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34 | 34 | import org.junit.Rule;
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35 | 35 | import org.junit.rules.ExpectedException;
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36 | 36 | import org.mockito.ArgumentCaptor;
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| 37 | +import org.opensearch.OpenSearchException; |
37 | 38 | import org.opensearch.action.search.SearchRequest;
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38 | 39 | import org.opensearch.action.search.SearchResponse;
|
39 | 40 | import org.opensearch.action.search.SearchResponseSections;
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@@ -230,6 +231,90 @@ public void testProcessResponse() throws Exception {
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230 | 231 | assertTrue(res instanceof GenerativeSearchResponse);
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231 | 232 | }
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232 | 233 |
|
| 234 | + public void testProcessResponseWithErrorFromLlm() throws Exception { |
| 235 | + Client client = mock(Client.class); |
| 236 | + Map<String, Object> config = new HashMap<>(); |
| 237 | + config.put(GenerativeQAProcessorConstants.CONFIG_NAME_MODEL_ID, "dummy-model"); |
| 238 | + config.put(GenerativeQAProcessorConstants.CONFIG_NAME_CONTEXT_FIELD_LIST, List.of("text")); |
| 239 | + |
| 240 | + GenerativeQAResponseProcessor processor = (GenerativeQAResponseProcessor) new GenerativeQAResponseProcessor.Factory( |
| 241 | + client, |
| 242 | + alwaysOn |
| 243 | + ).create(null, "tag", "desc", true, config, null); |
| 244 | + |
| 245 | + ConversationalMemoryClient memoryClient = mock(ConversationalMemoryClient.class); |
| 246 | + when(memoryClient.getInteractions(any(), anyInt())) |
| 247 | + .thenReturn( |
| 248 | + List |
| 249 | + .of( |
| 250 | + new Interaction( |
| 251 | + "0", |
| 252 | + Instant.now(), |
| 253 | + "1", |
| 254 | + "question", |
| 255 | + "", |
| 256 | + "answer", |
| 257 | + "foo", |
| 258 | + Collections.singletonMap("meta data", "some meta") |
| 259 | + ) |
| 260 | + ) |
| 261 | + ); |
| 262 | + processor.setMemoryClient(memoryClient); |
| 263 | + |
| 264 | + SearchRequest request = new SearchRequest(); |
| 265 | + SearchSourceBuilder sourceBuilder = new SearchSourceBuilder(); |
| 266 | + GenerativeQAParameters params = new GenerativeQAParameters( |
| 267 | + "12345", |
| 268 | + "llm_model", |
| 269 | + "You are kind.", |
| 270 | + "system_promt", |
| 271 | + "user_insturctions", |
| 272 | + null, |
| 273 | + null, |
| 274 | + null |
| 275 | + ); |
| 276 | + GenerativeQAParamExtBuilder extBuilder = new GenerativeQAParamExtBuilder(); |
| 277 | + extBuilder.setParams(params); |
| 278 | + request.source(sourceBuilder); |
| 279 | + sourceBuilder.ext(List.of(extBuilder)); |
| 280 | + |
| 281 | + int numHits = 10; |
| 282 | + SearchHit[] hitsArray = new SearchHit[numHits]; |
| 283 | + for (int i = 0; i < numHits; i++) { |
| 284 | + XContentBuilder sourceContent = JsonXContent |
| 285 | + .contentBuilder() |
| 286 | + .startObject() |
| 287 | + .field("_id", String.valueOf(i)) |
| 288 | + .field("text", "passage" + i) |
| 289 | + .field("title", "This is the title for document " + i) |
| 290 | + .endObject(); |
| 291 | + hitsArray[i] = new SearchHit(i, "doc" + i, Map.of(), Map.of()); |
| 292 | + hitsArray[i].sourceRef(BytesReference.bytes(sourceContent)); |
| 293 | + } |
| 294 | + |
| 295 | + SearchHits searchHits = new SearchHits(hitsArray, null, 1.0f); |
| 296 | + SearchResponseSections internal = new SearchResponseSections(searchHits, null, null, false, false, null, 0); |
| 297 | + SearchResponse response = new SearchResponse(internal, null, 1, 1, 0, 1, null, null, null); |
| 298 | + |
| 299 | + Llm llm = mock(Llm.class); |
| 300 | + ChatCompletionOutput output = mock(ChatCompletionOutput.class); |
| 301 | + when(llm.doChatCompletion(any())).thenReturn(output); |
| 302 | + when(output.isErrorOccurred()).thenReturn(true); |
| 303 | + when(output.getErrors()).thenReturn(List.of("something bad has occurred.")); |
| 304 | + processor.setLlm(llm); |
| 305 | + |
| 306 | + ArgumentCaptor<ChatCompletionInput> captor = ArgumentCaptor.forClass(ChatCompletionInput.class); |
| 307 | + SearchResponse res = processor.processResponse(request, response); |
| 308 | + verify(llm).doChatCompletion(captor.capture()); |
| 309 | + ChatCompletionInput input = captor.getValue(); |
| 310 | + assertTrue(input instanceof ChatCompletionInput); |
| 311 | + List<String> passages = ((ChatCompletionInput) input).getContexts(); |
| 312 | + assertEquals("passage0", passages.get(0)); |
| 313 | + assertEquals("passage1", passages.get(1)); |
| 314 | + assertEquals(numHits, passages.size()); |
| 315 | + assertTrue(res instanceof GenerativeSearchResponse); |
| 316 | + } |
| 317 | + |
233 | 318 | public void testProcessResponseSmallerContextSize() throws Exception {
|
234 | 319 | Client client = mock(Client.class);
|
235 | 320 | Map<String, Object> config = new HashMap<>();
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@@ -497,4 +582,110 @@ public void testProcessResponseNullValueInteractions() throws Exception {
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497 | 582 |
|
498 | 583 | SearchResponse res = processor.processResponse(request, response);
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499 | 584 | }
|
| 585 | + |
| 586 | + public void testProcessResponseIllegalArgument() throws Exception { |
| 587 | + exceptionRule.expect(IllegalArgumentException.class); |
| 588 | + exceptionRule.expectMessage("llm_model cannot be null."); |
| 589 | + |
| 590 | + Client client = mock(Client.class); |
| 591 | + Map<String, Object> config = new HashMap<>(); |
| 592 | + config.put(GenerativeQAProcessorConstants.CONFIG_NAME_MODEL_ID, "dummy-model"); |
| 593 | + config.put(GenerativeQAProcessorConstants.CONFIG_NAME_CONTEXT_FIELD_LIST, List.of("text")); |
| 594 | + |
| 595 | + GenerativeQAResponseProcessor processor = (GenerativeQAResponseProcessor) new GenerativeQAResponseProcessor.Factory( |
| 596 | + client, |
| 597 | + alwaysOn |
| 598 | + ).create(null, "tag", "desc", true, config, null); |
| 599 | + |
| 600 | + ConversationalMemoryClient memoryClient = mock(ConversationalMemoryClient.class); |
| 601 | + when(memoryClient.getInteractions(any(), anyInt())) |
| 602 | + .thenReturn(List.of(new Interaction("0", Instant.now(), "1", null, null, null, null, null))); |
| 603 | + processor.setMemoryClient(memoryClient); |
| 604 | + |
| 605 | + SearchRequest request = new SearchRequest(); |
| 606 | + SearchSourceBuilder sourceBuilder = new SearchSourceBuilder(); |
| 607 | + int contextSize = 5; |
| 608 | + GenerativeQAParameters params = new GenerativeQAParameters("12345", null, "Question", "You are kind.", null, contextSize, null, null); |
| 609 | + GenerativeQAParamExtBuilder extBuilder = new GenerativeQAParamExtBuilder(); |
| 610 | + extBuilder.setParams(params); |
| 611 | + request.source(sourceBuilder); |
| 612 | + sourceBuilder.ext(List.of(extBuilder)); |
| 613 | + |
| 614 | + int numHits = 10; |
| 615 | + SearchHit[] hitsArray = new SearchHit[numHits]; |
| 616 | + for (int i = 0; i < numHits; i++) { |
| 617 | + XContentBuilder sourceContent = JsonXContent |
| 618 | + .contentBuilder() |
| 619 | + .startObject() |
| 620 | + .field("_id", String.valueOf(i)) |
| 621 | + .field("text", "passage" + i) |
| 622 | + .field("title", "This is the title for document " + i) |
| 623 | + .endObject(); |
| 624 | + hitsArray[i] = new SearchHit(i, "doc" + i, Map.of(), Map.of()); |
| 625 | + hitsArray[i].sourceRef(BytesReference.bytes(sourceContent)); |
| 626 | + } |
| 627 | + |
| 628 | + SearchHits searchHits = new SearchHits(hitsArray, null, 1.0f); |
| 629 | + SearchResponseSections internal = new SearchResponseSections(searchHits, null, null, false, false, null, 0); |
| 630 | + SearchResponse response = new SearchResponse(internal, null, 1, 1, 0, 1, null, null, null); |
| 631 | + |
| 632 | + Llm llm = mock(Llm.class); |
| 633 | + // when(llm.doChatCompletion(any())).thenThrow(new NullPointerException("Null Pointer in Interactions")); |
| 634 | + processor.setLlm(llm); |
| 635 | + |
| 636 | + SearchResponse res = processor.processResponse(request, response); |
| 637 | + } |
| 638 | + |
| 639 | + public void testProcessResponseOpenSearchException() throws Exception { |
| 640 | + exceptionRule.expect(OpenSearchException.class); |
| 641 | + exceptionRule.expectMessage("GenerativeQAResponseProcessor failed in precessing response"); |
| 642 | + |
| 643 | + Client client = mock(Client.class); |
| 644 | + Map<String, Object> config = new HashMap<>(); |
| 645 | + config.put(GenerativeQAProcessorConstants.CONFIG_NAME_MODEL_ID, "dummy-model"); |
| 646 | + config.put(GenerativeQAProcessorConstants.CONFIG_NAME_CONTEXT_FIELD_LIST, List.of("text")); |
| 647 | + |
| 648 | + GenerativeQAResponseProcessor processor = (GenerativeQAResponseProcessor) new GenerativeQAResponseProcessor.Factory( |
| 649 | + client, |
| 650 | + alwaysOn |
| 651 | + ).create(null, "tag", "desc", true, config, null); |
| 652 | + |
| 653 | + ConversationalMemoryClient memoryClient = mock(ConversationalMemoryClient.class); |
| 654 | + when(memoryClient.getInteractions(any(), anyInt())) |
| 655 | + .thenReturn(List.of(new Interaction("0", Instant.now(), "1", null, null, null, null, null))); |
| 656 | + processor.setMemoryClient(memoryClient); |
| 657 | + |
| 658 | + SearchRequest request = new SearchRequest(); |
| 659 | + SearchSourceBuilder sourceBuilder = new SearchSourceBuilder(); |
| 660 | + int contextSize = 5; |
| 661 | + GenerativeQAParameters params = new GenerativeQAParameters("12345", "model", "Question", "You are kind.", null, contextSize, null, null); |
| 662 | + GenerativeQAParamExtBuilder extBuilder = new GenerativeQAParamExtBuilder(); |
| 663 | + extBuilder.setParams(params); |
| 664 | + request.source(sourceBuilder); |
| 665 | + sourceBuilder.ext(List.of(extBuilder)); |
| 666 | + |
| 667 | + int numHits = 10; |
| 668 | + SearchHit[] hitsArray = new SearchHit[numHits]; |
| 669 | + for (int i = 0; i < numHits; i++) { |
| 670 | + XContentBuilder sourceContent = JsonXContent |
| 671 | + .contentBuilder() |
| 672 | + .startObject() |
| 673 | + .field("_id", String.valueOf(i)) |
| 674 | + .field("text", "passage" + i) |
| 675 | + .field("title", "This is the title for document " + i) |
| 676 | + .endObject(); |
| 677 | + hitsArray[i] = new SearchHit(i, "doc" + i, Map.of(), Map.of()); |
| 678 | + hitsArray[i].sourceRef(BytesReference.bytes(sourceContent)); |
| 679 | + } |
| 680 | + |
| 681 | + SearchHits searchHits = new SearchHits(hitsArray, null, 1.0f); |
| 682 | + SearchResponseSections internal = new SearchResponseSections(searchHits, null, null, false, false, null, 0); |
| 683 | + SearchResponse response = new SearchResponse(internal, null, 1, 1, 0, 1, null, null, null); |
| 684 | + |
| 685 | + Llm llm = mock(Llm.class); |
| 686 | + when(llm.doChatCompletion(any())).thenThrow(new RuntimeException()); |
| 687 | + processor.setLlm(llm); |
| 688 | + |
| 689 | + SearchResponse res = processor.processResponse(request, response); |
| 690 | + } |
500 | 691 | }
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