Refactor approach to tolerance checking and tweak yaml configs (#2592)

+ Wrapped up #2531 - revert to "default settings" for dense indexing - previously was applied for some configs,
  but not others. This PR makes indexing options consistent across all configs.
+ Tolerance values are now stored directly in the yaml configs, not centralized in run_regression.py
+ Changed MS MARCO v1 passage Cohere regressions to use same metrics as other regressions.
+ Updated topics - removed extra queries for BGE BEIR BioASQ

docs/regressions/regressions-beir-v1.0.0-arguana.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-arguana.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-arguana.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-arguana.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-arguana.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-arguana.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-arguana.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-arguana.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-bioasq.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-bioasq.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-bioasq.bge-base-en-v1.5/ \
-  -M 16 -efC 500 -noMerge -quantize.int8 \
+  -M 16 -efC 500 -quantize.int8 \
   >& logs/log.beir-v1.0.0-bioasq.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-bioasq.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-bioasq.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-bioasq.bge-base-en-v1.5/ \
-  -M 16 -efC 500 -noMerge \
+  -M 16 -efC 500 \
   >& logs/log.beir-v1.0.0-bioasq.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-climate-fever.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-climate-fever.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-climate-fever.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-climate-fever.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-climate-fever.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-climate-fever.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-climate-fever.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-climate-fever.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-android.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-english.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-gaming.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-gis.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-mathematica.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-physics.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-programmers.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-stats.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-tex.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-unix.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-webmasters.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-cqadupstack-wordpress.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-dbpedia-entity.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-fever.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-fever.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-fever.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-fever.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-fever.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-fever.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-fever.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-fever.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-fiqa.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-fiqa.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-fiqa.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-fiqa.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-fiqa.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-fiqa.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-fiqa.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-fiqa.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-hotpotqa.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-hotpotqa.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-hotpotqa.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-hotpotqa.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-hotpotqa.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-hotpotqa.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-hotpotqa.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-hotpotqa.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-nfcorpus.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-nfcorpus.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-nfcorpus.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-nfcorpus.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-nfcorpus.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-nfcorpus.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-nfcorpus.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-nfcorpus.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-nq.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-nq.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-nq.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-nq.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-nq.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-nq.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-nq.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-nq.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-quora.bge-base-en-v1.5.hnsw-int8.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-quora.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw-int8.beir-v1.0.0-quora.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge -quantize.int8 \
+  -M 16 -efC 100 -quantize.int8 \
   >& logs/log.beir-v1.0.0-quora.bge-base-en-v1.5 &
 ```
 

docs/regressions/regressions-beir-v1.0.0-quora.bge-base-en-v1.5.hnsw.onnx.md

@@ -38,7 +38,7 @@ bin/run.sh io.anserini.index.IndexHnswDenseVectors \
   -input /path/to/beir-v1.0.0-quora.bge-base-en-v1.5 \
   -generator DenseVectorDocumentGenerator \
   -index indexes/lucene-hnsw.beir-v1.0.0-quora.bge-base-en-v1.5/ \
-  -M 16 -efC 100 -memoryBuffer 65536 -noMerge \
+  -M 16 -efC 100 \
   >& logs/log.beir-v1.0.0-quora.bge-base-en-v1.5 &
 ```