import json import os import shutil import tempfile import unittest from data_import.pipeline import parsers class TestParser(unittest.TestCase): def setUp(self): self.test_dir = tempfile.mkdtemp() self.test_file = os.path.join(self.test_dir, 'test_file.csv') def tearDown(self): shutil.rmtree(self.test_dir) def create_file(self, content): with open(self.test_file, 'w') as f: f.write(content) def assert_record(self, content, parser, expected): self.create_file(content) it = parser.parse(self.test_file) for expect in expected: row = next(it) self.assertEqual(row, expect) with self.assertRaises(StopIteration): next(it) class TestPlainParser(TestParser): def test_read(self): content = 'example' parser = parsers.PlainParser() expected = [{}] self.assert_record(content, parser, expected) class TestLineParser(TestParser): def test_read(self): content = 'Hello, World!\nこんにちは' parser = parsers.LineParser() expected = [{'text': 'Hello, World!'}, {'text': 'こんにちは'}] self.assert_record(content, parser, expected) class TestTextFileParser(TestParser): def test_read(self): content = 'Hello, World!\nこんにちは' parser = parsers.TextFileParser() expected = [{'text': content}] self.assert_record(content, parser, expected) class TestCsvParser(TestParser): def test_read(self): content = 'label,text\nLabel,Text' parser = parsers.CSVParser(delimiter=',') expected = [{'label': 'Label', 'text': 'Text'}] self.assert_record(content, parser, expected) def test_can_change_delimiter(self): content = 'label\ttext\nLabel\tText' parser = parsers.CSVParser(delimiter='\t') expected = [{'label': 'Label', 'text': 'Text'}] self.assert_record(content, parser, expected) def test_can_read_null_value(self): content = 'text,label\nText' parser = parsers.CSVParser(delimiter=',') expected = [{'text': 'Text', 'label': None}] self.assert_record(content, parser, expected) class TestJSONParser(TestParser): def test_read(self): content = json.dumps([ {'text': 'line1', 'labels': 'Label1'}, {'text': 'line2', 'labels': 'Label2'} ]) parser = parsers.JSONParser() expected = json.loads(content) self.assert_record(content, parser, expected) class TestJSONLParser(TestParser): def test_read(self): line1 = json.dumps({'text': 'line1', 'labels': 'Label1'}) line2 = json.dumps({'text': 'line2', 'labels': 'Label2'}) content = f"{line1}\n{line2}" parser = parsers.JSONLParser() expected = [json.loads(line1), json.loads(line2)] self.assert_record(content, parser, expected) class TestFastTextParser(TestParser): def test_read(self): content = '__label__sauce __label__cheese Text' parser = parsers.FastTextParser() expected = [{'text': 'Text', 'label': ['sauce', 'cheese']}] self.assert_record(content, parser, expected) class TestCoNLLParser(TestParser): def test_can_read(self): content = """EU\tB-ORG rejects\tO German\tB-MISC call\tO to\tO boycott\tO British\tB-MISC lamb\tO .\tO Peter\tB-PER Blackburn\tI-PER """ parser = parsers.CoNLLParser() expected = [ { 'text': 'EU rejects German call to boycott British lamb .', 'label': [(0, 2, 'ORG'), (11, 17, 'MISC'), (34, 41, 'MISC')] }, { 'text': 'Peter Blackburn', 'label': [(0, 15, 'PER')] } ] self.assert_record(content, parser, expected)