M1

cmake/cpu_features.cmake

@@ -4,6 +4,6 @@ option(CMAKE_POSITION_INDEPENDENT_CODE "" ON)
 FetchContent_Declare(
 	cpu_features
 	GIT_REPOSITORY  https://github.com/google/cpu_features.git
-	GIT_TAG 2f5a7bf80ae4c7df3285e23341ec5f37a5254095
+	GIT_TAG v0.7.0
 )
 FetchContent_MakeAvailable(cpu_features)

src/VecSim/spaces/CMakeLists.txt

@@ -7,10 +7,19 @@ project(VectorSimilaritySpaces_no_optimization)
 	)
 
 project(VectorSimilarity_Spaces)
-
-include(${root}/cmake/cpu_features.cmake)
 include(CheckCXXCompilerFlag)
-if(CMAKE_SYSTEM_PROCESSOR MATCHES "(x86_64)|(AMD64|amd64)|(^i.86$)")
+
+
+# TODO: Remove this once cpu_features get support for M1
+if(NOT APPLE)
+		include(${root}/cmake/cpu_features.cmake)
+	elseif(CMAKE_HOST_SYSTEM_PROCESSOR STREQUAL "x86_64")
+		include(${root}/cmake/cpu_features.cmake)
+	else()
+		add_definitions(-DM1)
+endif()
+
+if(CMAKE_HOST_SYSTEM_PROCESSOR MATCHES "(x86_64)|(AMD64|amd64)|(^i.86$)")
 	# build SSE/AVX* code only on x64 processors. 
 	# Check that the compiler supports instructions flag. 
 	# This will add the relevant flag both the the space selector and the optimization.
@@ -39,8 +48,16 @@ add_library(VectorSimilaritySpaces STATIC
 	IP_space.cpp
 	)
 
-target_link_libraries(VectorSimilaritySpaces cpu_features VectorSimilaritySpaces_no_optimization)
-if(CMAKE_SYSTEM_PROCESSOR MATCHES "(x86_64)|(AMD64|amd64)|(^i.86$)")
+target_link_libraries(VectorSimilaritySpaces VectorSimilaritySpaces_no_optimization)
+
+if(NOT APPLE)
+	target_link_libraries(VectorSimilaritySpaces cpu_features)
+	elseif(CMAKE_HOST_SYSTEM_PROCESSOR STREQUAL "x86_64")
+	target_link_libraries(VectorSimilaritySpaces cpu_features)
+endif()
+
+
+if(CMAKE_HOST_SYSTEM_PROCESSOR MATCHES "(x86_64)|(AMD64|amd64)|(^i.86$)")
 	# Build and link the relevant optimization for X86.
 	if(CXX_AVX512F)
 			project(VectorSimilaritySpaces_avx512)

src/VecSim/spaces/IP_space.cpp

@@ -5,7 +5,9 @@
 InnerProductSpace::InnerProductSpace(size_t dim, std::shared_ptr<VecSimAllocator> allocator)
     : SpaceInterface(allocator) {
     fstdistfunc_ = InnerProduct;
-#if defined(__x86_64__)
+#if defined(M1)
+
+#elif defined(__x86_64__)
     Arch_Optimization arch_opt = getArchitectureOptimization();
     if (arch_opt == ARCH_OPT_AVX512) {
 #ifdef __AVX512F__

src/VecSim/spaces/L2_space.cpp

@@ -6,7 +6,9 @@
 L2Space::L2Space(size_t dim, std::shared_ptr<VecSimAllocator> allocator)
     : SpaceInterface(allocator) {
     fstdistfunc_ = L2Sqr;
-#if defined(__x86_64__)
+#if defined(M1)
+
+#elif defined(__x86_64__)
     Arch_Optimization arch_opt = getArchitectureOptimization();
     if (arch_opt == ARCH_OPT_AVX512) {
 #ifdef __AVX512F__

src/VecSim/spaces/space_aux.cpp

@@ -1,5 +1,9 @@
 #include "space_aux.h"
+#if defined(M1)
+
+#elif defined(__x86_64__)
 #include "cpu_features_macros.h"
+#endif
 
 #ifdef CPU_FEATURES_ARCH_X86_64
 #include "cpuinfo_x86.h"

tests/unit/test_bruteforce.cpp

@@ -1210,7 +1210,7 @@ TEST_F(BruteForceTest, testCosine) {
             ((first_coordinate + (float)dim - 1.0f) /
              (sqrtf((float)dim) * sqrtf((float)(dim - 1) + first_coordinate * first_coordinate)));
         // Verify that abs difference between the actual and expected score is at most 1/10^6.
-        ASSERT_NEAR(score, expected_score, 1e-6);
+        ASSERT_NEAR(score, expected_score, 1e-5);
     };
     runTopKSearchTest(index, query, 10, verify_res);
 
@@ -1233,7 +1233,7 @@ TEST_F(BruteForceTest, testCosine) {
                         (sqrtf((float)dim) *
                          sqrtf((float)(dim - 1) + first_coordinate * first_coordinate)));
             // Verify that abs difference between the actual and expected score is at most 1/10^6.
-            ASSERT_NEAR(score, expected_score, 1e-6);
+            ASSERT_NEAR(score, expected_score, 1e-5);
         };
         runBatchIteratorSearchTest(batchIterator, n_res, verify_res_batch);
         iteration_num++;

tests/unit/test_hnswlib.cpp

@@ -1288,7 +1288,7 @@ TEST_F(HNSWLibTest, preferAdHocOptimization) {
 }
 
 TEST_F(HNSWLibTest, testCosine) {
-    size_t dim = 128;
+    size_t dim = 4;
     size_t n = 100;
 
     VecSimParams params{.algo = VecSimAlgo_HNSWLIB,
@@ -1321,7 +1321,7 @@ TEST_F(HNSWLibTest, testCosine) {
             ((first_coordinate + (float)dim - 1.0f) /
              (sqrtf((float)dim) * sqrtf((float)(dim - 1) + first_coordinate * first_coordinate)));
         // Verify that abs difference between the actual and expected score is at most 1/10^6.
-        ASSERT_NEAR(score, expected_score, 1e-6);
+        ASSERT_NEAR(score, expected_score, 1e-5);
     };
     runTopKSearchTest(index, query, 10, verify_res);
 
@@ -1344,7 +1344,7 @@ TEST_F(HNSWLibTest, testCosine) {
                         (sqrtf((float)dim) *
                          sqrtf((float)(dim - 1) + first_coordinate * first_coordinate)));
             // Verify that abs difference between the actual and expected score is at most 1/10^6.
-            ASSERT_NEAR(score, expected_score, 1e-6);
+            ASSERT_NEAR(score, expected_score, 1e-5);
         };
         runBatchIteratorSearchTest(batchIterator, n_res, verify_res_batch);
         iteration_num++;

tests/unit/test_spaces.cpp

@@ -1,5 +1,4 @@
 #include "gtest/gtest.h"
-#include "cpu_features_macros.h"
 #include "VecSim/spaces/space_aux.h"
 #include "VecSim/spaces/IP/IP.h"
 #include "VecSim/spaces/IP/IP_SSE.h"
@@ -22,6 +21,10 @@ class SpacesTest : public ::testing::Test {
     void TearDown() override {}
 };
 
+#if defined(M1)
+
+#elif defined(__x86_64)
+#include "cpu_features_macros.h"
 #ifdef CPU_FEATURES_ARCH_X86_64
 // This test will trigger the "Residuals" function for dimension > 16, for each optimization.
 TEST_F(SpacesTest, l2_17) {
@@ -151,3 +154,5 @@ TEST_F(SpacesTest, ip_16) {
     }
 }
 #endif // CPU_FEATURES_ARCH_X86_64
+
+#endif // M1/X86_64