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vecindex: enable background fixup processing
The vector index now starts up a background goroutine that will process split, merge, and other fixups for the index. A new testing command validates the resulting index. Epic: CRDB-42943 Release note: None
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Original file line number | Diff line number | Diff line change |
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# Load 1000 512-dimension features with background fixups enabled. Validate the | ||
# resulting tree. Note that using background fixups means that the index build | ||
# is non-deterministic, so there are limited validations we can do. | ||
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new-index dims=512 min-partition-size=2 max-partition-size=8 quality-samples=4 beam-size=2 load-features=500 background-fixups hide-tree | ||
---- | ||
Created index with 500 vectors with 512 dimensions. | ||
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# Traverse the complete tree and ensure that all 500 vectors are present. | ||
validate-tree | ||
---- | ||
Validated index with 500 vectors. |
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# Load 1000 512-dimension features and search them. Use small partition size to | ||
# Load 500 512-dimension features and search them. Use small partition size to | ||
# ensure a deeper tree. | ||
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new-index dims=512 min-partition-size=2 max-partition-size=8 quality-samples=4 beam-size=2 load-features=1000 hide-tree | ||
new-index dims=512 min-partition-size=2 max-partition-size=8 quality-samples=4 beam-size=2 load-features=500 hide-tree | ||
---- | ||
Created index with 1000 vectors with 512 dimensions. | ||
Created index with 500 vectors with 512 dimensions. | ||
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# Start with 1 result and default beam size of 2. | ||
search max-results=1 use-feature=5000 | ||
---- | ||
vec302: 0.6601 (centroid=0.4138) | ||
14 leaf vectors, 33 vectors, 4 full vectors, 5 partitions | ||
9 leaf vectors, 25 vectors, 3 full vectors, 5 partitions | ||
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# Search for additional results. | ||
search max-results=6 use-feature=5000 | ||
---- | ||
vec302: 0.6601 (centroid=0.4138) | ||
vec329: 0.6871 (centroid=0.5033) | ||
vec386: 0.7301 (centroid=0.5117) | ||
vec240: 0.7723 (centroid=0.4702) | ||
vec347: 0.7745 (centroid=0.6267) | ||
vec11: 0.777 (centroid=0.5067) | ||
14 leaf vectors, 33 vectors, 10 full vectors, 5 partitions | ||
vec208: 0.9026 (centroid=0.5818) | ||
vec435: 0.9124 (centroid=0.7488) | ||
vec223: 0.9145 (centroid=0.5778) | ||
9 leaf vectors, 25 vectors, 9 full vectors, 5 partitions | ||
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# Use a larger beam size. | ||
search max-results=6 use-feature=5000 beam-size=8 | ||
---- | ||
vec771: 0.5624 (centroid=0.4676) | ||
vec302: 0.6601 (centroid=0.4138) | ||
vec329: 0.6871 (centroid=0.5033) | ||
vec386: 0.7301 (centroid=0.5117) | ||
vec240: 0.7723 (centroid=0.4702) | ||
vec329: 0.6871 (centroid=0.4672) | ||
vec386: 0.7301 (centroid=0.6006) | ||
vec309: 0.7311 (centroid=0.4039) | ||
vec240: 0.7723 (centroid=0.5003) | ||
vec347: 0.7745 (centroid=0.6267) | ||
50 leaf vectors, 91 vectors, 12 full vectors, 15 partitions | ||
46 leaf vectors, 81 vectors, 22 full vectors, 15 partitions | ||
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# Turn off re-ranking, which results in increased inaccuracy. | ||
search max-results=6 use-feature=5000 beam-size=8 skip-rerank | ||
---- | ||
vec771: 0.5499 ±0.0291 (centroid=0.4676) | ||
vec302: 0.6246 ±0.0274 (centroid=0.4138) | ||
vec329: 0.6609 ±0.0333 (centroid=0.5033) | ||
vec386: 0.7245 ±0.0338 (centroid=0.5117) | ||
vec329: 0.6501 ±0.031 (centroid=0.4672) | ||
vec386: 0.7132 ±0.0398 (centroid=0.6006) | ||
vec347: 0.7279 ±0.0415 (centroid=0.6267) | ||
vec309: 0.73 ±0.0273 (centroid=0.4039) | ||
vec11: 0.7509 ±0.0336 (centroid=0.5067) | ||
50 leaf vectors, 91 vectors, 0 full vectors, 15 partitions | ||
46 leaf vectors, 81 vectors, 0 full vectors, 15 partitions | ||
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# Return top 25 results with large beam size. | ||
search max-results=25 use-feature=5000 beam-size=64 | ||
---- | ||
vec771: 0.5624 (centroid=0.4676) | ||
vec356: 0.5976 (centroid=0.5117) | ||
vec640: 0.6525 (centroid=0.6139) | ||
vec356: 0.5976 (centroid=0.5821) | ||
vec302: 0.6601 (centroid=0.4138) | ||
vec329: 0.6871 (centroid=0.5033) | ||
vec329: 0.6871 (centroid=0.4672) | ||
vec95: 0.7008 (centroid=0.5542) | ||
vec249: 0.7268 (centroid=0.3715) | ||
vec386: 0.7301 (centroid=0.5117) | ||
vec309: 0.7311 (centroid=0.4912) | ||
vec633: 0.7513 (centroid=0.4095) | ||
vec249: 0.7268 (centroid=0.4042) | ||
vec386: 0.7301 (centroid=0.6006) | ||
vec309: 0.7311 (centroid=0.4039) | ||
vec117: 0.7576 (centroid=0.4538) | ||
vec556: 0.7595 (centroid=0.5531) | ||
vec25: 0.761 (centroid=0.4576) | ||
vec872: 0.7707 (centroid=0.6427) | ||
vec859: 0.7708 (centroid=0.6614) | ||
vec240: 0.7723 (centroid=0.4702) | ||
vec240: 0.7723 (centroid=0.5003) | ||
vec347: 0.7745 (centroid=0.6267) | ||
vec11: 0.777 (centroid=0.5067) | ||
vec340: 0.7858 (centroid=0.4752) | ||
vec239: 0.7878 (centroid=0.4584) | ||
vec704: 0.7916 (centroid=0.7117) | ||
vec423: 0.7956 (centroid=0.4608) | ||
vec340: 0.7858 (centroid=0.5942) | ||
vec239: 0.7878 (centroid=0.4654) | ||
vec423: 0.7956 (centroid=0.6041) | ||
vec220: 0.7957 (centroid=0.4226) | ||
vec387: 0.8038 (centroid=0.4652) | ||
vec637: 0.8039 (centroid=0.5211) | ||
356 leaf vectors, 567 vectors, 97 full vectors, 103 partitions | ||
vec387: 0.8038 (centroid=0.4954) | ||
vec410: 0.8062 (centroid=0.4643) | ||
vec52: 0.8068 (centroid=0.5793) | ||
vec379: 0.8082 (centroid=0.3691) | ||
vec457: 0.8084 (centroid=0.5842) | ||
vec184: 0.8139 (centroid=0.4777) | ||
vec246: 0.8141 (centroid=0.5273) | ||
vec493: 0.8184 (centroid=0.6874) | ||
vec129: 0.8211 (centroid=0.432) | ||
338 leaf vectors, 453 vectors, 78 full vectors, 85 partitions |
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