|
1 | 1 | from django.test import TestCase |
| 2 | +from unittest.mock import patch, MagicMock |
2 | 3 |
|
3 | | -# Create your tests here. |
| 4 | +from .services import SQLGenerationService |
| 5 | + |
| 6 | + |
| 7 | +class SQLGenerationServiceTests(TestCase): |
| 8 | + |
| 9 | + def test_format_schema_for_prompt(self): |
| 10 | + schema = { |
| 11 | + 'tables': ['users', 'orders'], |
| 12 | + 'columns': [ |
| 13 | + {'table_name': 'users', 'column_name': 'id', 'data_type': 'integer'}, |
| 14 | + {'table_name': 'users', 'column_name': 'name', 'data_type': 'varchar'}, |
| 15 | + {'table_name': 'orders', 'column_name': 'id', 'data_type': 'integer'}, |
| 16 | + {'table_name': 'orders', 'column_name': 'user_id', 'data_type': 'integer'} |
| 17 | + ] |
| 18 | + } |
| 19 | + |
| 20 | + result = SQLGenerationService.format_schema_for_prompt(schema) |
| 21 | + |
| 22 | + self.assertIn('Table: users', result) |
| 23 | + self.assertIn('Table: orders', result) |
| 24 | + self.assertIn('id (integer)', result) |
| 25 | + self.assertIn('name (varchar)', result) |
| 26 | + |
| 27 | + def test_format_schema_empty_tables(self): |
| 28 | + schema = { |
| 29 | + 'tables': [], |
| 30 | + 'columns': [] |
| 31 | + } |
| 32 | + |
| 33 | + result = SQLGenerationService.format_schema_for_prompt(schema) |
| 34 | + |
| 35 | + self.assertEqual(result, '') |
| 36 | + |
| 37 | + def test_format_schema_single_table(self): |
| 38 | + schema = { |
| 39 | + 'tables': ['products'], |
| 40 | + 'columns': [ |
| 41 | + {'table_name': 'products', 'column_name': 'id', 'data_type': 'serial'}, |
| 42 | + {'table_name': 'products', 'column_name': 'name', 'data_type': 'varchar'}, |
| 43 | + {'table_name': 'products', 'column_name': 'price', 'data_type': 'numeric'} |
| 44 | + ] |
| 45 | + } |
| 46 | + |
| 47 | + result = SQLGenerationService.format_schema_for_prompt(schema) |
| 48 | + |
| 49 | + self.assertIn('Table: products', result) |
| 50 | + self.assertIn('id (serial)', result) |
| 51 | + self.assertIn('price (numeric)', result) |
| 52 | + |
| 53 | + @patch('core.services.SQLGenerationService.get_llm') |
| 54 | + def test_generate_sql_success(self, mock_get_llm): |
| 55 | + mock_chain = MagicMock() |
| 56 | + mock_chain.run.return_value = "SELECT * FROM users WHERE id = 1" |
| 57 | + |
| 58 | + with patch('core.services.LLMChain', return_value=mock_chain): |
| 59 | + result = SQLGenerationService.generate_sql("Get all users", "Schema info") |
| 60 | + |
| 61 | + self.assertIn("SELECT", result) |
| 62 | + |
| 63 | + @patch('core.services.SQLGenerationService.get_llm') |
| 64 | + def test_generate_sql_strips_sql_prefix(self, mock_get_llm): |
| 65 | + mock_chain = MagicMock() |
| 66 | + mock_chain.run.return_value = "```sql\nSELECT * FROM users\n```" |
| 67 | + |
| 68 | + with patch('core.services.LLMChain', return_value=mock_chain): |
| 69 | + result = SQLGenerationService.generate_sql("Get users", "Schema") |
| 70 | + |
| 71 | + self.assertTrue(result.startswith("SELECT")) |
| 72 | + |
| 73 | + @patch('core.services.SQLGenerationService.get_llm') |
| 74 | + def test_generate_sql_strips_sql_prefix_lowercase(self, mock_get_llm): |
| 75 | + mock_chain = MagicMock() |
| 76 | + mock_chain.run.return_value = "sql\nSELECT * FROM users" |
| 77 | + |
| 78 | + with patch('core.services.LLMChain', return_value=mock_chain): |
| 79 | + result = SQLGenerationService.generate_sql("Get users", "Schema") |
| 80 | + |
| 81 | + self.assertTrue(result.startswith("SELECT")) |
| 82 | + |
| 83 | + @patch('core.services.SQLGenerationService.get_llm') |
| 84 | + def test_generate_sql_strips_backticks(self, mock_get_llm): |
| 85 | + mock_chain = MagicMock() |
| 86 | + mock_chain.run.return_value = "SELECT * FROM orders" |
| 87 | + |
| 88 | + with patch('core.services.LLMChain', return_value=mock_chain): |
| 89 | + result = SQLGenerationService.generate_sql("Get orders", "Schema") |
| 90 | + |
| 91 | + self.assertEqual(result, "SELECT * FROM orders") |
| 92 | + |
| 93 | + @patch('core.services.SQLGenerationService.get_llm') |
| 94 | + def test_generate_sql_insert_statement(self, mock_get_llm): |
| 95 | + mock_chain = MagicMock() |
| 96 | + mock_chain.run.return_value = "INSERT INTO users (name) VALUES ('John')" |
| 97 | + |
| 98 | + with patch('core.services.LLMChain', return_value=mock_chain): |
| 99 | + result = SQLGenerationService.generate_sql("Insert John", "Schema") |
| 100 | + |
| 101 | + self.assertIn("INSERT", result) |
| 102 | + |
| 103 | + |
| 104 | +class EmbeddingServiceUnitTests(TestCase): |
| 105 | + |
| 106 | + @patch('core.services.EmbeddingService.get_model') |
| 107 | + def test_embed_text_returns_list(self, mock_get_model): |
| 108 | + from .services import EmbeddingService |
| 109 | + |
| 110 | + mock_model = MagicMock() |
| 111 | + mock_array = MagicMock() |
| 112 | + mock_array.tolist.return_value = [0.1, 0.2, 0.3, 0.4] |
| 113 | + mock_model.encode.return_value = mock_array |
| 114 | + mock_get_model.return_value = mock_model |
| 115 | + |
| 116 | + result = EmbeddingService.embed_text("test text") |
| 117 | + |
| 118 | + self.assertIsInstance(result, list) |
| 119 | + self.assertEqual(len(result), 4) |
| 120 | + mock_model.encode.assert_called_once() |
| 121 | + |
| 122 | + @patch('core.services.SentenceTransformer') |
| 123 | + def test_embed_text_default_model_name(self, mock_transformer): |
| 124 | + from .services import EmbeddingService |
| 125 | + |
| 126 | + mock_model = MagicMock() |
| 127 | + mock_array = MagicMock() |
| 128 | + mock_array.tolist.return_value = [0.1] |
| 129 | + mock_model.encode.return_value = mock_array |
| 130 | + mock_transformer.return_value = mock_model |
| 131 | + |
| 132 | + EmbeddingService._model = None |
| 133 | + |
| 134 | + EmbeddingService.embed_text("test") |
| 135 | + |
| 136 | + mock_transformer.assert_called_once_with('all-MiniLM-L6-v2') |
| 137 | + |
| 138 | + @patch('core.services.EmbeddingService.get_model') |
| 139 | + def test_embed_text_model_cached(self, mock_get_model): |
| 140 | + from .services import EmbeddingService |
| 141 | + |
| 142 | + mock_model = MagicMock() |
| 143 | + mock_array = MagicMock() |
| 144 | + mock_array.tolist.return_value = [0.1] |
| 145 | + mock_model.encode.return_value = mock_array |
| 146 | + mock_get_model.return_value = mock_model |
| 147 | + |
| 148 | + EmbeddingService.embed_text("test") |
| 149 | + EmbeddingService.embed_text("test2") |
| 150 | + |
| 151 | + self.assertEqual(mock_model.encode.call_count, 2) |
| 152 | + |
| 153 | + @patch('core.services.EmbeddingService.get_model') |
| 154 | + def test_embed_documents_multiple_texts(self, mock_get_model): |
| 155 | + from .services import EmbeddingService |
| 156 | + |
| 157 | + mock_model = MagicMock() |
| 158 | + |
| 159 | + embedding1 = MagicMock() |
| 160 | + embedding1.tolist.return_value = [0.1, 0.2] |
| 161 | + embedding2 = MagicMock() |
| 162 | + embedding2.tolist.return_value = [0.3, 0.4] |
| 163 | + embedding3 = MagicMock() |
| 164 | + embedding3.tolist.return_value = [0.5, 0.6] |
| 165 | + |
| 166 | + mock_model.encode.return_value = [embedding1, embedding2, embedding3] |
| 167 | + mock_get_model.return_value = mock_model |
| 168 | + |
| 169 | + result = EmbeddingService.embed_documents(["text1", "text2", "text3"]) |
| 170 | + |
| 171 | + self.assertIsInstance(result, list) |
| 172 | + self.assertEqual(len(result), 3) |
| 173 | + self.assertEqual(result[0], [0.1, 0.2]) |
| 174 | + self.assertEqual(result[1], [0.3, 0.4]) |
| 175 | + self.assertEqual(result[2], [0.5, 0.6]) |
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