Pulkitg64 commented on code in PR #15476:
URL: https://github.com/apache/lucene/pull/15476#discussion_r2644087195
##########
lucene/test-framework/src/java/org/apache/lucene/tests/index/BaseKnnVectorsFormatTestCase.java:
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@@ -1910,6 +1926,97 @@ public void testVectorValuesReportCorrectDocs() throws
Exception {
}
}
+ private List<float[]> getRandomFloatVector(int numVectors, int dim, boolean
normalize) {
+ List<float[]> vectors = new ArrayList<>(numVectors);
+ for (int i = 0; i < numVectors; i++) {
+ float[] vec = randomVector(dim);
+ if (normalize) {
+ VectorUtil.l2normalize(vec);
+ }
+ vectors.add(vec);
+ }
+ return vectors;
+ }
+
+ /**
+ * Tests reading quantized vectors when raw vector data is empty. Verifies
that scalar quantized
+ * formats can properly dequantize vectors and maintain accuracy within
expected error bounds even
+ * when the original raw vector file is empty or corrupted.
+ */
+ public void testReadQuantizedVectorWithEmptyRawVectors() throws Exception {
+ assumeTrue("Test only applies to scalar quantized formats",
supportsFloatVectorFallback());
+
+ String vectorFieldName = "vec1";
+ int numVectors = 1 + random().nextInt(50);
+ int dim = random().nextInt(64) + 1;
+ if (dim % 2 == 1) {
+ dim++;
+ }
+ float eps = (1f / (float) (1 << getQuantizationBits()));
+ VectorSimilarityFunction similarityFunction = randomSimilarity();
+ List<float[]> vectors =
+ getRandomFloatVector(
+ numVectors, dim, similarityFunction ==
VectorSimilarityFunction.COSINE);
+
+ try (BaseDirectoryWrapper dir = newDirectory();
+ IndexWriter w =
+ new IndexWriter(
+ dir,
+ new IndexWriterConfig()
+ .setMaxBufferedDocs(numVectors + 1)
+ .setRAMBufferSizeMB(IndexWriterConfig.DISABLE_AUTO_FLUSH)
+ .setMergePolicy(NoMergePolicy.INSTANCE)
+ .setUseCompoundFile(false)
+ .setCodec(getCodecForFloatVectorFallbackTest()))) {
+ dir.setCheckIndexOnClose(false);
+
+ for (int i = 0; i < numVectors; i++) {
+ Document doc = new Document();
+ doc.add(new KnnFloatVectorField(vectorFieldName, vectors.get(i),
similarityFunction));
+ w.addDocument(doc);
+ }
+ w.commit();
Review Comment:
Thanks for explaining Mike. Learning new things new every time with these
PRs. Fixed in next revision.
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