,
     },
     output: [
       {
@@ -39,8 +42,10 @@ export default [
       typescript({
         useTsconfigDeclarationDir: true,
       }),
+      optimizeLodashImports(),
+      json(),
       terser(),
     ],
     context: 'window', // Disable 'THIS_IS_UNDEFINED' warnings
-  }))
+  })),
 ];
diff --git a/src/lib/auto.ts b/src/lib/auto.ts
new file mode 100644
index 0000000000..db2638d806
--- /dev/null
+++ b/src/lib/auto.ts
@@ -0,0 +1,7 @@
+import { Auto } from '../mark/auto';
+
+export function autolib() {
+  return {
+    'mark.auto': Auto,
+  } as const;
+}
diff --git a/src/lib/index.ts b/src/lib/index.ts
index e254b20b6c..4fab8408bc 100644
--- a/src/lib/index.ts
+++ b/src/lib/index.ts
@@ -5,3 +5,4 @@ export { plotlib } from './plot';
 export { threedlib } from './threed';
 export { stdlib } from './std';
 export { litelib } from './lite';
+export { autolib } from './auto';
diff --git a/src/mark/auto.ts b/src/mark/auto.ts
new file mode 100644
index 0000000000..2c4f5de93f
--- /dev/null
+++ b/src/mark/auto.ts
@@ -0,0 +1,22 @@
+import { Advisor } from '@antv/ava';
+import { deepMix } from '@antv/util';
+
+export const Auto = (options) => {
+  const chartAdvisor = new Advisor();
+  const {
+    data,
+    dataProps,
+    fields,
+    options: o,
+    colorOptions,
+    ...rest
+  } = options;
+  const results = chartAdvisor.advise({
+    data,
+    dataProps,
+    fields,
+    options: o,
+    colorOptions,
+  });
+  return deepMix({}, rest, results?.[0].spec);
+};
diff --git a/src/mark/index.ts b/src/mark/index.ts
index 8a47de62e8..8edfa5ae79 100644
--- a/src/mark/index.ts
+++ b/src/mark/index.ts
@@ -32,6 +32,7 @@ export { Gauge } from './gauge';
 export { Density } from './density';
 export { Heatmap } from './heatmap';
 export { Liquid } from './liquid';
+export { Auto } from './auto';
 
 export type { IntervalOptions } from './interval';
 export type { RectOptions } from './rect';
diff --git a/src/spec/mark.ts b/src/spec/mark.ts
index 1e5095afba..bc0118e96d 100644
--- a/src/spec/mark.ts
+++ b/src/spec/mark.ts
@@ -1,3 +1,4 @@
+import type { AdviseParams } from '@antv/ava';
 import { MarkComponent } from '../runtime';
 import { Encode } from './encode';
 import { Transform } from './transform';
@@ -18,6 +19,7 @@ import {
 import { Closeable, Literal2Object, Padding } from './utils';
 
 export type Mark =
+  | AutoMark
   | IntervalMark
   | RectMark
   | LineMark
@@ -51,6 +53,7 @@ export type Mark =
   | CompositeMark;
 
 export type MarkTypes =
+  | 'auto'
   | 'interval'
   | 'rect'
   | 'line'
@@ -391,3 +394,4 @@ export type HeatmapMark = BaseMark<'heatmap'>;
 export type LiquidMark = BaseMark<'liquid'>;
 
 export type CustomMark = BaseMark<MarkComponent, ChannelTypes>;
+export type AutoMark = BaseMark<'auto'> & AdviseParams;