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]
  </textarea>
  <div id="ui" class="block">
    <h2>Directed Acyclic Word Graph</h2>
    <p>A "directed acyclic graph" can also simply be called a tree. A "word tree" is used to find matches from the start of a word quickly. In this sense it's also referred to as a "finite state automaton", a machine that explores a finite set of possibilities. Its full name is a "deterministic acyclic finite state automaton", commonly abbreviated as DAFSA.</p>
    <p>In this tree, each letter that words have in common represents a node, which branches out to subsequential letters that are different. In the leaves, the position (or index) of the word in the list is stored, as well as the entire word.</p>
    <p>Another term for the kind of structure that is used here is <i>trie</i>,  or prefix tree. This term is more accurate, because each leaf in the tree is a separate entry, that contains the index of the word in the list. A DAFSA contains no duplicate nodes, so it won't allow for this metadata to be added, and actually can't be serialized as JSON, in contrast to our example. To conclude, a trie often forms the basis for (immutable) data structures, such as the <a href="https://github.com/wshager/js-persistent-vector" target="_blank">persistent vector</a> and the <a href="https://github.com/wshager/ohamt" target="_blank">hash-array mapped trie</a>.
    <p>
    <button id="gen">>> Generate >></button> <span id="gen-feedback"/>
    </p>
<p>Hit "Generate" to view the entire tree in the panel on the right.</p>
    <p>
    <button id="verify">Verify</button> <span id="verify-feedback"/>
    </p>
<p>
  Hit "Verify" to test if the positions found in the tree are correct.</p>
    <p>
      <datalist id="ac"></datalist>
      <label for="lookup">Lookup</label><input id="lookup" list="ac"></input> <span id="lookup-feedback"/>
    </p>
  <p>
Enter text in "Lookup" to find a (partial) match. In the dropdown a list of (max. 10) matches is displayed. In the panel on the right, an array is displayed, holding the current selection in the tree, and the path traversed so far.</p>
  </div>
  <textarea id="out" class="block">
  </textarea>
  </div>
</body>
              
            
!

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	color: inherit;
	vertical-align: middle;
  border-radius:.2rem;
  outline: none;
  color:hsl(60,80%,90%);
  background:hsl(40,30%,40%);
}

#out {
  
}
              
            
!

JS

              
                const $ = q => document.querySelector(q);

const empty = x => x === undefined || x === null;

var input, dawg;
function process(word,root,map,processed,key, c){
	if(c==word.length) return;
	let cp = word[c++];
	processed += cp;
	if(map[cp]) {
		return process(word,root, map[cp], processed, key, c);
	} else {
		if(map.constructor == Array){
			for(let i=0;i<map.length;i++){
				if(map[i][cp]) {
					return process(word,root, map[i][cp], processed, key, c);
				}
			}
		}
		map = root;
		var len = processed.length;
		c = 0;
		do {
			let cp = processed[c++];
			if(map[cp]) {
				var newmap = {};
				let entry = map[cp];
				if(Array.isArray(entry)){
					map[cp].push(newmap);
				} else {
					map[cp] = [entry,newmap];
				}
				newmap.parent = map[cp];
				map = newmap;
			} else {
				while(map.parent) {
					var found = false;
					var oldmap = map;
					for(var i=0;i<map.parent.length;i++){
						if(map.parent[i][cp] !== undefined){
							let newmap = {};
							if(map.parent[i][cp].constructor == Array){
								map.parent[i][cp].push(newmap);
							} else {
								map.parent[i][cp] = [map.parent[i][cp],newmap];
							}
							newmap.parent = map.parent[i][cp];
							map = newmap;
							found = true;
							break;
						}
					}
					delete oldmap.parent;
					if(found) cp = processed[c++];
					if(!found) break;
				}
				map[cp] = {_k:word,_v:parseInt(key)};
			}
		} while(c<len);
	}
}

function createDawg(input,order) {
  var root = {};
	if(!order) {
		order = function(a,b){
			return input[a].localeCompare(input[b]);
		};
	}
	Object.keys(input).sort(order).forEach(function(k){   process(input[k],root,root,"",k,0);
	});
	const stripObj = x => {
		if("_k" in x) return x;
		for(var k in x) {
			x[k] = strip(x[k]);
		}
		return x;
	};
	const strip = x =>
		x instanceof Array ?
			x.filter(entry => Object.keys(entry).length).map(strip) :
			typeof x == "object" ? stripObj(x) : x;
	return strip(root);
}

function traverse(tmp,word,eow = false){
	var b ="";
	var ret = tmp[0], path = tmp[1] || [];
	let i = 0,c,l=word.length;
	for(; i<l; i++){
		c = word[i];
		b+=c;
		tmp = find(ret,c,b,path,i);
		ret = tmp[0];
		path = tmp[1];
		if(!ret) return;
	}
  i--;
  const plen = path.length;
  if(Array.isArray(ret)){
    const len = ret.length;
    if(!len && !plen) return;
    if(!plen && eow) {
      if(ret[0]._k === word) return ret[0]._v;
    }
  } else {
    if("_v" in ret && !plen && eow) {
      if(ret._k === word) return ret._v;
    }
  }
  if(eow && plen) {
    for(let j = path.length - 1; j >= 0; --j) {
      if(path[j]._k === word) return path[j]._v;
    }
  }
	return [ret,path];
}

function filter(path,cp,pos){
	while(path.length && path[0]._k[pos] != cp) path.shift();
	return path;
}
function find(entry,cp,word,path,pos){
	if(Array.isArray(entry)){
		let len = entry.length;
		for(var i = 0; i < len; i++){
			let a = entry[i];
      if("_v" in a) {
				if(a._k[pos] == cp){
            path.push(a);
				}
			} else {
				if(a[cp] !== undefined) {
          return [a[cp],filter(path,cp,pos)];
				}
			}
		}
    return [filter(path,cp,pos),[]];
	} else if(!("_v" in entry)){
		return [entry[cp],filter(path,cp,pos)];
	} else {
		if(entry._k[pos] === cp) {
			return [entry,filter(path,cp,pos)];
		}
		return [filter(path,cp,pos),[]];
	}
}

function generate() {
  var t = performance.now();
  input = JSON.parse($("#in").value);
  dawg = createDawg(input);
  $("#out").value = JSON.stringify(dawg,null,4);
  var e = performance.now();
  $("#gen-feedback").textContent = `Took ${e-t} ms`;
}


function verify(){
  if(!dawg) {
    input = JSON.parse($("#in").value);
    dawg = createDawg(input);
  }
  var failed = false;
  var out = [];

  var t = performance.now();
  for(let i=0,len=input.length;i<len;i++){
    let ret = traverse([dawg],input[i],true);
    if(ret+'' !== i+'') {
      failed = true;
      console.log(ret,i,input[i]);
      break;
    }
  }
  var e = performance.now();

  if(!failed) {
    $("#verify-feedback").textContent = `Took ${e-t} ms`;
  } else {
    $("#verify-feedback").textContent = 'Verification failed!';
  }
}

function lookup(w) {
  if(!dawg) {
    input = JSON.parse($("#in").value);
    dawg = createDawg(input);
  }
  var t = performance.now();
  let ret = w.length ? traverse([dawg],w) : null;
  var e = performance.now();
  $("#out").value = !empty(ret) ? JSON.stringify(ret,null,4) : '';
  const autocomplete = a => {
    if(!empty(a)) {
      const [ret,path] = a;
      a = [path,ret];
      const recurse = (a,out = []) => {
        if(out.length >= 10) return out;
        a.forEach(x => {
          if(Array.isArray(x)) {
            recurse(x,out);
          } else if("_k" in x) {
            out.push(x);
          } else {
            recurse(Array.from(Object.values(x)),out);
          }
        });
        return out;
      }
      return recurse(a);
    }
    return [];
  }
  const list = $("#ac");
  list.innerHTML = "";
  autocomplete(ret).forEach(item => {
    var option = document.createElement('option');
    option.value = item._k;
    list.appendChild(option);
  });
  $("#lookup-feedback").textContent = !empty(ret) ? `Took ${e-t} ms` : '';
}

$("#gen").addEventListener("click",() => {
  generate();
});

$("#verify").addEventListener("click",() => {
  verify();
});

$("#lookup").addEventListener("input",(evt) => {
  lookup(evt.target.value);
});
              
            
!
999px

Console