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inspector.html
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<!DOCTYPE html>
<html lang="en">
<head>
<title>Inspector</title>
<meta charset="utf-8">
<link rel="stylesheet" type="text/css" href="lib/jk-js/lib/bootstrap/css/bootstrap.min.css">
<link rel="stylesheet" type="text/css" href="lib/font-awesome/css/font-awesome.min.css">
<script src="lib/jk-js/lib/d3/d3.min.js" charset="utf-8"></script>
<script src="lib/jk-js/jkjs/select.js" charset="utf-8"></script>
<script src="lib/jk-js/jkjs/path.js" charset="utf-8"></script>
<script src="lib/jk-js/jkjs/cell.js" charset="utf-8"></script>
<script src="lib/jk-js/jkjs/text.js" charset="utf-8"></script>
<script src="lib/jk-js/jkjs/util.js" charset="utf-8"></script>
<script src="js/pattern.js" charset="utf-8"></script>
<script src="js/compact.js" charset="utf-8"></script>
<script src="js/worker.js" charset="utf-8"></script>
<script src="js/list.js" charset="utf-8"></script>
<script src="js/sort.js" charset="utf-8"></script>
<script src="js/roc.js" charset="utf-8"></script>
<script src="js/net.js" charset="utf-8"></script>
<style>
.axis {
shape-rendering: crispEdges;
}
.x.axis, .y.axis {
stroke: black;
font-weight: 100;
}
.x.axis .minor, .y.axis .minor {
stroke-opacity: .5;
}
.x.axis path, .y.axis path {
display: none;
}
label {
font-weight: normal;
}
.clickable {
cursor: pointer;
}
.clickable:hover {
background-color: #eee;
}
.elem:hover {
background-color: #eee;
}
</style>
</head>
<body onload="start()">
<nav class="navbar navbar-default">
<div class="container-fluid">
<div class="collapse navbar-collapse" id="bs-example-navbar-collapse-1">
<ul class="nav navbar-nav">
<li><a href="index.html" id="nav_ov">Overview</a></li>
<li><a href="explainer.html" id="nav_ex">Explanation</a></li>
<li class="active"><a href="inspector.html" id="nav_in">Inspection</a></li>
</ul>
</div>
</div>
</nav>
<div style="display: flex;">
<div style="flex-grow: 0; width: 242px; height: calc(100vh - 72px); margin: 0; padding: 5px; display: flex; flex-direction: column;">
<div style="flex-grow: 0;" id="all_features"></div>
<div style="flex-grow: 0;">Row Order:</div>
<div style="flex-grow: 1; flex-shrink: 1; flex-basis: 90%; width: 100%; overflow-y: auto; overflow-x: hidden;" id="rsort"></div>
<div style="flex-grow: 0; margin-top: 5px;">Feature Order:</div>
<div style="flex-grow: 1; flex-shrink: 1; flex-basis: 30%; width: 100%; overflow-y: auto;" id="fsort"></div>
</div>
<div style="flex-grow: 0; width: calc(100vw - 242px); margin: 0; padding: 0;">
<div style="height: calc(100vh - 72px); overflow-x: auto; padding: 0; margin: 0; display: flex; flex-direction: column;">
<div id="expl_head" style="flex-grow: 0; padding: 0; margin: 0;"></div>
<div id="expl" style="flex-grow: 1; flex-shrink: 1;overflow-y: auto; overflow-x: hidden; padding: 0; margin: 0;"></div>
<div id="message" style="position: absolute; padding: 5px; margin-top: 5px;"></div>
</div>
</div>
</div>
<p id="status" style="position: fixed; left: 5px; bottom: 5px;"></p>
<script>
function start() {
var urlArgs = jkjs.util.getQueryStrings();
var COLOR_LEFT_DARK = "#2166ac";
var COLOR_LEFT = "#67a9cf";
var COLOR_LEFT_BRIGHT = "#d1e5f0";
var COLOR_MID = "white";
var COLOR_MID_ALT = "black";
var COLOR_RIGHT_DARK = "#b2182b";
var COLOR_RIGHT = "#ef8a62";
var COLOR_RIGHT_BRIGHT = "#fddbc7";
var COLOR_SEL = "khaki";
var COLOR_FIX = "forestgreen";
var COLOR_TMP = "lightgray";
var _fmt = d3.format(".3g");
var fmt = (v) => {
if(+v !== v) {
return "" + v;
}
if(Math.floor(v) === v) {
return "" + v;
}
if(v <= 0.1) {
var t = Math.round(v * 1000.0) / 1000.0;
if(t > 0) {
return (t + "000").substring(0, 5);
}
return "0.000";
}
return _fmt(v);
};
var net = new Net(d3.select("#status"));
var work = new quick_server.Worker();
work.status((req) => net.otherReq(req));
var token = new jkjs.Cell(urlArgs["token"] || "");
var read = false;
function savePage(cb) {
if(!read) {
cb();
return;
}
net.post("page_set", "explainer_page_put", {
"token": token.value,
"page": "compact",
"put": {
"rsorts": rSort.sorts(),
"fsorts": fSort.sorts(),
"expl": curExpl.value,
"all_features": allFeatures.value,
},
}, (data) => {
cb();
});
} // savePage
d3.select("#nav_ov").on("click", () => {
var e = d3.event;
savePage(() => {
window.open(net.url(d3.select("#nav_ov").attr("href"), {
"token": token.value,
}), "_self");
});
e.preventDefault();
e.stopPropagation();
});
d3.select("#nav_ex").on("click", () => {
var e = d3.event;
savePage(() => {
window.open(net.url(d3.select("#nav_ex").attr("href"), {
"token": token.value,
}), "_self");
});
e.preventDefault();
e.stopPropagation();
});
d3.select("#nav_in").on("click", () => {
var e = d3.event;
e.preventDefault();
e.stopPropagation();
});
// *** allFeatures ***
var allFeatures = new jkjs.Cell(false);
var afSel = new jkjs.Checkbox(d3.select("#all_features"), allFeatures, "Show all features:", false);
// *** rSorts ***
var rSortsFun = {};
function setRSorts() {
compactVis.rSorts(rSort.sorts().map((s) => [ s[0], s[1], s[2], rSortsFun[s[0]] ]));
} // setRSorts
var rSort = new Sort(d3.select("#rsort"), (s, ix) => { // onClick
if(rSort.moveUp(s[0])) {
rSort.toggleAsc(s[0]);
}
rSort.update();
setRSorts();
update();
}, (s) => { // onAscClick
rSort.toggleAsc(s[0]);
rSort.update();
setRSorts();
update();
});
// *** fSorts ***
var fSortsFun = {};
function setFSorts() {
compactVis.fSorts(fSort.sorts().map((s) => [ s[0], s[1], s[2], fSortsFun[s[0]] ]));
} // setFSorts
var fSort = new Sort(d3.select("#fsort"), (s, ix) => { // onClick
if(fSort.moveUp(s[0])) {
fSort.toggleAsc(s[0]);
}
fSort.update();
setFSorts();
update();
}, (s) => { // onAscClick
fSort.toggleAsc(s[0]);
fSort.update();
setFSorts();
update();
});
// *** vis ***
var size = 17;
var compactVis = new Compact(d3.select("#expl"), d3.select("#expl_head"), size, [ COLOR_FIX, COLOR_SEL, COLOR_LEFT, COLOR_RIGHT ], fmt);
compactVis.compact(true);
compactVis.onClick((rix, row, fix, f) => {
if(f["id"] === "_label") {
if(rSort.moveUp("pred")) {
rSort.toggleAsc("pred");
}
} else {
if(rSort.moveUp("feature_" + f["id"])) {
rSort.toggleAsc("feature_" + f["id"]);
}
}
rSort.update();
setRSorts();
update();
});
compactVis.onHover((rix, row, fix, f) =>
compactVis.highlight(rix, f && f["id"])
);
var curExpl = new jkjs.Cell([]);
curExpl.equalFunction((a, b) =>
a.length === b.length && a.every((v, ix) => v === b[ix])
);
function update() {
compactVis.update();
pushState();
} // update
net.get("roc", "explainer_roc_curve/?token=" + token.value, (data) => {
token.value = data["token"];
var explChg = null;
var afChg = null;
token.addChangeListener(() => {
var totalPoints = +data["total_points"];
var bestL = +data["best_l"];
var bestR = +data["best_r"];
if(Number.isNaN(bestL) || Number.isNaN(bestR)) {
throw {
"err": "cannot initialize model",
};
}
read = false;
net.post("page_get", "explainer_page_get/", {
"token": token.value,
"page": "compact",
}, (data) => {
var rsorts = data["rsorts"];
var fsorts = data["fsorts"];
if(data["expl"]) {
curExpl.value = data["expl"];
}
if(data["all_features"]) {
allFeatures.value = data["all_features"];
}
read = true;
if(explChg) {
curExpl.removeChangeListener(explChg);
}
if(afChg) {
allFeatures.removeChangeListener(afChg);
}
explChg = () => chooser(curExpl.value, bestL, bestR, totalPoints, rsorts, fsorts, allFeatures.value);
afChg = () => savePage(explChg);
curExpl.addChangeListener(explChg);
allFeatures.addChangeListener(afChg);
});
});
});
function chooser(expl, bestL, bestR, totalPoints, rsorts, fsorts, af) {
if(expl.length === 0) {
d3.select("#message").text("No explanation selected!");
return;
}
d3.select("#message").text("");
net.post("counts", "explainer_granular/", {
"token": token.value,
"l": bestL,
"r": bestR,
"expl": expl,
"partial": false,
"ignore_irrelevant_features": !af,
}, (data) => {
var importances = data["importances"];
var conf = {};
var rows = [];
var groups = data["groups"].map((d) => {
var rixs = [];
var stats = d["stats"];
Object.keys(stats).forEach((s) => {
if(stats[s] <= 0) return;
rixs.push(rows.length);
rows.push({
"count": +stats[s],
"label": s,
"features": {},
});
if(!(s in conf)) {
conf[s] = 0;
}
conf[s] += +stats[s];
});
return rixs;
});
var fs = data["features"].map((f) => {
var sum = 0;
var fname = f["feature"];
if(fname === "_label") {
fname = "label";
}
var inExpl = f["in_expl"];
f["groups"].forEach((gix) => {
groups[gix].forEach((rix) => {
rows[rix]["features"][fname] = true;
sum += rows[rix]["count"];
});
});
return {
"id": fname,
"text": fname,
"title": fname + (inExpl ? "*" : "") + " (" + fmt(sum) + ")",
"sum": sum,
"in_expl": inExpl,
"importance": importances[fname],
};
});
fs.sort((a, b) => d3.descending(a["sum"], b["sum"]));
rSortsFun = {
"count": (r) => r[0]["count"],
"pred": (r) => r[0]["label"][1] === "p" ? 1 : 0,
"label": (r) => r[0]["label"] === "tp" || r[0]["label"] === "fn" ? 1 : 0,
"correct": (r) => r[0]["label"][0] === "t" ? 1 : 0,
"features": (r) => r[1].reduce((p, f) =>
p + (f["id"] in r[0]["features"] ? "z" : "a")
, ""),
};
var rSorts = [
[ "features", "features" ],
[ "label", "ground truth" ],
[ "pred", "prediction" ],
[ "correct", "correctness" ],
[ "count", "count" ],
];
rSort.sorts(rSorts.map((c) => [ c[0], c[1], false ]));
if(rsorts) {
rSort.sorts(rsorts);
}
rSort.update();
setRSorts();
fSortsFun = {
"in_expl": (f) => f["in_expl"] ? 1 : 0,
"freq": (f) => f["sum"],
"name": (f) => f["text"],
"importance": (f) => f["importance"],
};
fSort.sorts([
[ "importance", "relative feature importance" ],
[ "in_expl", "explanation" ],
[ "freq", "frequency" ],
[ "name", "name" ],
].map((c) => [ c[0], c[1], c[0] === "name" ]));
if(fsorts) {
fSort.sorts(fsorts);
}
fSort.update();
setFSorts();
fs.unshift({
"id": "_label",
"text": "prediction",
"title": "prediction\n" + [
"tp", "fp", "fn", "tn",
].map(
(s) => s + ": " + fmt(conf[s])
).join("\n"),
"sum": 0,
"in_expl": false,
"importance": 0,
});
compactVis.clearSpecialColor();
var colorMap = {
"tp": COLOR_LEFT,
"fp": "url(#hedge_pattern_left)",
"fn": "url(#hedge_pattern_right)",
"tn": COLOR_RIGHT,
};
compactVis.addSpecialColor("_label", (rix, row, fix, f) =>
row["label"] in colorMap ? colorMap[row["label"]] : "purple"
);
compactVis.features(fs);
compactVis.rows(rows);
update();
});
} // chooser
function getState() {
var s = {
"token": token.value,
};
return s;
} // getState
function setState(state) {
prevState = state;
token.value = state["token"];
} // setState
var prevState = getState();
function pushState() {
savePage(() => {
var state = getState();
var same = Object.keys(state).length === Object.keys(prevState)
&& Object.keys(state).every((k) => k in prevState
&& prevState[k] === state[k]);
if(same) return;
prevState = state;
history.pushState(state, document.title,
net.url(jkjs.util.getOwnURL(), state));
});
} // pushState
window.onpopstate = (event) => event.state && setState(event.state);
} // start
</script>
</body>
</html>