docs/feature_importance.ipynb

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    "# Feature Importance Documentation\n",
    "\n",
    "This IPython notebook contains documentation on how to use the feature importance tooling in ml-compiler-opt to analyze to a reasonable degree of certainty what features are contributing heavily to the output of a model and what features are not.\n",
    "\n",
    "Start off by importing the necessary modules, primarily the `feature_importance_graphs` module. This module contains all the functionality to import explanation data and turn it into graphs that allow for analysis."
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    "import sys\n",
    "\n",
    "sys.path.append('../')\n",
    "\n",
    "import compiler_opt.tools.feature_importance_graphs as figraphs"
   ]
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    "Now, we need to make sure that we actually have some data to visualize. Processing the data is done with a separate script, `compiler_opt/tools/feature_importance.py`. Running this script for the regalloc case might look something like this:\n",
    "```bash\n",
    "PYTHONPATH=$PYTHONPATH:. python3 compiler_opt/tools/feature_importance.py \\\n",
    "    --gin_files=compiler_opt/rl/regalloc/gin_configs/common.gin \\\n",
    "    --gin_bindings=config_registry.get_configuration.implementation=@configs.RegallocEvictionConfig \\\n",
    "    --data_path=/default_trace \\\n",
    "    --model_path=/warmstart/saved_policy \\\n",
    "    --num_examples=5 \\\n",
    "    --output_file=./explanation_data.json\n",
    "```\n",
    "This assumes that you have a trace ready at `/default_trace`. Refer to the demo/documentation in `compiler_opt/tools/generate_default_trace.py` on how to do that. You can also change the `num_examples` flag to change the number of examples that get turned into explanations. The higher the number the better results you will see when looking at overall trends in the model but also the more compute time will be used when running this script. The script is currently quite slow, especially in the regalloc case, due to a lack of multithreading.\n",
    "\n",
    "The script also expects the path to a tensorflow saved model specified with `--model_path`. This needs to be the path to the directory of the saved model rather than a specific file. For example, if explaining a warmstart model saved to `/path/to/warmstart`, the path that you'd pass in here would be `/path/to/warmstart/saved_policy`.\n",
    "\n",
    "To run explanations for a different problem such as the inliner for size, change the `gin_files` flag and the `gin_bindings` flag to their corresponding values for the inliner and make sure that the trace you are using is for the inliner.\n",
    "\n",
    "**NOTE:** Make sure that you are running this script in the root of the repository or otherwise the path in the next step will be incorrect. You can run it outside of the root of the repository if you are comfortable changing the path below.\n",
    "\n",
    "Now, we need to load the shap values generated by the script into the IPython notebook. Everything is saved in a human readable JSON format, and can easily be imported using the `load_shap_values` function from the `feature_importance_graphs` module. This function returns a python object containing all the data necessary to generate graphs from the data generated using the `feature_importance.py` script."
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   "source": [
    "shap_data = figraphs.load_shap_values('../explanation_data.json')"
   ]
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    "Next, we need to make sure to initialize some JS code so that the graphs will render properly and have interactive features available. The function in the `shap` library that does this is wrapped by the `init_shap_for_notebook` function in the `feature_importance_graphs` module."
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p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var h=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";f=(0,y.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]}),f.unshift([\"model output value\",h]);var d=this.ylabel.selectAll(\"option\").data(f);d.enter().append(\"option\").merge(d).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),d.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var 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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 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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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    "Now, we can create our first graph. Let's start off by looking at a force plot of an individual example. This is handled by the `graph_individual_example` function which takes in the data that we loaded above and an index of an example to generate a plot for.\n",
    "\n",
    "The generated plot shows the contribution of each feature to the overall model output. In addition to the contribution of specific features to the model output, the actual value of the feature is shown in some cases. This is the case for the -Oz for size inliner model, but the regalloc eviction case, the actual feature values are not present. This is due to the fact that we're summing the shap values along all of the LRs to get per feature shap values rather than per feature per LR shap values. Summing the actual model features along the same axis would produce results that are essentially meaningless and thus everything is set to zero instead."
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       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
       "</div></div>\n",
       " <script>\n",
       "   if (window.SHAP) SHAP.ReactDom.render(\n",
       "    SHAP.React.createElement(SHAP.AdditiveForceVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 0.0, \"outValue\": 14.0, \"link\": \"identity\", \"featureNames\": [\"end_bb_freq_by_max\", \"hint_weights_by_max\", \"hottest_bb_freq_by_max\", \"is_free\", \"is_hint\", \"is_local\", \"liverange_size\", \"mask\", \"max_stage\", \"min_stage\", \"nr_broken_hints\", \"nr_defs_and_uses\", \"nr_rematerializable\", \"nr_urgent\", \"progress\", \"start_bb_freq_by_max\", \"use_def_density\", \"weighed_indvars_by_max\", \"weighed_read_writes_by_max\", \"weighed_reads_by_max\", \"weighed_writes_by_max\", \"step_type\", \"reward\", \"discount\"], \"features\": {\"0\": {\"effect\": -0.6515109111948476, \"value\": 0.0}, \"1\": {\"effect\": -1.306358359639006, \"value\": 0.0}, \"2\": {\"effect\": 0.3881988784280601, \"value\": 0.0}, \"6\": {\"effect\": 1.227127968706906, \"value\": 0.0}, \"7\": {\"effect\": 19.846415063817876, \"value\": 0.0}, \"8\": {\"effect\": -0.8762729706270553, \"value\": 0.0}, \"9\": {\"effect\": 0.246825432919616, \"value\": 0.0}, \"11\": {\"effect\": 0.5582325641832826, \"value\": 0.0}, \"15\": {\"effect\": -0.03023503298930086, \"value\": 0.0}, \"16\": {\"effect\": -5.02803353998187, \"value\": 0.0}, \"18\": {\"effect\": 0.46342490939279646, \"value\": 0.0}, \"19\": {\"effect\": 0.1027138857074128, \"value\": 0.0}, \"20\": {\"effect\": -0.4838253918408908, \"value\": 0.0}, \"23\": {\"effect\": -0.45670249688297915, \"value\": 0.0}}, \"plot_cmap\": \"RdBu\", \"labelMargin\": 20}),\n",
       "    document.getElementById('i7BC0IQHL4GMCNV6548EI')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<shap.plots._force.AdditiveForceVisualizer at 0x7f2518b2de50>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figraphs.graph_individual_example(shap_data, index=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While force plots of individual examples can provide some insight, much better conclusions can be drawn from looking at many examples or even an entire dataset. This is what the `graph_summary_plot` function does. It takes in all of the data generated by the `feature_importance.py` script and puts it into a single plot. The horizontal axis represents the contribution of that feature to the overall output of the model with different dots representing individual examples. The color of the dot represents the actual value of that feature, but the same disclaimer in terms of the regalloc case not having actual feature data available applies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x950 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figraphs.graph_summary_plot(shap_data)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a"
  },
  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}