perf: optimize bitmapContainer.fillLeastSignificant16bits using TrailingZeros64

bitmapcontainer.go

@@ -295,16 +295,16 @@ func bitmapEquals(a, b []uint64) bool {
 }
 
 func (bc *bitmapContainer) fillLeastSignificant16bits(x []uint32, i int, mask uint32) int {
-	// TODO: should be written as optimized assembly
+	// On amd64 this loop compiles to TZCNT/BLSR; the remaining headroom is
+	// vectorized decode (cf. CRoaring bitset_extract_setbits_avx2/avx512).
 	pos := i
 	base := mask
 	for k := 0; k < len(bc.bitmap); k++ {
 		bitset := bc.bitmap[k]
 		for bitset != 0 {
-			t := bitset & -bitset
-			x[pos] = base + uint32(bits.OnesCount64(t-1))
+			x[pos] = base + uint32(bits.TrailingZeros64(bitset))
 			pos++
-			bitset ^= t
+			bitset &= bitset - 1
 		}
 		base += 64
 	}

bitmapcontainer_bench_test.go

@@ -0,0 +1,26 @@
+package roaring
+
+import (
+	"math/rand"
+	"testing"
+)
+
+var sink uint32
+
+func BenchmarkBitmapContainerFillLeastSignificant16bits(b *testing.B) {
+	r := rand.New(rand.NewSource(42))
+	bc := newBitmapContainer()
+	for i := 0; i < 32768; i++ {
+		val := uint16(r.Intn(65536))
+		bc.iadd(val)
+	}
+
+	x := make([]uint32, 65536)
+	mask := uint32(123) << 16
+
+	b.ResetTimer()
+	for i := 0; i < b.N; i++ {
+		pos := bc.fillLeastSignificant16bits(x, 0, mask)
+		sink += x[pos-1]
+	}
+}

bitmapcontainer_test.go

@@ -532,3 +532,110 @@ func TestBitmapcontainerOrArrayCardinality(t *testing.T) {
 		assert.Equal(t, 1024, result)
 	})
 }
+
+func TestBitmapContainerFillLeastSignificant16bitsProperties(t *testing.T) {
+	runTest := func(t *testing.T, vals []uint16, mask uint32) {
+		bc := newBitmapContainer()
+		for _, val := range vals {
+			bc.iadd(val)
+		}
+
+		cardinality := len(vals)
+		assert.Equal(t, cardinality, bc.getCardinality())
+
+		for _, startIdx := range []int{0, 13} {
+			x := make([]uint32, startIdx+cardinality+10)
+			// Fill x with a sentinel value to detect out-of-bound writes
+			const sentinel = 0xDEADC0DE
+			for j := range x {
+				x[j] = sentinel
+			}
+
+			pos := bc.fillLeastSignificant16bits(x, startIdx, mask)
+
+			// Assert return value matches container cardinality contract
+			assert.Equal(t, startIdx+cardinality, pos)
+
+			// Assert prefix before startIdx is untouched
+			for j := 0; j < startIdx; j++ {
+				assert.Equal(t, uint32(sentinel), x[j])
+			}
+
+			// Assert suffix after pos is untouched
+			for j := pos; j < len(x); j++ {
+				assert.Equal(t, uint32(sentinel), x[j])
+			}
+
+			// Assert output contents and order
+			for j, val := range vals {
+				expected := mask + uint32(val)
+				assert.Equal(t, expected, x[startIdx+j], "Mismatch at index %d for val %d", startIdx+j, val)
+			}
+		}
+	}
+
+	t.Run("words >= 2 boundary and bits 63", func(t *testing.T) {
+		// covers: words >= 2, bit 63 within words, word boundaries 0/63/64/127
+		vals := []uint16{
+			0,   // boundary 0
+			63,  // word 0 bit 63
+			64,  // boundary 64
+			127, // word 1 bit 63
+			128, // word 2 boundary 0 (words >= 2)
+			191, // word 2 bit 63
+			255, // word 3 bit 63
+			1024,
+			1024 + 63,
+		}
+		runTest(t, vals, 0xFFFF0000)
+		runTest(t, vals, 0x12340000)
+	})
+
+	t.Run("full container 65536 bits at max mask 0xFFFF0000", func(t *testing.T) {
+		vals := make([]uint16, 65536)
+		for i := 0; i < 65536; i++ {
+			vals[i] = uint16(i)
+		}
+		runTest(t, vals, 0xFFFF0000)
+	})
+
+	t.Run("dense regime p0.95", func(t *testing.T) {
+		r := rand.New(rand.NewSource(12345))
+		vals := []uint16{}
+		for i := 0; i < 65536; i++ {
+			if r.Float64() < 0.95 {
+				vals = append(vals, uint16(i))
+			}
+		}
+		runTest(t, vals, 0xABCDE000)
+	})
+
+	t.Run("sparse regime", func(t *testing.T) {
+		r := rand.New(rand.NewSource(54321))
+		vals := []uint16{}
+		for i := 0; i < 65536; i++ {
+			if r.Float64() < 0.01 {
+				vals = append(vals, uint16(i))
+			}
+		}
+		runTest(t, vals, 0x10000000)
+	})
+
+	t.Run("random-word regimes", func(t *testing.T) {
+		r := rand.New(rand.NewSource(999))
+		vals := []uint16{}
+		for word := 0; word < 1024; word++ {
+			// 30% chance to populate this 64-bit word
+			if r.Float64() < 0.3 {
+				// Random word content
+				w := r.Uint64()
+				for bit := 0; bit < 64; bit++ {
+					if (w & (1 << bit)) != 0 {
+						vals = append(vals, uint16(word*64+bit))
+					}
+				}
+			}
+		}
+		runTest(t, vals, 0x55550000)
+	})
+}