diff --git a/demo/gpu_acceleration/shap.ipynb b/demo/gpu_acceleration/shap.ipynb
index bab66c9092cc..660945d6d42b 100644
--- a/demo/gpu_acceleration/shap.ipynb
+++ b/demo/gpu_acceleration/shap.ipynb
@@ -101,9 +101,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Wall time: 47.5 s\n"
+     ]
+    }
+   ],
    "source": [
     "%%time\n",
     "# Compute shap interaction values using GPU\n",
@@ -112,9 +120,93 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
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n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
+       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- 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r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof 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v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof 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+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Setting feature_perturbation = \"tree_path_dependent\" because no background data was given.\n"
+     ]
+    },
+    {
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+       " <script>\n",
+       "   if (window.SHAP) SHAP.ReactDom.render(\n",
+       "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"model output value\"], \"baseValue\": 2.068479061126709, \"outValue\": 4.489253997802734, \"link\": \"identity\", \"featureNames\": [\"MedInc\", \"HouseAge\", \"AveRooms\", \"AveBedrms\", \"Population\", \"AveOccup\", \"Latitude\", \"Longitude\"], \"features\": {\"0\": {\"effect\": 2.034693956375122, \"value\": 8.3252}, \"1\": {\"effect\": 0.15325868129730225, \"value\": 41.0}, \"2\": {\"effect\": 0.09784924238920212, \"value\": 6.984126984126984}, \"3\": {\"effect\": 0.013130114413797855, \"value\": 1.0238095238095237}, \"4\": {\"effect\": 0.017103448510169983, \"value\": 322.0}, \"5\": {\"effect\": 0.060437291860580444, \"value\": 2.5555555555555554}, \"6\": {\"effect\": -0.30786556005477905, \"value\": 37.88}, \"7\": {\"effect\": 0.35216787457466125, \"value\": -122.23}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
+       "    document.getElementById('i6RMLZTIKDZAMPTAA0UIM')\n",
+       "  );\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "<shap.plots.force.AdditiveForceVisualizer at 0x1f701f5be10>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "# We can use the shap package\n",
     "import shap\n",
@@ -137,9 +229,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x338.4 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Show a summary of feature importance\n",
     "shap.summary_plot(shap_values, X, plot_type=\"bar\", feature_names=data.feature_names)"
diff --git a/src/predictor/gpu_predictor.cu b/src/predictor/gpu_predictor.cu
index d8c3e5c065df..69e10a162034 100644
--- a/src/predictor/gpu_predictor.cu
+++ b/src/predictor/gpu_predictor.cu
@@ -671,17 +671,6 @@ class GPUPredictor : public xgboost::Predictor {
                     model.learner_model_param->num_output_group);
     out_contribs->Fill(0.0f);
     auto phis = out_contribs->DeviceSpan();
-    p_fmat->Info().base_margin_.SetDevice(generic_param_->gpu_id);
-    const auto margin = p_fmat->Info().base_margin_.ConstDeviceSpan();
-    float base_score = model.learner_model_param->base_score;
-    // Add the base margin term to last column
-    dh::LaunchN(
-        generic_param_->gpu_id,
-        p_fmat->Info().num_row_ * model.learner_model_param->num_output_group,
-        [=] __device__(size_t idx) {
-          phis[(idx + 1) * contributions_columns - 1] =
-              margin.empty() ? base_score : margin[idx];
-        });
 
     dh::device_vector<gpu_treeshap::PathElement> device_paths;
     ExtractPaths(&device_paths, model, real_ntree_limit,
@@ -695,6 +684,17 @@ class GPUPredictor : public xgboost::Predictor {
           X, device_paths.begin(), device_paths.end(), ngroup,
           phis.data() + batch.base_rowid * contributions_columns, phis.size());
     }
+    // Add the base margin term to last column
+    p_fmat->Info().base_margin_.SetDevice(generic_param_->gpu_id);
+    const auto margin = p_fmat->Info().base_margin_.ConstDeviceSpan();
+    float base_score = model.learner_model_param->base_score;
+    dh::LaunchN(
+        generic_param_->gpu_id,
+        p_fmat->Info().num_row_ * model.learner_model_param->num_output_group,
+        [=] __device__(size_t idx) {
+          phis[(idx + 1) * contributions_columns - 1] +=
+              margin.empty() ? base_score : margin[idx];
+        });
   }
 
   void PredictInteractionContributions(DMatrix* p_fmat,
@@ -726,10 +726,23 @@ class GPUPredictor : public xgboost::Predictor {
                          model.learner_model_param->num_output_group);
     out_contribs->Fill(0.0f);
     auto phis = out_contribs->DeviceSpan();
+
+    dh::device_vector<gpu_treeshap::PathElement> device_paths;
+    ExtractPaths(&device_paths, model, real_ntree_limit,
+                 generic_param_->gpu_id);
+    for (auto& batch : p_fmat->GetBatches<SparsePage>()) {
+      batch.data.SetDevice(generic_param_->gpu_id);
+      batch.offset.SetDevice(generic_param_->gpu_id);
+      SparsePageView X(batch.data.DeviceSpan(), batch.offset.DeviceSpan(),
+                       model.learner_model_param->num_feature);
+      gpu_treeshap::GPUTreeShapInteractions(
+          X, device_paths.begin(), device_paths.end(), ngroup,
+          phis.data() + batch.base_rowid * contributions_columns, phis.size());
+    }
+    // Add the base margin term to last column
     p_fmat->Info().base_margin_.SetDevice(generic_param_->gpu_id);
     const auto margin = p_fmat->Info().base_margin_.ConstDeviceSpan();
     float base_score = model.learner_model_param->base_score;
-    // Add the base margin term to last column
     size_t n_features = model.learner_model_param->num_feature;
     dh::LaunchN(
         generic_param_->gpu_id,
@@ -738,22 +751,10 @@ class GPUPredictor : public xgboost::Predictor {
           size_t group = idx % ngroup;
           size_t row_idx = idx / ngroup;
           phis[gpu_treeshap::IndexPhiInteractions(
-              row_idx, ngroup, group, n_features, n_features, n_features)] =
+              row_idx, ngroup, group, n_features, n_features, n_features)] +=
               margin.empty() ? base_score : margin[idx];
         });
 
-    dh::device_vector<gpu_treeshap::PathElement> device_paths;
-    ExtractPaths(&device_paths, model, real_ntree_limit,
-                 generic_param_->gpu_id);
-    for (auto& batch : p_fmat->GetBatches<SparsePage>()) {
-      batch.data.SetDevice(generic_param_->gpu_id);
-      batch.offset.SetDevice(generic_param_->gpu_id);
-      SparsePageView X(batch.data.DeviceSpan(), batch.offset.DeviceSpan(),
-                       model.learner_model_param->num_feature);
-      gpu_treeshap::GPUTreeShapInteractions(
-          X, device_paths.begin(), device_paths.end(), ngroup,
-          phis.data() + batch.base_rowid * contributions_columns, phis.size());
-    }
   }
 
  protected: