// -*- mode: js; indent-tabs-mode: nil; js-basic-offset: 4 -*- // // This file is part of Genie // // Copyright 2019-2020 The Board of Trustees of the Leland Stanford Junior University // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // // Author: Giovanni Campagna import * as argparse from 'argparse'; import * as fs from 'fs'; import * as Tp from 'thingpedia'; import { KEYS, DialogueEvaluatorStream, CollectDialogueStatistics } from '../lib/dataset-tools/evaluation/dialogue_evaluator'; import { DialogueParser } from '../lib/dataset-tools/parsers'; import { maybeCreateReadStream, readAllLines } from './lib/argutils'; import * as ParserClient from '../lib/prediction/parserclient'; import MultiJSONDatabase from './lib/multi_json_database'; export function initArgparse(subparsers : argparse.SubParser) { const parser = subparsers.add_parser('evaluate-dialog', { add_help: true, description: "Evaluate a trained model on a dialog data, by contacting a running Genie server." }); parser.add_argument('-o', '--output', { required: false, default: process.stdout, type: fs.createWriteStream, help: "Write results to this file instead of stdout" }); parser.add_argument('--url', { required: true, help: "URL of the server to evaluate. Use a file:// URL pointing to a model directory to evaluate using a local instance of genienlp", }); parser.add_argument('--tokenized', { required: false, action: 'store_true', default: false, help: "The dataset is already tokenized." }); parser.add_argument('--no-tokenized', { required: false, dest: 'tokenized', action: 'store_false', help: "The dataset is not already tokenized (this is the default)." }); parser.add_argument('--thingpedia', { required: true, help: 'Path to ThingTalk file containing class definitions.' }); parser.add_argument('input_file', { nargs: '+', type: maybeCreateReadStream, help: 'Input datasets to evaluate (in dialog format); use - for standard input' }); parser.add_argument('-l', '--locale', { required: false, default: 'en-US', help: `BGP 47 locale tag of the language to evaluate (defaults to 'en-US', English)` }); parser.add_argument('--timezone', { required: false, default: undefined, help: `Timezone to use to interpret dates and times (defaults to the current timezone).` }); parser.add_argument('-t', '--target-language', { required: false, default: 'thingtalk', choices: ['thingtalk', 'dlgthingtalk'], help: `The programming language to generate` }); parser.add_argument('--debug', { action: 'store_true', help: 'Enable debugging.', default: true }); parser.add_argument('--no-debug', { action: 'store_false', dest: 'debug', help: 'Disable debugging.', }); parser.add_argument('--database-file', { required: false, help: `Path to a file pointing to JSON databases used to simulate queries.`, }); parser.add_argument('--parameter-datasets', { required: true, help: 'TSV file containing the paths to datasets for strings and entity types.' }); parser.add_argument('--csv', { action: 'store_true', help: 'Output a single CSV line', }); parser.add_argument('--csv-prefix', { required: false, default: '', help: `Prefix all output lines with this string` }); parser.add_argument('--oracle', { action: 'store_true', help: 'Indicates evaluation of an oracle model where ThingTalk code should be passed to the genienlp server', default: false }); } export async function execute(args : any) { const tpClient = new Tp.FileClient(args); const parser = ParserClient.get(args.url, args.locale); await parser.start(); let database; if (args.database_file) { database = new MultiJSONDatabase(args.database_file); await database.load(); } const output = readAllLines(args.input_file, '====') .pipe(new DialogueParser()) .pipe(new DialogueEvaluatorStream(parser, { locale: args.locale, timezone: args.timezone, targetLanguage: args.target_language, thingpediaClient: tpClient, tokenized: args.tokenized, debug: args.debug, database: database, oracle: args.oracle })) .pipe(new CollectDialogueStatistics()); const result = await output.read(); let buffer = ''; if (args.csv_prefix) buffer = args.csv_prefix + ','; let first = true; for (const key of ['total', 'turns'].concat(KEYS)) { if (!first) buffer += ','; first = false; buffer += String(result[key]); } buffer += '\n'; args.output.write(buffer); args.output.end(); await parser.stop(); }