From f68bc37dc7e410fee368e6780cd7ee16af55d8fe Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 14:00:14 -0500 Subject: [PATCH 01/12] add support for ivec and fvec formats --- .../virtdata/library/ivecfvec/FVecReader.java | 89 +++++++++++++++ .../virtdata/library/ivecfvec/IVecReader.java | 101 ++++++++++++++++++ .../library/ivecfvec/IvecFvecMethods.java | 71 ++++++++++++ .../library/ivecfvec/IVecReaderTest.java | 58 ++++++++++ 4 files changed, 319 insertions(+) create mode 100644 virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java create mode 100644 virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java create mode 100644 virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IvecFvecMethods.java create mode 100644 virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java new file mode 100644 index 000000000..45ff82e48 --- /dev/null +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java @@ -0,0 +1,89 @@ +/* + * Copyright (c) 2023 nosqlbench + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package io.nosqlbench.virtdata.library.ivecfvec; + +import io.nosqlbench.api.content.Content; +import io.nosqlbench.api.content.NBIO; + +import java.io.IOException; +import java.nio.ByteBuffer; +import java.nio.ByteOrder; +import java.nio.MappedByteBuffer; +import java.nio.channels.FileChannel; +import java.nio.file.Path; +import java.nio.file.StandardOpenOption; +import java.util.function.LongFunction; + +/** + * Reads ivec files with random access, using the input to specify the record number. + */ +public class FVecReader implements LongFunction { + + private final MappedByteBuffer bb; + private final int dimensions; + private final int reclen; + private final long filesize; + private final Path path; + private final int reclim; + + public FVecReader(String pathname) { + this(pathname,0,0); + } + public FVecReader(String pathname, int expectedDimensions, int recordLimit) { + Content src = NBIO.fs().search(pathname).one(); + this.path = src.asPath(); + try { + FileChannel channel = FileChannel.open(this.path, StandardOpenOption.READ, StandardOpenOption.SPARSE); + this.filesize = channel.size(); + this.bb = channel.map(FileChannel.MapMode.READ_ONLY, 0, filesize); + } catch (IOException e) { + throw new RuntimeException(e); + } + this.dimensions = Integer.reverseBytes(bb.getInt(0)); + if(expectedDimensions>0 && expectedDimensions!=dimensions) { + throw new RuntimeException("Invalid dimensions specified for '" +pathname + "', found " + dimensions + ", but expected " + expectedDimensions); + } + int datalen = (dimensions * Float.BYTES); + this.reclen = Integer.BYTES + datalen; + int totalRecords = (int) (filesize/reclen); + if (recordLimit > totalRecords) { + throw new RuntimeException("Specified record range of " + recordLimit + ", but file only contained " + totalRecords + " total"); + } + this.reclim = recordLimit==0? totalRecords : recordLimit; + if ((filesize % reclen)!=0) { + throw new RuntimeException("The filesize (" + filesize + ") for '" + pathname + "' must be a multiple of the reclen (" + reclen + ")"); + } + } + + @Override + public float[] apply(long value) { + int recordIdx = (int) (value % reclim); + long offset = value * recordIdx; + int recpos = (int) (offset %filesize) ; + byte[] buf = new byte[reclen]; + ByteBuffer record = this.bb.get(recpos,buf).order(ByteOrder.LITTLE_ENDIAN); + int recdim = record.getInt(); + if(recdim!=dimensions) { + throw new RuntimeException("dimensions are not uniform for ivec file '" + this.path.toString() + "', found dim " + recdim + " at record " + value); + } + float[] data = new float[recdim]; + for (int i = 0; i < dimensions; i++) { + data[i]=bb.getFloat(); + } + return data; + } +} diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java new file mode 100644 index 000000000..fb1069871 --- /dev/null +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java @@ -0,0 +1,101 @@ +/* + * Copyright (c) 2023 nosqlbench + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package io.nosqlbench.virtdata.library.ivecfvec; + +import io.nosqlbench.api.config.standard.ConfigModel; +import io.nosqlbench.api.content.Content; +import io.nosqlbench.api.content.NBIO; +import io.nosqlbench.virtdata.api.annotations.Example; + +import java.io.IOException; +import java.io.RandomAccessFile; +import java.nio.ByteBuffer; +import java.nio.MappedByteBuffer; +import java.nio.channels.FileChannel; +import java.nio.file.Path; +import java.nio.file.StandardOpenOption; +import java.util.function.LongFunction; +import java.util.function.LongToIntFunction; + +/** + * Reads ivec files with random access, using the input to specify the record number. + * This is used for testing with generated KNN test data which is uniform in dimensions and neighborhood size. + * While it is possible to specify different dimensioned vectors per record, this is not supported, since this + * function honors the pure-function behavior of other NB binding functions. This requires uniform record structure for random access. + */ +public class IVecReader implements LongFunction { + + private final MappedByteBuffer bb; + private final int dimensions; + private final int reclen; + private final long filesize; + private final Path path; + private final int reclim; + + /** + * Read the ivec file, determining the record size from the first record. + * @param pathname The location of the ivec file + */ + @Example({"IvecReader('testfile.ivec')","Create a reader for int vectors, detecting the dimensions and dataset size automatically."}) + public IVecReader(String pathname) { + this(pathname,0,0); + } + @Example({"IvecReader('testfile.ivec', 46, 12)","Create a reader for int vectors, asserting 46 dimensions and limit total records to 12."}) + public IVecReader(String pathname, int expectedDimensions, int recordLimit) { + Content src = NBIO.fs().search(pathname).one(); + this.path = src.asPath(); + try { + FileChannel channel = FileChannel.open(this.path, StandardOpenOption.READ, StandardOpenOption.SPARSE); + this.filesize = channel.size(); + this.bb = channel.map(FileChannel.MapMode.READ_ONLY, 0, filesize); + } catch (IOException e) { + throw new RuntimeException(e); + } + this.dimensions = Integer.reverseBytes(bb.getInt(0)); + if(expectedDimensions>0 && expectedDimensions!=dimensions) { + throw new RuntimeException("Invalid dimensions specified for '" +pathname + "', found " + dimensions + ", but expected " + expectedDimensions); + } + int datalen = (dimensions * Integer.BYTES); + this.reclen = Integer.BYTES + datalen; + int totalRecords = (int) (filesize/reclen); + if (recordLimit > totalRecords) { + throw new RuntimeException("Specified record range of " + recordLimit + ", but file only contained " + totalRecords + " total"); + } + this.reclim = recordLimit==0? totalRecords : recordLimit; + if ((filesize % reclen)!=0) { + throw new RuntimeException("The filesize (" + filesize + ") for '" + pathname + "' must be a multiple of the reclen (" + reclen + ")"); + } + } + + @Override + public int[] apply(long value) { + int recordIdx = (int) (value % reclim); + long offset = value * recordIdx; + int recpos = (int) (offset %filesize) ; + byte[] buf = new byte[reclen]; + ByteBuffer record = this.bb.get(recpos,buf); + int recdim = Integer.reverseBytes(record.getInt()); + if(recdim!=dimensions) { + throw new RuntimeException("dimensions are not uniform for ivec file '" + this.path.toString() + "', found dim " + recdim + " at record " + value); + } + int[] data = new int[recdim]; + for (int i = 0; i < dimensions; i++) { + data[i]=Integer.reverseBytes(bb.getInt()); + } + return data; + } +} diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IvecFvecMethods.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IvecFvecMethods.java new file mode 100644 index 000000000..552c24c2b --- /dev/null +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IvecFvecMethods.java @@ -0,0 +1,71 @@ +/* + * Copyright (c) 2023 nosqlbench + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package io.nosqlbench.virtdata.library.ivecfvec; + +import java.io.BufferedInputStream; +import java.io.DataInputStream; +import java.io.FileInputStream; +import java.io.IOException; +import java.nio.ByteBuffer; +import java.nio.ByteOrder; +import java.util.ArrayList; +import java.util.HashSet; + +public class IvecFvecMethods { + + public static ArrayList readFvecs(String filePath) throws IOException { + var vectors = new ArrayList(); + try (var dis = new DataInputStream(new BufferedInputStream(new FileInputStream(filePath)))) { + while (dis.available() > 0) { + var dimension = Integer.reverseBytes(dis.readInt()); + assert dimension > 0 : dimension; + var buffer = new byte[dimension * Float.BYTES]; + dis.readFully(buffer); + var byteBuffer = ByteBuffer.wrap(buffer).order(ByteOrder.LITTLE_ENDIAN); + + var vector = new float[dimension]; + var floatBuffer = byteBuffer.asFloatBuffer(); + floatBuffer.get(vector); + vectors.add(vector); + } + } + return vectors; + } + + public static ArrayList> readIvecs(String filename) { + var groundTruthTopK = new ArrayList>(); + + try (var dis = new DataInputStream(new FileInputStream(filename))) { + while (dis.available() > 0) { + var numNeighbors = Integer.reverseBytes(dis.readInt()); + var neighbors = new HashSet(numNeighbors); + + for (var i = 0; i < numNeighbors; i++) { + var neighbor = Integer.reverseBytes(dis.readInt()); + neighbors.add(neighbor); + } + + groundTruthTopK.add(neighbors); + } + } catch (IOException e) { + e.printStackTrace(); + } + + return groundTruthTopK; + } + +} diff --git a/virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java b/virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java new file mode 100644 index 000000000..17d66531c --- /dev/null +++ b/virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java @@ -0,0 +1,58 @@ +/* + * Copyright (c) 2023 nosqlbench + * + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + */ + +package io.nosqlbench.virtdata.library.ivecfvec; + +import org.junit.jupiter.api.Test; + +import static org.assertj.core.api.Assertions.assertThat; +import static org.junit.jupiter.api.Assertions.*; + +class IVecReaderTest { + + @Test + public void testReadIvec() { + IVecReader ir = new IVecReader("src/test/resources/ivecfvec/test_ada_002_10000_indices_query_10000.ivec"); + for (int i = 0; i < 10; i++) { + int[] indices = ir.apply(0); + for (int j = 0; j < indices.length; j++) { + assertThat(indices[j]).isGreaterThanOrEqualTo(0); + assertThat(indices[j]).isLessThanOrEqualTo(10000); + } + } + } + + @Test + public void testReadFvec() { + FVecReader ir = new FVecReader("src/test/resources/ivecfvec/test_ada_002_10000_distances_count.fvec"); + for (int i = 0; i < 10; i++) { + float[] dist = ir.apply(i); + for (int j = 1; j < dist.length; j++) { + assertThat(dist[j]).isGreaterThanOrEqualTo(dist[j-1]); + } + } + } + + @Test + public void testReadFvecSpecificDims() { + FVecReader ir = new FVecReader( + "src/test/resources/ivecfvec/test_ada_002_10000_base_vectors.fvec", + 1536,0); + float[] vec0 = ir.apply(0); + assertThat(vec0.length).isEqualTo(1536); + } + +} From 529777db6212681da5852dc9ed826bb8110ec0b1 Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 14:05:12 -0500 Subject: [PATCH 02/12] add missing annotations --- .../main/resources/activities/baselinesv2/cql_vector2.yaml | 5 ++++- .../io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java | 2 ++ .../io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java | 2 ++ 3 files changed, 8 insertions(+), 1 deletion(-) diff --git a/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml index 949ef59d0..c74b9e20f 100644 --- a/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml +++ b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml @@ -28,7 +28,7 @@ scenarios: astra_vectors: drop: run tags='block:drop' tags='block:drop' threads==undef cycles==undef schema: run tags='block:schema' tags='op=create_.*(table|index)' threads==undef cycles==undef dimensions==TEMPLATE(dimensions,25) - train: run tags='block:rampup' threads=auto cycles=TEMPLATE(trainsize) errors=counter,warn maxtries=2 dimensions==TEMPLATE(dimensions,25) + train: run tags='block:rampup' threads=20x cycles=TEMPLATE(trainsize) errors=counter,warn maxtries=2 dimensions==TEMPLATE(dimensions,25) # search_and_index_unthrottled: >- # run tags='block:search_and_index,optype=select' labels='target:astra' # cycles=TEMPLATE(testsize) threads=10 errors=count,retry stride=500 errors=counter @@ -114,6 +114,9 @@ blocks: verifier: | actual_indices=io.nosqlbench.engine.extensions.vectormath.CqlUtils.cqlStringColumnToIntArray("key",result); relevancy.accept({relevant_indices},actual_indices); + System.out.println(); + System.out.println("actual ",actual_indices); + System.out.println("known ",{relevant_indices}); return true; insert_rewrite: prepared: | diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java index 45ff82e48..8250c1f70 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java @@ -18,6 +18,7 @@ package io.nosqlbench.virtdata.library.ivecfvec; import io.nosqlbench.api.content.Content; import io.nosqlbench.api.content.NBIO; +import io.nosqlbench.virtdata.api.annotations.ThreadSafeMapper; import java.io.IOException; import java.nio.ByteBuffer; @@ -31,6 +32,7 @@ import java.util.function.LongFunction; /** * Reads ivec files with random access, using the input to specify the record number. */ +@ThreadSafeMapper public class FVecReader implements LongFunction { private final MappedByteBuffer bb; diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java index fb1069871..022f54ada 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java @@ -20,6 +20,7 @@ import io.nosqlbench.api.config.standard.ConfigModel; import io.nosqlbench.api.content.Content; import io.nosqlbench.api.content.NBIO; import io.nosqlbench.virtdata.api.annotations.Example; +import io.nosqlbench.virtdata.api.annotations.ThreadSafeMapper; import java.io.IOException; import java.io.RandomAccessFile; @@ -37,6 +38,7 @@ import java.util.function.LongToIntFunction; * While it is possible to specify different dimensioned vectors per record, this is not supported, since this * function honors the pure-function behavior of other NB binding functions. This requires uniform record structure for random access. */ +@ThreadSafeMapper public class IVecReader implements LongFunction { private final MappedByteBuffer bb; From 0e33026bc5d9a42f711b1b82df40b20dc6beef6b Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 14:09:39 -0500 Subject: [PATCH 03/12] added missing categories --- .../java/io/nosqlbench/virtdata/api/annotations/Category.java | 3 ++- .../io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java | 3 +++ .../io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java | 3 +++ 3 files changed, 8 insertions(+), 1 deletion(-) diff --git a/virtdata-api/src/main/java/io/nosqlbench/virtdata/api/annotations/Category.java b/virtdata-api/src/main/java/io/nosqlbench/virtdata/api/annotations/Category.java index 79d1fe0fb..15de36e0a 100644 --- a/virtdata-api/src/main/java/io/nosqlbench/virtdata/api/annotations/Category.java +++ b/virtdata-api/src/main/java/io/nosqlbench/virtdata/api/annotations/Category.java @@ -33,5 +33,6 @@ public enum Category { experimental, combinitoric, vectors, - HOF + HOF, + readers } diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java index 8250c1f70..f6da3894a 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java @@ -18,6 +18,8 @@ package io.nosqlbench.virtdata.library.ivecfvec; import io.nosqlbench.api.content.Content; import io.nosqlbench.api.content.NBIO; +import io.nosqlbench.virtdata.api.annotations.Categories; +import io.nosqlbench.virtdata.api.annotations.Category; import io.nosqlbench.virtdata.api.annotations.ThreadSafeMapper; import java.io.IOException; @@ -33,6 +35,7 @@ import java.util.function.LongFunction; * Reads ivec files with random access, using the input to specify the record number. */ @ThreadSafeMapper +@Categories(Category.readers) public class FVecReader implements LongFunction { private final MappedByteBuffer bb; diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java index 022f54ada..227e0b974 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java @@ -19,6 +19,8 @@ package io.nosqlbench.virtdata.library.ivecfvec; import io.nosqlbench.api.config.standard.ConfigModel; import io.nosqlbench.api.content.Content; import io.nosqlbench.api.content.NBIO; +import io.nosqlbench.virtdata.api.annotations.Categories; +import io.nosqlbench.virtdata.api.annotations.Category; import io.nosqlbench.virtdata.api.annotations.Example; import io.nosqlbench.virtdata.api.annotations.ThreadSafeMapper; @@ -39,6 +41,7 @@ import java.util.function.LongToIntFunction; * function honors the pure-function behavior of other NB binding functions. This requires uniform record structure for random access. */ @ThreadSafeMapper +@Categories(Category.readers) public class IVecReader implements LongFunction { private final MappedByteBuffer bb; From 669b2f8a503aceae5b1ce62ecfaca54cb2fa7bdd Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 14:12:26 -0500 Subject: [PATCH 04/12] remove gratuitous printlns --- .../src/main/resources/activities/baselinesv2/cql_vector2.yaml | 3 --- 1 file changed, 3 deletions(-) diff --git a/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml index c74b9e20f..789259a94 100644 --- a/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml +++ b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2.yaml @@ -114,9 +114,6 @@ blocks: verifier: | actual_indices=io.nosqlbench.engine.extensions.vectormath.CqlUtils.cqlStringColumnToIntArray("key",result); relevancy.accept({relevant_indices},actual_indices); - System.out.println(); - System.out.println("actual ",actual_indices); - System.out.println("known ",{relevant_indices}); return true; insert_rewrite: prepared: | From d4a4dba70da79602485b46579b4cf723498b5ecc Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 14:16:52 -0500 Subject: [PATCH 05/12] add missing unit test files --- .../test_ada_002_10000_base_vectors.fvec | Bin 0 -> 614800 bytes .../test_ada_002_10000_distances_count.fvec | Bin 0 -> 40400 bytes ...test_ada_002_10000_indices_query_10000.ivec | Bin 0 -> 40400 bytes ...test_ada_002_10000_query_vectors_10000.fvec | Bin 0 -> 614800 bytes 4 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 virtdata-lib-hdf5/src/test/resources/ivecfvec/test_ada_002_10000_base_vectors.fvec create mode 100644 virtdata-lib-hdf5/src/test/resources/ivecfvec/test_ada_002_10000_distances_count.fvec create mode 100644 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z;FI>=EN)q``6exgop+_1(0vPfLC|;${S0`+8SH;pk9QwM6K(i@TV&3v`~=>#F%MnZ zR>}GNYpd%f&a8pFiF*r%aodZPx^_xAdc$kd?@-p?8!!_S^|SgP+q0b0>Y)MXop@`< z9(YewYbE`}%I6PNTy}x3(XOrSc{3+=ZcvM%7vTMydfWExEZizy46Rp~Cra;>qtPp| z_!K;ik{{gF>x)x_HS}kHoLBj8+iP^R#-TZVGwmzlHd$Z&9If5ILyG?$PG6+VY`E3i4kkErRlN6}4nqGP}BHuoPdBJ_EL>qKX; zN1?xv48y@c`B}vo!IYljs-gcTIxlpo9og-ZGjy^r3h&D~XTI8WPUC0IuvQ-k3)^~s ze8gN_E7XDx+4~cYZo}w-?OYJIEQHKk$%d>a&X98TeZzn5NMNwJlHO3xp3LG#W1(mc z!I!o4cET>`%JjhdtR74q4Zg|8-t^+-Eq$>EcT9AZbRzC&g;^$K1uHVl-G*FaqIc8M zMW;lKlKmv~JR02`xc3ac_hNxIE>F^6Sqo Date: Thu, 26 Oct 2023 14:21:33 -0500 Subject: [PATCH 06/12] exclude ivec and fvec files from maven filtering --- virtdata-lib-hdf5/pom.xml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/virtdata-lib-hdf5/pom.xml b/virtdata-lib-hdf5/pom.xml index 6f0ebf6d2..b15119c65 100644 --- a/virtdata-lib-hdf5/pom.xml +++ b/virtdata-lib-hdf5/pom.xml @@ -53,6 +53,8 @@ src/test/resources h5ex_t_float.h5 + **/*.ivec + **/*.fvec true From 7ed01e4671b723e22c8c9a524bceef11473fa7aa Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 14:37:37 -0500 Subject: [PATCH 07/12] add file format variant for vecs vs hdf5 --- .../baselinesv2/cql_vector2_fvec.yaml | 154 ++++++++++++++++++ 1 file changed, 154 insertions(+) create mode 100644 adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml diff --git a/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml new file mode 100644 index 000000000..4d3f8b00a --- /dev/null +++ b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml @@ -0,0 +1,154 @@ +min_version: 5.21 +description: | + This is a template for live vector search testing. + + schema: Install the schema required to run the test + rampup: Measure how long it takes to load a set of embeddings + search_and_index: Measure how the system responds to queries while it + is indexing recently ingested data. + #? await_index: Pause and wait for the system to complete compactions or index processing + search: Run vector search with a set of default (or overridden) parameters + search_and_rewrite: Run the same search operations as above, but while rewriting the data + search_and_invalidate: Run the same search operations as above, but while overwriting the data + with different content using the same vector id. + In all of these phases, it is important to instance the metrics with distinct names. + Also, aggregates of recall should include total aggregate as well as a moving average. + +scenarios: + cassandra: + drop: run tags='block:drop' threads==undef cycles==undef + # nb5 cql-vector2 cassandra.schema host=localhost localdc=datacenter1 dimensions=100 + schema: run tags='op=create_.*' threads==undef cycles==undef + # nb5 cql-vector2 cassandra.rampup host=localhost localdc=datacenter1 dimensions=100 trainsize=1000000 dataset=glove-100-angular rate=10000 + rampup: run tags='block:rampup' threads=auto cycles=TEMPLATE(trainsize,set-the-trainsize) errors=counter,warn + # nb5 cql-vector2 cassandra.search_and_index testsize=10000 host=localhost localdc=datacenter1 dimensions=100 dataset=glove-100-angular --report-csv-to rmetrics:.*:5s + read_recall: >- + run alias=search_and_index tags='block:search_and_index,optype=select' labels='target:cassandra' + cycles=TEMPLATE(testsize) errors=counter,warn threads=1 + astra_vectors: + drop: run tags='block:drop' tags='block:drop' threads==undef cycles==undef + schema: run tags='block:schema' tags='op=create_.*(table|index)' threads==undef cycles==undef dimensions==TEMPLATE(dimensions,25) + train: run tags='block:rampup' threads=20x cycles=TEMPLATE(trainsize) errors=counter,warn maxtries=2 dimensions==TEMPLATE(dimensions,25) +# search_and_index_unthrottled: >- +# run tags='block:search_and_index,optype=select' labels='target:astra' +# cycles=TEMPLATE(testsize) threads=10 errors=count,retry stride=500 errors=counter + testann: >- + run tags='block:testann' cycles=TEMPLATE(testsize) errors=count,retry maxtries=2 threads=auto + # one activity or two? data leap-frog? or concurrency separate for both? + # await_index: run tags='block:await_index' # This would need to exit when a condition is met + # stop_search_and_index: stop search_and_index + # only possible if we have a triggering event to indicated + # live_search: run tags='block:search' labels='target:astra' threads=1 cycles=TEMPLATE(testsize,10000) + search_and_rewrite: run tags='block:search_and_rewrite' labels='target:astra' + search_and_invalidate: run tags='block:search_and_invalidate' labels='target:astra' + +params: + driver: cqld4 + instrument: true + +bindings: + id: ToString() + # filetype=hdf5 for TEMPLATE(filetype,hdf5) + test_floatlist_hdf5: HdfFileToFloatList("testdata/TEMPLATE(datafile).hdf5", "/test"); ToCqlVector(); + relevant_indices_hdf5: HdfFileToIntArray("testdata/TEMPLATE(datafile).hdf5", "/neighbors") + distance_floatlist_hdf5: HdfFileToFloatList("testdata/TEMPLATE(datafile).hdf5", "/distance") + train_floatlist_hdf5: HdfFileToFloatList("testdata/TEMPLATE(datafile).hdf5", "/train"); ToCqlVector(); + # filetype=vecs for TEMPLATE(filetype,vecs) + test_floatlist_vecs: FVecReader("testdata/TEMPLATE(datafile).fvec"); ToCqlVector(); + relevant_indices_vecs: IVecReader("testdata/TEMPLATE(datafile).ivec"); + distance_floatlist_vecs: FVecReader("testdata/TEMPLATE(datafile).fvec"); + train_floatlist_vecs: FVecReader("testdata/TEMPLATE(datafile).fvec"); ToCqlVector(); + synthetic_vectors: HashedFloatVectors(TEMPLATE(dimensions)); + +blocks: + drop: + params: + cl: TEMPLATE(cl,LOCAL_QUORUM) + ops: + drop_index: + raw: | + DROP INDEX IF EXISTS TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors); + drop_table: + raw: | + DROP TABLE IF EXISTS TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors); + schema: + params: + cl: TEMPLATE(cl,LOCAL_QUORUM) + ops: + create_keyspace: + raw: | + CREATE KEYSPACE IF NOT EXISTS TEMPLATE(keyspace,baselines) + WITH replication = {'class': 'SimpleStrategy', 'replication_factor': '1'}; + create_table: + raw: | + CREATE TABLE IF NOT EXISTS TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) ( + key TEXT, + value vector, + PRIMARY KEY (key) + ); + create_sai_index: + raw: | + CREATE CUSTOM INDEX IF NOT EXISTS ON TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) (value) USING 'StorageAttachedIndex' + WITH OPTIONS = {'similarity_function' : 'TEMPLATE(similarity_function,cosine)'}; +# WITH OPTIONS = {'maximum_node_connections' : TEMPLATE(M,16), 'construction_beam_width' : TEMPLATE(ef,100), 'similarity_function' : 'TEMPLATE(similarity_function,dot_product)'}; + rampup: + params: + cl: TEMPLATE(write_cl,LOCAL_QUORUM) + prepared: true + ops: + insert: | + INSERT INTO TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) + (key, value) VALUES ({id},{train_floatlist_TEMPLATE(filetype,hdf5)}); +# await_index: +# ops: + testann: + ops: + select_ann_limit_TEMPLATE(k,100): + prepared: | + SELECT * FROM TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) + ORDER BY value ANN OF {test_floatlist_TEMPLATE(filetype,hdf5)} LIMIT TEMPLATE(select_limit,100); + tags: + optype: select + verifier-init: | + k=TEMPLATE(k,100) + relevancy= new io.nosqlbench.api.engine.metrics.wrappers.RelevancyMeasures(_parsed_op); + relevancy.addFunction(io.nosqlbench.engine.extensions.computefunctions.RelevancyFunctions.recall("recall",k)); + relevancy.addFunction(io.nosqlbench.engine.extensions.computefunctions.RelevancyFunctions.precision("precision",k)); + relevancy.addFunction(io.nosqlbench.engine.extensions.computefunctions.RelevancyFunctions.F1("F1",k)); + relevancy.addFunction(io.nosqlbench.engine.extensions.computefunctions.RelevancyFunctions.reciprocal_rank("RR",k)); + relevancy.addFunction(io.nosqlbench.engine.extensions.computefunctions.RelevancyFunctions.average_precision("AP",k)); + verifier: | + actual_indices=io.nosqlbench.engine.extensions.vectormath.CqlUtils.cqlStringColumnToIntArray("key",result); + relevancy.accept({relevant_indices_TEMPLATE(filetype,hdf5)},actual_indices); + return true; + insert_rewrite: + prepared: | + INSERT INTO TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) + (key, value) VALUES ({id},{train_floatlist_TEMPLATE(filetype,hdf5)}); + tags: + optype: insert + + search_and_rewrite: + ops: + select_ann_limit: + stmt: | + SELECT * FROM TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) ORDER BY value ANN OF {test_vector} LIMIT TEMPLATE(select_limit,100); + verifier-init: | + scriptingmetrics.newSummaryGauge(_parsed_op,"recall") +# verifier: | + upsert_same: + stmt: | + INSERT INTO TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) + (key, value) VALUES ({rw_key},{train_vector}); + search_and_invalidate: + ops: + select_ann_limit: + stmt: | + SELECT * FROM TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) ORDER BY value ANN OF {test_vector} LIMIT TEMPLATE(select_limit,100); +# verifier-init: | +# verifier: | + upsert_random: | + INSERT INTO TEMPLATE(keyspace,baselines).TEMPLATE(table,vectors) + (key, value) VALUES ({rw_key},{train_vector}); + + From 282e0a198cd8276cf718fccf0511af15f4c6b926 Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 14:57:58 -0500 Subject: [PATCH 08/12] fix pom args line --- mvn-defaults/pom.xml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/mvn-defaults/pom.xml b/mvn-defaults/pom.xml index b6cd8b1d2..91fb313a9 100644 --- a/mvn-defaults/pom.xml +++ b/mvn-defaults/pom.xml @@ -537,7 +537,7 @@ org.apache.maven.plugins maven-surefire-plugin - -ea ${argLine} + -ea @{argLine} org.apache.logging.log4j.core.async.AsyncLoggerContextSelector From cc5997c1dcbf3e73c31470c454895de5c37a53ed Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 15:41:06 -0500 Subject: [PATCH 09/12] add missing annotation --- .../main/java/io/nosqlbench/adapter/jdbc/JDBCDriverAdapter.java | 1 + 1 file changed, 1 insertion(+) diff --git a/adapter-jdbc/src/main/java/io/nosqlbench/adapter/jdbc/JDBCDriverAdapter.java b/adapter-jdbc/src/main/java/io/nosqlbench/adapter/jdbc/JDBCDriverAdapter.java index 8044f78dc..cdb30b8d2 100644 --- a/adapter-jdbc/src/main/java/io/nosqlbench/adapter/jdbc/JDBCDriverAdapter.java +++ b/adapter-jdbc/src/main/java/io/nosqlbench/adapter/jdbc/JDBCDriverAdapter.java @@ -31,6 +31,7 @@ import org.apache.logging.log4j.Logger; import java.util.function.Function; +@Service(value = DriverAdapter.class,selector = "jdbc") public class JDBCDriverAdapter extends BaseDriverAdapter { private final static Logger logger = LogManager.getLogger(JDBCDriverAdapter.class); From 92d62ae88cdd170181008c01d8ca9c9095ff9187 Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 18:08:21 -0500 Subject: [PATCH 10/12] fix buffer bug --- .../io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java | 4 ++-- .../io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java index f6da3894a..c17d93d11 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java @@ -83,11 +83,11 @@ public class FVecReader implements LongFunction { ByteBuffer record = this.bb.get(recpos,buf).order(ByteOrder.LITTLE_ENDIAN); int recdim = record.getInt(); if(recdim!=dimensions) { - throw new RuntimeException("dimensions are not uniform for ivec file '" + this.path.toString() + "', found dim " + recdim + " at record " + value); + throw new RuntimeException("dimensions are not uniform for fvec file '" + this.path.toString() + "', found dim " + recdim + " at record " + value); } float[] data = new float[recdim]; for (int i = 0; i < dimensions; i++) { - data[i]=bb.getFloat(); + data[i]=record.getFloat(); } return data; } diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java index 227e0b974..6e912c55e 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java @@ -99,7 +99,7 @@ public class IVecReader implements LongFunction { } int[] data = new int[recdim]; for (int i = 0; i < dimensions; i++) { - data[i]=Integer.reverseBytes(bb.getInt()); + data[i]=Integer.reverseBytes(record.getInt()); } return data; } From e99196c36e9a82aad2d417b348b423e5e10a465a Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 20:20:37 -0500 Subject: [PATCH 11/12] fix readers --- .../baselinesv2/cql_vector2_fvec.yaml | 11 +++++----- .../virtdata/library/ivecfvec/FVecReader.java | 20 +++++++++---------- .../virtdata/library/ivecfvec/IVecReader.java | 9 +++------ .../library/ivecfvec/IVecReaderTest.java | 9 ++++++++- 4 files changed, 27 insertions(+), 22 deletions(-) diff --git a/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml index 4d3f8b00a..e09963c11 100644 --- a/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml +++ b/adapter-cqld4/src/main/resources/activities/baselinesv2/cql_vector2_fvec.yaml @@ -53,11 +53,12 @@ bindings: relevant_indices_hdf5: HdfFileToIntArray("testdata/TEMPLATE(datafile).hdf5", "/neighbors") distance_floatlist_hdf5: HdfFileToFloatList("testdata/TEMPLATE(datafile).hdf5", "/distance") train_floatlist_hdf5: HdfFileToFloatList("testdata/TEMPLATE(datafile).hdf5", "/train"); ToCqlVector(); - # filetype=vecs for TEMPLATE(filetype,vecs) - test_floatlist_vecs: FVecReader("testdata/TEMPLATE(datafile).fvec"); ToCqlVector(); - relevant_indices_vecs: IVecReader("testdata/TEMPLATE(datafile).ivec"); - distance_floatlist_vecs: FVecReader("testdata/TEMPLATE(datafile).fvec"); - train_floatlist_vecs: FVecReader("testdata/TEMPLATE(datafile).fvec"); ToCqlVector(); + # filetype=fvec for TEMPLATE(filetype,fvec) + test_floatlist_fvec: FVecReader("testdata/TEMPLATE(datafile)_TEMPLATE(trainsize)_query_vectors.fvec"); ToCqlVector(); + relevant_indices_fvec: IVecReader("testdata/TEMPLATE(datafile)_TEMPLATE(trainsize)_indices_query.ivec"); + distance_floatlist_fvec: FVecReader("testdata/TEMPLATE(datafile)_TEMPLATE(testsize)_distances_count.fvec",TEMPLATE(dimensions),0); + train_floatlist_fvec: FVecReader("testdata/TEMPLATE(datafile)_TEMPLATE(trainsize)_base_vectors.fvec",TEMPLATE(dimensions),0); ToCqlVector(); + # synthetic synthetic_vectors: HashedFloatVectors(TEMPLATE(dimensions)); blocks: diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java index c17d93d11..0fa26fb14 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/FVecReader.java @@ -25,6 +25,7 @@ import io.nosqlbench.virtdata.api.annotations.ThreadSafeMapper; import java.io.IOException; import java.nio.ByteBuffer; import java.nio.ByteOrder; +import java.nio.FloatBuffer; import java.nio.MappedByteBuffer; import java.nio.channels.FileChannel; import java.nio.file.Path; @@ -77,18 +78,17 @@ public class FVecReader implements LongFunction { @Override public float[] apply(long value) { int recordIdx = (int) (value % reclim); - long offset = value * recordIdx; - int recpos = (int) (offset %filesize) ; - byte[] buf = new byte[reclen]; - ByteBuffer record = this.bb.get(recpos,buf).order(ByteOrder.LITTLE_ENDIAN); - int recdim = record.getInt(); + int recpos = recordIdx*reclen; + int recdim = Integer.reverseBytes(bb.getInt(recpos)); if(recdim!=dimensions) { throw new RuntimeException("dimensions are not uniform for fvec file '" + this.path.toString() + "', found dim " + recdim + " at record " + value); } - float[] data = new float[recdim]; - for (int i = 0; i < dimensions; i++) { - data[i]=record.getFloat(); - } - return data; + var vbuf = new byte[dimensions*Float.BYTES]; + bb.get(recpos + Integer.BYTES, vbuf); + + FloatBuffer fbuf=ByteBuffer.wrap(vbuf).order(ByteOrder.LITTLE_ENDIAN).asFloatBuffer(); + var vectors = new float[dimensions]; + fbuf.get(vectors); + return vectors; } } diff --git a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java index 6e912c55e..6a46f779c 100644 --- a/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java +++ b/virtdata-lib-hdf5/src/main/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReader.java @@ -16,7 +16,6 @@ package io.nosqlbench.virtdata.library.ivecfvec; -import io.nosqlbench.api.config.standard.ConfigModel; import io.nosqlbench.api.content.Content; import io.nosqlbench.api.content.NBIO; import io.nosqlbench.virtdata.api.annotations.Categories; @@ -25,14 +24,12 @@ import io.nosqlbench.virtdata.api.annotations.Example; import io.nosqlbench.virtdata.api.annotations.ThreadSafeMapper; import java.io.IOException; -import java.io.RandomAccessFile; import java.nio.ByteBuffer; import java.nio.MappedByteBuffer; import java.nio.channels.FileChannel; import java.nio.file.Path; import java.nio.file.StandardOpenOption; import java.util.function.LongFunction; -import java.util.function.LongToIntFunction; /** * Reads ivec files with random access, using the input to specify the record number. @@ -89,10 +86,10 @@ public class IVecReader implements LongFunction { @Override public int[] apply(long value) { int recordIdx = (int) (value % reclim); - long offset = value * recordIdx; - int recpos = (int) (offset %filesize) ; + int recpos = recordIdx*reclen; byte[] buf = new byte[reclen]; - ByteBuffer record = this.bb.get(recpos,buf); + this.bb.get(recpos,buf); + ByteBuffer record = ByteBuffer.wrap(buf); int recdim = Integer.reverseBytes(record.getInt()); if(recdim!=dimensions) { throw new RuntimeException("dimensions are not uniform for ivec file '" + this.path.toString() + "', found dim " + recdim + " at record " + value); diff --git a/virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java b/virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java index 17d66531c..9c8bf645a 100644 --- a/virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java +++ b/virtdata-lib-hdf5/src/test/java/io/nosqlbench/virtdata/library/ivecfvec/IVecReaderTest.java @@ -18,6 +18,9 @@ package io.nosqlbench.virtdata.library.ivecfvec; import org.junit.jupiter.api.Test; +import java.util.ArrayList; +import java.util.HashSet; + import static org.assertj.core.api.Assertions.assertThat; import static org.junit.jupiter.api.Assertions.*; @@ -25,9 +28,13 @@ class IVecReaderTest { @Test public void testReadIvec() { + + ArrayList> idx_ref = IvecFvecMethods.readIvecs("src/test/resources/ivecfvec/test_ada_002_10000_indices_query_10000.ivec"); + IVecReader ir = new IVecReader("src/test/resources/ivecfvec/test_ada_002_10000_indices_query_10000.ivec"); for (int i = 0; i < 10; i++) { int[] indices = ir.apply(0); + HashSet ref = idx_ref.get(0); for (int j = 0; j < indices.length; j++) { assertThat(indices[j]).isGreaterThanOrEqualTo(0); assertThat(indices[j]).isLessThanOrEqualTo(10000); @@ -41,7 +48,7 @@ class IVecReaderTest { for (int i = 0; i < 10; i++) { float[] dist = ir.apply(i); for (int j = 1; j < dist.length; j++) { - assertThat(dist[j]).isGreaterThanOrEqualTo(dist[j-1]); + assertThat(dist[j]).isGreaterThanOrEqualTo(dist[j-1]).describedAs("dist[" + j +"]=(" +dist[j]+") dist[j-1]=(" + dist[j-1] + ")"); } } } From 651aaecbf0a645001cc6b419a584257d532e49e3 Mon Sep 17 00:00:00 2001 From: Jonathan Shook Date: Thu, 26 Oct 2023 20:33:35 -0500 Subject: [PATCH 12/12] added .run shared folder --- .gitignore | 1 - .run/cql_vector2__drop__E5-BASE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__drop__E5-LARGE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__drop__E5-SMALL-MULI.run.xml | 14 ++++++++++++++ .run/cql_vector2__drop__E5-SMALL-Q.run.xml | 14 ++++++++++++++ .run/cql_vector2__drop__E5-SMALL-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__schema__E5-BASE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__schema__E5-LARGE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__schema__E5-SMALL-MULI.run.xml | 14 ++++++++++++++ .run/cql_vector2__schema__E5-SMALL-Q.run.xml | 14 ++++++++++++++ .run/cql_vector2__schema__E5-SMALL-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__testann__E5-BASE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__testann__E5-LARGE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__testann__E5-SMALL-MULI.run.xml | 14 ++++++++++++++ .run/cql_vector2__testann__E5-SMALL-Q.run.xml | 14 ++++++++++++++ .run/cql_vector2__testann__E5-SMALL-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__train__E5-BASE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__train__E5-LARGE-V2.run.xml | 14 ++++++++++++++ .run/cql_vector2__train__E5-SMALL-MULI.run.xml | 14 ++++++++++++++ .run/cql_vector2__train__E5-SMALL-Q.run.xml | 14 ++++++++++++++ .run/cql_vector2__train__E5-SMALL-V2.run.xml | 14 ++++++++++++++ .run/linkedinput.run.xml | 15 +++++++++++++++ .run/vectorsearch-consistency-levels.run.xml | 15 +++++++++++++++ 23 files changed, 310 insertions(+), 1 deletion(-) create mode 100644 .run/cql_vector2__drop__E5-BASE-V2.run.xml create mode 100644 .run/cql_vector2__drop__E5-LARGE-V2.run.xml create mode 100644 .run/cql_vector2__drop__E5-SMALL-MULI.run.xml create mode 100644 .run/cql_vector2__drop__E5-SMALL-Q.run.xml create mode 100644 .run/cql_vector2__drop__E5-SMALL-V2.run.xml create mode 100644 .run/cql_vector2__schema__E5-BASE-V2.run.xml create mode 100644 .run/cql_vector2__schema__E5-LARGE-V2.run.xml create mode 100644 .run/cql_vector2__schema__E5-SMALL-MULI.run.xml create mode 100644 .run/cql_vector2__schema__E5-SMALL-Q.run.xml create mode 100644 .run/cql_vector2__schema__E5-SMALL-V2.run.xml create mode 100644 .run/cql_vector2__testann__E5-BASE-V2.run.xml create mode 100644 .run/cql_vector2__testann__E5-LARGE-V2.run.xml create mode 100644 .run/cql_vector2__testann__E5-SMALL-MULI.run.xml create mode 100644 .run/cql_vector2__testann__E5-SMALL-Q.run.xml create mode 100644 .run/cql_vector2__testann__E5-SMALL-V2.run.xml create mode 100644 .run/cql_vector2__train__E5-BASE-V2.run.xml create mode 100644 .run/cql_vector2__train__E5-LARGE-V2.run.xml create mode 100644 .run/cql_vector2__train__E5-SMALL-MULI.run.xml create mode 100644 .run/cql_vector2__train__E5-SMALL-Q.run.xml create mode 100644 .run/cql_vector2__train__E5-SMALL-V2.run.xml create mode 100644 .run/linkedinput.run.xml create mode 100644 .run/vectorsearch-consistency-levels.run.xml diff --git a/.gitignore b/.gitignore index 6f61acd2d..8a4133fc7 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,5 @@ exported_docs.zip .nosqlbench/** -.run/** workspaces/** workshop/** local/** diff --git a/.run/cql_vector2__drop__E5-BASE-V2.run.xml b/.run/cql_vector2__drop__E5-BASE-V2.run.xml new file mode 100644 index 000000000..9a93ad167 --- /dev/null +++ b/.run/cql_vector2__drop__E5-BASE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__drop__E5-LARGE-V2.run.xml b/.run/cql_vector2__drop__E5-LARGE-V2.run.xml new file mode 100644 index 000000000..b5f9173c7 --- /dev/null +++ b/.run/cql_vector2__drop__E5-LARGE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__drop__E5-SMALL-MULI.run.xml b/.run/cql_vector2__drop__E5-SMALL-MULI.run.xml new file mode 100644 index 000000000..584ac0098 --- /dev/null +++ b/.run/cql_vector2__drop__E5-SMALL-MULI.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__drop__E5-SMALL-Q.run.xml b/.run/cql_vector2__drop__E5-SMALL-Q.run.xml new file mode 100644 index 000000000..fdd0bd5da --- /dev/null +++ b/.run/cql_vector2__drop__E5-SMALL-Q.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__drop__E5-SMALL-V2.run.xml b/.run/cql_vector2__drop__E5-SMALL-V2.run.xml new file mode 100644 index 000000000..bc7ab91c2 --- /dev/null +++ b/.run/cql_vector2__drop__E5-SMALL-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__schema__E5-BASE-V2.run.xml b/.run/cql_vector2__schema__E5-BASE-V2.run.xml new file mode 100644 index 000000000..e140a15b3 --- /dev/null +++ b/.run/cql_vector2__schema__E5-BASE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__schema__E5-LARGE-V2.run.xml b/.run/cql_vector2__schema__E5-LARGE-V2.run.xml new file mode 100644 index 000000000..a011e6023 --- /dev/null +++ b/.run/cql_vector2__schema__E5-LARGE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__schema__E5-SMALL-MULI.run.xml b/.run/cql_vector2__schema__E5-SMALL-MULI.run.xml new file mode 100644 index 000000000..4ee8b8ed1 --- /dev/null +++ b/.run/cql_vector2__schema__E5-SMALL-MULI.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__schema__E5-SMALL-Q.run.xml b/.run/cql_vector2__schema__E5-SMALL-Q.run.xml new file mode 100644 index 000000000..252daaf96 --- /dev/null +++ b/.run/cql_vector2__schema__E5-SMALL-Q.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__schema__E5-SMALL-V2.run.xml b/.run/cql_vector2__schema__E5-SMALL-V2.run.xml new file mode 100644 index 000000000..2b228c6d5 --- /dev/null +++ b/.run/cql_vector2__schema__E5-SMALL-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__testann__E5-BASE-V2.run.xml b/.run/cql_vector2__testann__E5-BASE-V2.run.xml new file mode 100644 index 000000000..6c327a893 --- /dev/null +++ b/.run/cql_vector2__testann__E5-BASE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__testann__E5-LARGE-V2.run.xml b/.run/cql_vector2__testann__E5-LARGE-V2.run.xml new file mode 100644 index 000000000..a86df764d --- /dev/null +++ b/.run/cql_vector2__testann__E5-LARGE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__testann__E5-SMALL-MULI.run.xml b/.run/cql_vector2__testann__E5-SMALL-MULI.run.xml new file mode 100644 index 000000000..f9c453bcf --- /dev/null +++ b/.run/cql_vector2__testann__E5-SMALL-MULI.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__testann__E5-SMALL-Q.run.xml b/.run/cql_vector2__testann__E5-SMALL-Q.run.xml new file mode 100644 index 000000000..648d99361 --- /dev/null +++ b/.run/cql_vector2__testann__E5-SMALL-Q.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__testann__E5-SMALL-V2.run.xml b/.run/cql_vector2__testann__E5-SMALL-V2.run.xml new file mode 100644 index 000000000..8ad6cda75 --- /dev/null +++ b/.run/cql_vector2__testann__E5-SMALL-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__train__E5-BASE-V2.run.xml b/.run/cql_vector2__train__E5-BASE-V2.run.xml new file mode 100644 index 000000000..dc837d601 --- /dev/null +++ b/.run/cql_vector2__train__E5-BASE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__train__E5-LARGE-V2.run.xml b/.run/cql_vector2__train__E5-LARGE-V2.run.xml new file mode 100644 index 000000000..a79e1cdf7 --- /dev/null +++ b/.run/cql_vector2__train__E5-LARGE-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__train__E5-SMALL-MULI.run.xml b/.run/cql_vector2__train__E5-SMALL-MULI.run.xml new file mode 100644 index 000000000..b1e4568ee --- /dev/null +++ b/.run/cql_vector2__train__E5-SMALL-MULI.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__train__E5-SMALL-Q.run.xml b/.run/cql_vector2__train__E5-SMALL-Q.run.xml new file mode 100644 index 000000000..7fb3930ed --- /dev/null +++ b/.run/cql_vector2__train__E5-SMALL-Q.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/cql_vector2__train__E5-SMALL-V2.run.xml b/.run/cql_vector2__train__E5-SMALL-V2.run.xml new file mode 100644 index 000000000..f3961aea7 --- /dev/null +++ b/.run/cql_vector2__train__E5-SMALL-V2.run.xml @@ -0,0 +1,14 @@ + + + + + + \ No newline at end of file diff --git a/.run/linkedinput.run.xml b/.run/linkedinput.run.xml new file mode 100644 index 000000000..4e79f005b --- /dev/null +++ b/.run/linkedinput.run.xml @@ -0,0 +1,15 @@ + + + + + + \ No newline at end of file diff --git a/.run/vectorsearch-consistency-levels.run.xml b/.run/vectorsearch-consistency-levels.run.xml new file mode 100644 index 000000000..e0d44b78a --- /dev/null +++ b/.run/vectorsearch-consistency-levels.run.xml @@ -0,0 +1,15 @@ + + + + + + \ No newline at end of file