Add TriviaQA task

parlai/tasks/task_list.py

@@ -157,6 +157,13 @@
         "tags": [ "All",  "QA" ],
         "description": "Open-domain QA dataset answerable from a given paragraph from Wikipedia, from Rajpurkar et al. '16. Link: https://arxiv.org/abs/1606.05250"
     },
+    {
+        "id": "TriviaQA",
+        "display_name": "TriviaQA",
+        "task": "triviaqa",
+        "tags": [ "All",  "QA" ],
+        "description": "Open-domain QA dataset with question-answer-evidence triples, from Joshi et al. '17. Link: https://arxiv.org/abs/1705.03551"
+    },
     {
         "id": "Ubuntu",
         "display_name": "Ubuntu",

parlai/tasks/triviaqa/__init__.py

@@ -0,0 +1,5 @@
+# Copyright (c) 2017-present, Facebook, Inc.
+# All rights reserved.
+# This source code is licensed under the BSD-style license found in the
+# LICENSE file in the root directory of this source tree. An additional grant
+# of patent rights can be found in the PATENTS file in the same directory.

parlai/tasks/triviaqa/agents.py

@@ -0,0 +1,133 @@
+# Copyright (c) 2017-present, Facebook, Inc.
+# All rights reserved.
+# This source code is licensed under the BSD-style license found in the
+# LICENSE file in the root directory of this source tree. An additional grant
+# of patent rights can be found in the PATENTS file in the same directory.
+
+from parlai.core.dialog_teacher import DialogTeacher
+from parlai.core.agents import MultiTaskTeacher
+from .build import build
+
+import copy
+import json
+import os
+import random
+
+def _path(opt):
+    build(opt)
+
+    return (os.path.join(opt['datapath'], 'TriviaQA', 'qa'),
+            os.path.join(opt['datapath'], 'TriviaQA', 'evidence'))
+
+
+class WebTeacher(DialogTeacher):
+    def __init__(self, opt, shared=None):
+        if not hasattr(self, 'prefix'):
+            self.prefix = ''
+            if opt['datatype'].startswith('train'):
+                self.suffix = 'train'
+            else:
+                self.suffix = 'dev'
+
+        qa_dir, self.evidence_dir = _path(opt)
+        opt['datafile'] = os.path.join(qa_dir, self.prefix + 'web-' +
+                                               self.suffix + '.json')
+        self.id = 'triviaqa'
+        super().__init__(opt, shared)
+
+    def setup_data(self, path):
+        print('loading: ' + path)
+        with open(path) as data_file:
+            data = json.load(data_file)['Data']
+        for datapoint in data:
+            question = datapoint['Question']
+            answers = datapoint['Answer']['Aliases']
+            evidence_list = datapoint['SearchResults']
+
+            if len(evidence_list) == 0:
+                continue
+
+            for evidence_item in evidence_list:
+                evidence_file_path = os.path.join(self.evidence_dir, 'web',
+                                                  evidence_item['Filename'])
+                with open(evidence_file_path) as evidence_file:
+                    evidence = 'Title: %s\n' % evidence_item['Title']
+                    evidence += evidence_file.read()
+                    yield (evidence + '\n' + question, answers), True
+
+
+class VerifiedWebTeacher(WebTeacher):
+    def __init__(self, opt, shared=None):
+        self.prefix = 'verified-'
+        self.suffix = 'dev'
+        if opt['datatype'] != 'valid':
+            print('WARNING: Verified teacher only provides dev data')
+
+        opt['datafile'], self.evidence_dir = _path(opt)
+        self.id = 'triviaqa'
+        super().__init__(opt, shared)
+
+
+class WikipediaTeacher(DialogTeacher):
+    def __init__(self, opt, shared=None):
+        if not hasattr(self, 'prefix'):
+            self.prefix = ''
+            if opt['datatype'].startswith('train'):
+                self.suffix = 'train'
+            else:
+                self.suffix = 'dev'
+
+        qa_dir, self.evidence_dir = _path(opt)
+        opt['datafile'] = os.path.join(qa_dir, self.prefix + 'wikipedia-' +
+                                               self.suffix + '.json')
+
+        self.id = 'triviaqa'
+        super().__init__(opt, shared)
+
+    def setup_data(self, path):
+        print('loading: ' + path)
+        with open(path) as data_file:
+            data = json.load(data_file)['Data']
+        for datapoint in data:
+            question = datapoint['Question']
+            answers = datapoint['Answer']['Aliases']
+            evidence_list = datapoint['EntityPages']
+
+            if len(evidence_list) == 0:
+                continue
+
+            evidence = ''
+            for evidence_item in evidence_list:
+                evidence_file_path = os.path.join(self.evidence_dir,
+                                                  'wikipedia',
+                                                  evidence_item['Filename'])
+                with open(evidence_file_path) as evidence_file:
+                    evidence += 'Title: %s\n' % evidence_item['Title']
+                    evidence += evidence_file.read() + '\n\n'
+
+            yield (evidence + question, answers), True
+
+
+class VerifiedWikipediaTeacher(WikipediaTeacher):
+    def __init__(self, opt, shared=None):
+        self.prefix = 'verified-'
+        self.suffix = 'dev'
+        if opt['datatype'] != 'valid':
+            print('WARNING: Verified teacher only provides dev data')
+
+        opt['datafile'], self.evidence_dir = _path(opt)
+        self.id = 'triviaqa'
+        super().__init__(opt, shared)
+
+
+class VerifiedTeacher(MultiTaskTeacher):
+    def __init__(self, opt, shared=None):
+        opt = copy.deepcopy(opt)
+        opt['task'] = 'triviaqa:VerifiedWikipedia,triviaqa:VerifiedWeb'
+        super().__init__(opt, shared)
+
+class DefaultTeacher(MultiTaskTeacher):
+    def __init__(self, opt, shared=None):
+        opt = copy.deepcopy(opt)
+        opt['task'] = 'triviaqa:wikipedia,triviaqa:web'
+        super().__init__(opt, shared)

parlai/tasks/triviaqa/build.py

@@ -0,0 +1,31 @@
+# Copyright (c) 2017-present, Facebook, Inc.
+# All rights reserved.
+# This source code is licensed under the BSD-style license found in the
+# LICENSE file in the root directory of this source tree. An additional grant
+# of patent rights can be found in the PATENTS file in the same directory.
+#
+# Download and build the data if it does not exist.
+
+import parlai.core.build_data as build_data
+import os
+
+
+def build(opt):
+    dpath = os.path.join(opt['datapath'], 'TriviaQA')
+    version = None
+
+    if not build_data.built(dpath, version_string=version):
+        print('[building data: ' + dpath + ']')
+        if build_data.built(dpath):
+            # An older version exists, so remove these outdated files.
+            build_data.remove_dir(dpath)
+        build_data.make_dir(dpath)
+
+        # Download the data.
+        fname = 'triviaqa-rc.tar.gz'
+        url = 'http://nlp.cs.washington.edu/triviaqa/data/'
+        build_data.download(url + fname, dpath, fname)
+        build_data.untar(dpath, fname)
+
+        # Mark the data as built.
+        build_data.mark_done(dpath, version_string=version)

tests/test_downloads.py

@@ -284,6 +284,22 @@ def test_squad(self):
 
         shutil.rmtree(self.TMP_PATH)
 
+    def test_triviaqa(self):
+        from parlai.core.params import ParlaiParser
+        from parlai.tasks.triviaqa.agents import WebTeacher, WikipediaTeacher
+
+        opt = ParlaiParser().parse_args(args=self.args)
+
+        for teacher_class in (WebTeacher, WikipediaTeacher):
+            for dt in ['train:ordered', 'valid']:
+                opt['datatype'] = dt
+
+                teacher = teacher_class(opt)
+                reply = teacher.act()
+                check(opt, reply)
+
+        shutil.rmtree(self.TMP_PATH)
+
     def test_ubuntu(self):
         from parlai.core.params import ParlaiParser
         from parlai.tasks.ubuntu.agents import DefaultTeacher