|
| 1 | +import json |
| 2 | + |
| 3 | +import pytest |
| 4 | + |
| 5 | +from deepset_mcp.api.client import AsyncDeepsetClient |
| 6 | +from deepset_mcp.api.exceptions import ResourceNotFoundError |
| 7 | +from deepset_mcp.api.indexes.models import Index |
| 8 | +from deepset_mcp.api.indexes.resource import IndexResource |
| 9 | + |
| 10 | +pytestmark = pytest.mark.integration |
| 11 | + |
| 12 | + |
| 13 | +@pytest.fixture |
| 14 | +def valid_index_config() -> str: |
| 15 | + """Return a valid index YAML configuration for testing.""" |
| 16 | + return json.dumps( |
| 17 | + { |
| 18 | + "config_yaml": """ |
| 19 | +components: |
| 20 | + file_classifier: |
| 21 | + type: haystack.components.routers.file_type_router.FileTypeRouter |
| 22 | + init_parameters: |
| 23 | + mime_types: |
| 24 | + - text/plain |
| 25 | + - application/pdf |
| 26 | + - text/markdown |
| 27 | + - text/html |
| 28 | + - application/vnd.openxmlformats-officedocument.wordprocessingml.document |
| 29 | + - application/vnd.openxmlformats-officedocument.presentationml.presentation |
| 30 | + - application/vnd.openxmlformats-officedocument.spreadsheetml.sheet |
| 31 | + - text/csv |
| 32 | +
|
| 33 | + text_converter: |
| 34 | + type: haystack.components.converters.txt.TextFileToDocument |
| 35 | + init_parameters: |
| 36 | + encoding: utf-8 |
| 37 | +
|
| 38 | + pdf_converter: |
| 39 | + type: haystack.components.converters.pdfminer.PDFMinerToDocument |
| 40 | + init_parameters: |
| 41 | + line_overlap: 0.5 |
| 42 | + char_margin: 2 |
| 43 | + line_margin: 0.5 |
| 44 | + word_margin: 0.1 |
| 45 | + boxes_flow: 0.5 |
| 46 | + detect_vertical: true |
| 47 | + all_texts: false |
| 48 | + store_full_path: false |
| 49 | +
|
| 50 | + markdown_converter: |
| 51 | + type: haystack.components.converters.txt.TextFileToDocument |
| 52 | + init_parameters: |
| 53 | + encoding: utf-8 |
| 54 | +
|
| 55 | + html_converter: |
| 56 | + type: haystack.components.converters.html.HTMLToDocument |
| 57 | + init_parameters: |
| 58 | + # A dictionary of keyword arguments to customize how you want to extract content from your HTML files. |
| 59 | + # For the full list of available arguments, see |
| 60 | + # the [Trafilatura documentation](https://trafilatura.readthedocs.io/en/latest/corefunctions.html#extract). |
| 61 | + extraction_kwargs: |
| 62 | + output_format: markdown # Extract text from HTML. You can also also choose "txt" |
| 63 | + include_tables: true # If true, includes tables in the output |
| 64 | + include_links: true # If true, keeps links along with their targets |
| 65 | +
|
| 66 | + docx_converter: |
| 67 | + type: haystack.components.converters.docx.DOCXToDocument |
| 68 | + init_parameters: |
| 69 | + link_format: markdown |
| 70 | +
|
| 71 | + pptx_converter: |
| 72 | + type: haystack.components.converters.pptx.PPTXToDocument |
| 73 | + init_parameters: {} |
| 74 | +
|
| 75 | + xlsx_converter: |
| 76 | + type: haystack.components.converters.xlsx.XLSXToDocument |
| 77 | + init_parameters: {} |
| 78 | +
|
| 79 | + csv_converter: |
| 80 | + type: haystack.components.converters.csv.CSVToDocument |
| 81 | + init_parameters: |
| 82 | + encoding: utf-8 |
| 83 | +
|
| 84 | + joiner: |
| 85 | + type: haystack.components.joiners.document_joiner.DocumentJoiner |
| 86 | + init_parameters: |
| 87 | + join_mode: concatenate |
| 88 | + sort_by_score: false |
| 89 | +
|
| 90 | + joiner_xlsx: # merge split documents with non-split xlsx documents |
| 91 | + type: haystack.components.joiners.document_joiner.DocumentJoiner |
| 92 | + init_parameters: |
| 93 | + join_mode: concatenate |
| 94 | + sort_by_score: false |
| 95 | +
|
| 96 | + splitter: |
| 97 | + type: haystack.components.preprocessors.document_splitter.DocumentSplitter |
| 98 | + init_parameters: |
| 99 | + split_by: word |
| 100 | + split_length: 250 |
| 101 | + split_overlap: 30 |
| 102 | + respect_sentence_boundary: true |
| 103 | + language: en |
| 104 | +
|
| 105 | + document_embedder: |
| 106 | + type: haystack.components.embedders.sentence_transformers_document_embedder.SentenceTransformersDocumentEmbedder |
| 107 | + init_parameters: |
| 108 | + normalize_embeddings: true |
| 109 | + model: intfloat/e5-base-v2 |
| 110 | +
|
| 111 | + writer: |
| 112 | + type: haystack.components.writers.document_writer.DocumentWriter |
| 113 | + init_parameters: |
| 114 | + document_store: |
| 115 | + type: haystack_integrations.document_stores.opensearch.document_store.OpenSearchDocumentStore |
| 116 | + init_parameters: |
| 117 | + hosts: |
| 118 | + index: '' |
| 119 | + max_chunk_bytes: 104857600 |
| 120 | + embedding_dim: 768 |
| 121 | + return_embedding: false |
| 122 | + method: |
| 123 | + mappings: |
| 124 | + settings: |
| 125 | + create_index: true |
| 126 | + http_auth: |
| 127 | + use_ssl: |
| 128 | + verify_certs: |
| 129 | + timeout: |
| 130 | + policy: OVERWRITE |
| 131 | +
|
| 132 | +connections: # Defines how the components are connected |
| 133 | +- sender: file_classifier.text/plain |
| 134 | + receiver: text_converter.sources |
| 135 | +- sender: file_classifier.application/pdf |
| 136 | + receiver: pdf_converter.sources |
| 137 | +- sender: file_classifier.text/markdown |
| 138 | + receiver: markdown_converter.sources |
| 139 | +- sender: file_classifier.text/html |
| 140 | + receiver: html_converter.sources |
| 141 | +- sender: file_classifier.application/vnd.openxmlformats-officedocument.wordprocessingml.document |
| 142 | + receiver: docx_converter.sources |
| 143 | +- sender: file_classifier.application/vnd.openxmlformats-officedocument.presentationml.presentation |
| 144 | + receiver: pptx_converter.sources |
| 145 | +- sender: file_classifier.application/vnd.openxmlformats-officedocument.spreadsheetml.sheet |
| 146 | + receiver: xlsx_converter.sources |
| 147 | +- sender: file_classifier.text/csv |
| 148 | + receiver: csv_converter.sources |
| 149 | +- sender: text_converter.documents |
| 150 | + receiver: joiner.documents |
| 151 | +- sender: pdf_converter.documents |
| 152 | + receiver: joiner.documents |
| 153 | +- sender: markdown_converter.documents |
| 154 | + receiver: joiner.documents |
| 155 | +- sender: html_converter.documents |
| 156 | + receiver: joiner.documents |
| 157 | +- sender: docx_converter.documents |
| 158 | + receiver: joiner.documents |
| 159 | +- sender: pptx_converter.documents |
| 160 | + receiver: joiner.documents |
| 161 | +- sender: joiner.documents |
| 162 | + receiver: splitter.documents |
| 163 | +- sender: splitter.documents |
| 164 | + receiver: joiner_xlsx.documents |
| 165 | +- sender: xlsx_converter.documents |
| 166 | + receiver: joiner_xlsx.documents |
| 167 | +- sender: csv_converter.documents |
| 168 | + receiver: joiner_xlsx.documents |
| 169 | +- sender: joiner_xlsx.documents |
| 170 | + receiver: document_embedder.documents |
| 171 | +- sender: document_embedder.documents |
| 172 | + receiver: writer.documents |
| 173 | +
|
| 174 | +inputs: # Define the inputs for your pipeline |
| 175 | + files: # This component will receive the files to index as input |
| 176 | + - file_classifier.sources |
| 177 | +
|
| 178 | +max_runs_per_component: 100 |
| 179 | +
|
| 180 | +metadata: {} |
| 181 | + """ |
| 182 | + } |
| 183 | + ) |
| 184 | + |
| 185 | + |
| 186 | +@pytest.fixture |
| 187 | +async def index_resource( |
| 188 | + client: AsyncDeepsetClient, |
| 189 | + test_workspace: str, |
| 190 | +) -> IndexResource: |
| 191 | + """Create an IndexResource instance for testing.""" |
| 192 | + return IndexResource(client=client, workspace=test_workspace) |
| 193 | + |
| 194 | + |
| 195 | +@pytest.fixture |
| 196 | +def default_index_name() -> str: |
| 197 | + return "test-index" |
| 198 | + |
| 199 | + |
| 200 | +@pytest.mark.asyncio |
| 201 | +async def test_create_index( |
| 202 | + index_resource: IndexResource, |
| 203 | + valid_index_config: str, |
| 204 | + default_index_name: str, |
| 205 | +) -> None: |
| 206 | + """Test creating a new index.""" |
| 207 | + # Create a new index |
| 208 | + config = json.loads(valid_index_config) |
| 209 | + await index_resource.create( |
| 210 | + name=default_index_name, yaml_config=config["config_yaml"], description="Test index description" |
| 211 | + ) |
| 212 | + |
| 213 | + # Verify the index was created by retrieving it |
| 214 | + index: Index = await index_resource.get(index_name=default_index_name) |
| 215 | + |
| 216 | + assert index.name == default_index_name |
| 217 | + assert index.config_yaml == config["config_yaml"] |
| 218 | + |
| 219 | + |
| 220 | +@pytest.mark.asyncio |
| 221 | +async def test_list_indexes( |
| 222 | + index_resource: IndexResource, |
| 223 | + valid_index_config: str, |
| 224 | +) -> None: |
| 225 | + """Test listing indexes with pagination.""" |
| 226 | + # Create multiple test indexes |
| 227 | + config = json.loads(valid_index_config) |
| 228 | + index_names = [] |
| 229 | + for i in range(3): |
| 230 | + index_name = f"test-list-index-{i}" |
| 231 | + index_names.append(index_name) |
| 232 | + await index_resource.create(name=index_name, yaml_config=config["config_yaml"]) |
| 233 | + |
| 234 | + # Test listing without pagination |
| 235 | + indexes = await index_resource.list(limit=10) |
| 236 | + assert len(indexes.data) == 3 |
| 237 | + |
| 238 | + # Verify our created indexes are in the list |
| 239 | + retrieved_names = [p.name for p in indexes.data] |
| 240 | + for name in index_names: |
| 241 | + assert name in retrieved_names |
| 242 | + |
| 243 | + # Test pagination |
| 244 | + if len(indexes.data) > 1: |
| 245 | + # Get the first page with 1 item |
| 246 | + first_page = await index_resource.list(limit=1) |
| 247 | + assert len(first_page.data) == 1 |
| 248 | + |
| 249 | + # Get the second page |
| 250 | + second_page = await index_resource.list(page_number=2, limit=1) |
| 251 | + assert len(second_page.data) == 1 |
| 252 | + |
| 253 | + # Verify they're different indexes |
| 254 | + assert first_page.data[0].pipeline_index_id != second_page.data[0].pipeline_index_id |
| 255 | + |
| 256 | + |
| 257 | +@pytest.mark.asyncio |
| 258 | +async def test_get_index( |
| 259 | + index_resource: IndexResource, |
| 260 | + valid_index_config: str, |
| 261 | + default_index_name: str, |
| 262 | +) -> None: |
| 263 | + """Test getting a single index by name.""" |
| 264 | + # Create an index to retrieve |
| 265 | + config = json.loads(valid_index_config) |
| 266 | + await index_resource.create(name=default_index_name, yaml_config=config["config_yaml"]) |
| 267 | + |
| 268 | + # Test getting the index |
| 269 | + index: Index = await index_resource.get(index_name=default_index_name) |
| 270 | + assert index.name == default_index_name |
| 271 | + assert index.config_yaml == config["config_yaml"] |
| 272 | + |
| 273 | + |
| 274 | +@pytest.mark.asyncio |
| 275 | +async def test_update_index( |
| 276 | + index_resource: IndexResource, |
| 277 | + valid_index_config: str, |
| 278 | +) -> None: |
| 279 | + """Test updating an existing index's name and config.""" |
| 280 | + original_name = "test-update-index-original" |
| 281 | + updated_name = "test-update-index-updated" |
| 282 | + |
| 283 | + # Create an index to update |
| 284 | + config = json.loads(valid_index_config) |
| 285 | + await index_resource.create(name=original_name, yaml_config=config["config_yaml"]) |
| 286 | + |
| 287 | + # Update the index name |
| 288 | + await index_resource.update( |
| 289 | + index_name=original_name, |
| 290 | + updated_index_name=updated_name, |
| 291 | + ) |
| 292 | + |
| 293 | + # Verify the name was updated |
| 294 | + updated_index: Index = await index_resource.get(index_name=updated_name) |
| 295 | + assert updated_index.name == updated_name |
| 296 | + |
| 297 | + # Update the index config |
| 298 | + modified_yaml = config["config_yaml"].replace("split_length: 250", "split_length: 300") |
| 299 | + await index_resource.update( |
| 300 | + index_name=updated_name, |
| 301 | + yaml_config=modified_yaml, |
| 302 | + ) |
| 303 | + |
| 304 | + # Verify the config was updated |
| 305 | + updated_index = await index_resource.get(index_name=updated_name) |
| 306 | + assert updated_index.config_yaml == modified_yaml |
| 307 | + |
| 308 | + |
| 309 | +@pytest.mark.asyncio |
| 310 | +async def test_get_nonexistent_index( |
| 311 | + index_resource: IndexResource, |
| 312 | +) -> None: |
| 313 | + """Test error handling when getting a non-existent index.""" |
| 314 | + non_existent_name = "non-existent-index" |
| 315 | + |
| 316 | + # Trying to get a non-existent index should raise an exception |
| 317 | + with pytest.raises(ResourceNotFoundError): |
| 318 | + await index_resource.get(index_name=non_existent_name) |
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