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Original file line number | Diff line number | Diff line change |
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@@ -1,6 +1,8 @@ | ||
import { ModelCompilerError, ModelCompilerMessageContext, ModelCompilerMessages } from "./model-compiler-messages.js"; | ||
import { callbacks } from "./compiler-callbacks.js"; | ||
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import { TrieBuilder } from '@keymanapp/models-templates'; | ||
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// Supports LF or CRLF line terminators. | ||
const NEWLINE_SEPARATOR = /\u000d?\u000a/; | ||
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@@ -29,8 +31,11 @@ export function createTrieDataStructure(filenames: string[], searchTermToKey?: ( | |
let wordlist: WordList = {}; | ||
filenames.forEach(filename => parseWordListFromFilename(wordlist, filename)); | ||
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let trie = Trie.buildTrie(wordlist, searchTermToKey as Trie.SearchTermToKey); | ||
return JSON.stringify(trie); | ||
let trie = buildTrie(wordlist, searchTermToKey as SearchTermToKey); | ||
return JSON.stringify({ | ||
data: trie.compress(), | ||
totalWeight: trie.getTotalWeight() | ||
}); | ||
} | ||
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/** | ||
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@@ -185,302 +190,46 @@ function* enumerateLines(lines: string[]): Generator<LineNoAndText> { | |
} | ||
} | ||
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namespace Trie { | ||
/** | ||
* An **opaque** type for a string that is exclusively used as a search key in | ||
* the trie. There should be a function that converts arbitrary strings | ||
* (queries) and converts them into a standard search key for a given language | ||
* model. | ||
* | ||
* Fun fact: This opaque type has ALREADY saved my bacon and found a bug! | ||
*/ | ||
type SearchKey = string & { _: 'SearchKey'}; | ||
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/** | ||
* A function that converts a string (word form or query) into a search key | ||
* (secretly, this is also a string). | ||
*/ | ||
export interface SearchTermToKey { | ||
(wordform: string): SearchKey; | ||
} | ||
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// The following trie implementation has been (heavily) derived from trie-ing | ||
// by Conrad Irwin. | ||
// | ||
// trie-ing is distributed under the terms of the MIT license, reproduced here: | ||
// | ||
// The MIT License | ||
// Copyright (c) 2015-2017 Conrad Irwin <[email protected]> | ||
// Copyright (c) 2011 Marc Campbell <[email protected]> | ||
// | ||
// Permission is hereby granted, free of charge, to any person obtaining a copy | ||
// of this software and associated documentation files (the "Software"), to deal | ||
// in the Software without restriction, including without limitation the rights | ||
// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
// copies of the Software, and to permit persons to whom the Software is | ||
// furnished to do so, subject to the following conditions: | ||
// | ||
// The above copyright notice and this permission notice shall be included in | ||
// all copies or substantial portions of the Software. | ||
// | ||
// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | ||
// THE SOFTWARE. | ||
// | ||
// See: https://github.com/ConradIrwin/trie-ing/blob/df55d7af7068d357829db9e0a7faa8a38add1d1d/LICENSE | ||
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/** | ||
* An entry in the prefix trie. The matched word is "content". | ||
*/ | ||
interface Entry { | ||
content: string; | ||
key: SearchKey; | ||
weight: number; | ||
} | ||
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/** | ||
* The trie is made up of nodes. A node can be EITHER an internal node (whose | ||
* only children are other nodes) OR a leaf, which actually contains the word | ||
* form entries. | ||
*/ | ||
type Node = InternalNode | Leaf; | ||
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/** | ||
* An internal node. | ||
*/ | ||
interface InternalNode { | ||
type: 'internal'; | ||
weight: number; | ||
// TODO: As an optimization, "values" can be a single string! | ||
values: string[]; | ||
children: { [codeunit: string]: Node }; | ||
unsorted?: true; | ||
} | ||
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/** | ||
* A leaf node. | ||
*/ | ||
interface Leaf { | ||
type: 'leaf'; | ||
weight: number; | ||
entries: Entry[]; | ||
unsorted?: true; | ||
} | ||
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/** | ||
* A sentinel value for when an internal node has contents and requires an | ||
* "internal" leaf. That is, this internal node has content. Instead of placing | ||
* entries as children in an internal node, a "fake" leaf is created, and its | ||
* key is this special internal value. | ||
* | ||
* The value is a valid Unicode BMP code point, but it is a "non-character". | ||
* Unicode will never assign semantics to these characters, as they are | ||
* intended to be used internally as sentinel values. | ||
*/ | ||
const INTERNAL_VALUE = '\uFDD0'; | ||
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/** | ||
* Builds a trie from a word list. | ||
* | ||
* @param wordlist The wordlist with non-negative weights. | ||
* @param keyFunction Function that converts word forms into indexed search keys | ||
* @returns A JSON-serialiable object that can be given to the TrieModel constructor. | ||
*/ | ||
export function buildTrie(wordlist: WordList, keyFunction: SearchTermToKey): object { | ||
let root = new Trie(keyFunction).buildFromWordList(wordlist).root; | ||
return { | ||
totalWeight: sumWeights(root), | ||
root: root | ||
} | ||
} | ||
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/** | ||
* Wrapper class for the trie and its nodes and wordform to search | ||
*/ | ||
class Trie { | ||
readonly root = createRootNode(); | ||
toKey: SearchTermToKey; | ||
constructor(wordform2key: SearchTermToKey) { | ||
this.toKey = wordform2key; | ||
} | ||
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/** | ||
* Populates the trie with the contents of an entire wordlist. | ||
* @param words a list of word and count pairs. | ||
*/ | ||
buildFromWordList(words: WordList): Trie { | ||
for (let [wordform, weight] of Object.entries(words)) { | ||
let key = this.toKey(wordform); | ||
addUnsorted(this.root, { key, weight, content: wordform }, 0); | ||
} | ||
sortTrie(this.root); | ||
return this; | ||
} | ||
} | ||
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// "Constructors" | ||
function createRootNode(): Node { | ||
return { | ||
type: 'leaf', | ||
weight: 0, | ||
entries: [] | ||
}; | ||
} | ||
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// Implement Trie creation. | ||
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/** | ||
* Adds an entry to the trie. | ||
* | ||
* Note that the trie will likely be unsorted after the add occurs. Before | ||
* performing a lookup on the trie, use call sortTrie() on the root note! | ||
* | ||
* @param node Which node should the entry be added to? | ||
* @param entry the wordform/weight/key to add to the trie | ||
* @param index the index in the key and also the trie depth. Should be set to | ||
* zero when adding onto the root node of the trie. | ||
*/ | ||
function addUnsorted(node: Node, entry: Entry, index: number = 0) { | ||
// Each node stores the MAXIMUM weight out of all of its decesdents, to | ||
// enable a greedy search through the trie. | ||
node.weight = Math.max(node.weight, entry.weight); | ||
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// When should a leaf become an interior node? | ||
// When it already has a value, but the key of the current value is longer | ||
// than the prefix. | ||
if (node.type === 'leaf' && index < entry.key.length && node.entries.length >= 1) { | ||
convertLeafToInternalNode(node, index); | ||
} | ||
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if (node.type === 'leaf') { | ||
// The key matches this leaf node, so add yet another entry. | ||
addItemToLeaf(node, entry); | ||
} else { | ||
// Push the node down to a lower node. | ||
addItemToInternalNode(node, entry, index); | ||
} | ||
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node.unsorted = true; | ||
} | ||
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/** | ||
* Adds an item to the internal node at a given depth. | ||
* @param item | ||
* @param index | ||
*/ | ||
function addItemToInternalNode(node: InternalNode, item: Entry, index: number) { | ||
let char = item.key[index]; | ||
// If an internal node is the proper site for item, it belongs under the | ||
// corresponding (sentinel, internal-use) child node signifying this. | ||
if(char == undefined) { | ||
char = INTERNAL_VALUE; | ||
} | ||
if (!node.children[char]) { | ||
node.children[char] = createRootNode(); | ||
node.values.push(char); | ||
} | ||
addUnsorted(node.children[char], item, index + 1); | ||
} | ||
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function addItemToLeaf(leaf: Leaf, item: Entry) { | ||
leaf.entries.push(item); | ||
} | ||
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/** | ||
* Mutates the given Leaf to turn it into an InternalNode. | ||
* | ||
* NOTE: the node passed in will be DESTRUCTIVELY CHANGED into a different | ||
* type when passed into this function! | ||
* | ||
* @param depth depth of the trie at this level. | ||
*/ | ||
function convertLeafToInternalNode(leaf: Leaf, depth: number): void { | ||
let entries = leaf.entries; | ||
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// Alias the current node, as the desired type. | ||
let internal = (<unknown> leaf) as InternalNode; | ||
internal.type = 'internal'; | ||
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delete leaf.entries; | ||
internal.values = []; | ||
internal.children = {}; | ||
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// Convert the old values array into the format for interior nodes. | ||
for (let item of entries) { | ||
let char: string; | ||
if (depth < item.key.length) { | ||
char = item.key[depth]; | ||
} else { | ||
char = INTERNAL_VALUE; | ||
} | ||
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if (!internal.children[char]) { | ||
internal.children[char] = createRootNode(); | ||
internal.values.push(char); | ||
} | ||
addUnsorted(internal.children[char], item, depth + 1); | ||
} | ||
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internal.unsorted = true; | ||
} | ||
/** | ||
* An **opaque** type for a string that is exclusively used as a search key in | ||
* the trie. There should be a function that converts arbitrary strings | ||
* (queries) and converts them into a standard search key for a given language | ||
* model. | ||
*/ | ||
type SearchKey = string & { _: 'SearchKey'}; | ||
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/** | ||
* Recursively sort the trie, in descending order of weight. | ||
* @param node any node in the trie | ||
*/ | ||
function sortTrie(node: Node) { | ||
if (node.type === 'leaf') { | ||
if (!node.unsorted) { | ||
return; | ||
} | ||
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node.entries.sort(function (a, b) { return b.weight - a.weight; }); | ||
} else { | ||
// We MUST recurse and sort children before returning. | ||
for (let char of node.values) { | ||
sortTrie(node.children[char]); | ||
} | ||
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if (!node.unsorted) { | ||
return; | ||
} | ||
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node.values.sort((a, b) => { | ||
return node.children[b].weight - node.children[a].weight; | ||
}); | ||
} | ||
/** | ||
* A function that converts a string (word form or query) into a search key | ||
* (secretly, this is also a string). | ||
*/ | ||
export interface SearchTermToKey { | ||
(wordform: string): SearchKey; | ||
} | ||
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delete node.unsorted; | ||
} | ||
/** | ||
* Builds a trie from a word list. | ||
* | ||
* @param wordlist The wordlist with non-negative weights. | ||
* @param keyFunction Function that converts word forms into indexed search keys | ||
* @returns A JSON-serialiable object that can be given to the TrieModel constructor. | ||
*/ | ||
export function buildTrie(wordlist: WordList, keyFunction: SearchTermToKey): TrieBuilder { | ||
let collater = new TrieBuilder(keyFunction); | ||
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/** | ||
* O(n) recursive traversal to sum the total weight of all leaves in the | ||
* trie, starting at the provided node. | ||
* | ||
* @param node The node to start summing weights. | ||
*/ | ||
function sumWeights(node: Node): number { | ||
let val: number; | ||
if (node.type === 'leaf') { | ||
val = node.entries | ||
.map(entry => entry.weight) | ||
//.map(entry => isNaN(entry.weight) ? 1 : entry.weight) | ||
.reduce((acc, count) => acc + count, 0); | ||
} else { | ||
val = Object.keys(node.children) | ||
.map((key) => sumWeights(node.children[key])) | ||
.reduce((acc, count) => acc + count, 0); | ||
} | ||
buildFromWordList(collater, wordlist); | ||
return collater; | ||
} | ||
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if(isNaN(val)) { | ||
throw new Error("Unexpected NaN has appeared!"); | ||
} | ||
return val; | ||
/** | ||
* Populates the trie with the contents of an entire wordlist. | ||
* @param words a list of word and count pairs. | ||
*/ | ||
function buildFromWordList(trieCollator: TrieBuilder, words: WordList): TrieBuilder { | ||
for (let [wordform, weight] of Object.entries(words)) { | ||
trieCollator.addEntry(wordform, weight); | ||
} | ||
trieCollator.sort(); | ||
return trieCollator; | ||
} | ||
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/** | ||
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