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util/bloom: add a bloom filter implementation
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,68 @@ | ||
package bloom | ||
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||
import ( | ||
"fmt" | ||
"hash/fnv" | ||
) | ||
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// Filter a simple abstraction of bloom filter | ||
type Filter struct { | ||
bitSet []uint64 | ||
length uint64 | ||
unitSize uint64 | ||
} | ||
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// NewFilter returns a filter with a given size | ||
func NewFilter(length int) (*Filter, error) { | ||
if length <= 0 { | ||
return nil, fmt.Errorf("length is not positive") | ||
} | ||
bitset := make([]uint64, length) | ||
bits := uint64(64) | ||
return &Filter{ | ||
bitSet: bitset, | ||
length: bits * uint64(length), | ||
unitSize: bits, | ||
}, nil | ||
} | ||
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// NewFilterBySlice create a bloom filter by the given slice | ||
func NewFilterBySlice(bs []uint64) (*Filter, error) { | ||
if len(bs) == 0 { | ||
return nil, fmt.Errorf("len(bs) == 0") | ||
} | ||
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bits := uint64(64) | ||
return &Filter{ | ||
bitSet: bs, | ||
length: bits * uint64(len(bs)), | ||
unitSize: bits, | ||
}, nil | ||
} | ||
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// Insert a key into the filter | ||
func (bf *Filter) Insert(key []byte) { | ||
idx, shift := bf.hash(key) | ||
bf.bitSet[idx] |= 1 << shift | ||
} | ||
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// Probe check whether the given key is in the filter | ||
func (bf *Filter) Probe(key []byte) bool { | ||
idx, shift := bf.hash(key) | ||
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return bf.bitSet[idx]&(1<<shift) != 0 | ||
} | ||
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func (bf *Filter) hash(key []byte) (uint64, uint64) { | ||
hash := ihash(key) % uint64(bf.length) | ||
idx := hash / bf.unitSize | ||
shift := hash % bf.unitSize | ||
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return idx, shift | ||
} | ||
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func ihash(key []byte) uint64 { | ||
h := fnv.New64a() | ||
h.Write(key) | ||
return h.Sum64() | ||
} |
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@@ -0,0 +1,129 @@ | ||
package bloom | ||
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import ( | ||
"testing" | ||
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"github.com/pingcap/check" | ||
) | ||
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func TestT(t *testing.T) { | ||
check.TestingT(t) | ||
} | ||
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var _ = check.Suite(&testBloomFilterSuite{}) | ||
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type testBloomFilterSuite struct{} | ||
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func (s *testBloomFilterSuite) TestNewBloomFilter(c *check.C) { | ||
_, err1 := NewFilter(0) | ||
c.Assert(err1, check.NotNil) | ||
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_, err2 := NewFilter(10) | ||
c.Assert(err2, check.IsNil) | ||
} | ||
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func (s *testBloomFilterSuite) TestNewBloomFilterBySlice(c *check.C) { | ||
_, err1 := NewFilterBySlice(make([]uint64, 0)) | ||
c.Assert(err1, check.NotNil) | ||
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_, err2 := NewFilterBySlice(make([]uint64, 10)) | ||
c.Assert(err2, check.IsNil) | ||
} | ||
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func (s *testBloomFilterSuite) TestBasic(c *check.C) { | ||
bf, _ := NewFilterBySlice(make([]uint64, 10)) | ||
bf.Insert([]byte("Heading")) | ||
bf.Insert([]byte("towards")) | ||
bf.Insert([]byte("the")) | ||
bf.Insert([]byte("ocean")) | ||
bf.Insert([]byte("blue")) | ||
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bf.Insert([]byte("Reaching")) | ||
bf.Insert([]byte("for")) | ||
bf.Insert([]byte("the")) | ||
bf.Insert([]byte("stars")) | ||
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bf.Insert([]byte("it's")) | ||
bf.Insert([]byte("every")) | ||
bf.Insert([]byte("effort")) | ||
bf.Insert([]byte("of")) | ||
bf.Insert([]byte("yours")) | ||
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bf.Insert([]byte("Making")) | ||
bf.Insert([]byte("our")) | ||
bf.Insert([]byte("dream")) | ||
bf.Insert([]byte("come")) | ||
bf.Insert([]byte("check.IsTrue")) | ||
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bf.Insert([]byte("Let's")) | ||
bf.Insert([]byte("shape")) | ||
bf.Insert([]byte("the")) | ||
bf.Insert([]byte("future")) | ||
bf.Insert([]byte("of")) | ||
bf.Insert([]byte("database")) | ||
bf.Insert([]byte("together")) | ||
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c.Assert(bf.Probe([]byte("Heading")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("towards")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("the")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("ocean")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("blue")), check.IsTrue) | ||
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c.Assert(bf.Probe([]byte("Reaching")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("for")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("the")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("stars")), check.IsTrue) | ||
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c.Assert(bf.Probe([]byte("it's")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("every")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("effort")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("of")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("yours")), check.IsTrue) | ||
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c.Assert(bf.Probe([]byte("check.IsTrue")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("come")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("dream")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("our")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("Making")), check.IsTrue) | ||
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c.Assert(bf.Probe([]byte("together")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("database")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("of")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("future")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("the")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("shape")), check.IsTrue) | ||
c.Assert(bf.Probe([]byte("Let's")), check.IsTrue) | ||
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c.Assert(bf.Probe([]byte("shit")), check.IsFalse) | ||
c.Assert(bf.Probe([]byte("fuck")), check.IsFalse) | ||
c.Assert(bf.Probe([]byte("foo")), check.IsFalse) | ||
c.Assert(bf.Probe([]byte("bar")), check.IsFalse) | ||
} | ||
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func BenchmarkBloomInsert(b *testing.B) { | ||
for i := 0; i < b.N; i++ { | ||
bf, _ := NewFilterBySlice(make([]uint64, 10)) | ||
bf.Insert([]byte("Heading")) | ||
bf.Insert([]byte("towards")) | ||
bf.Insert([]byte("the")) | ||
bf.Insert([]byte("ocean")) | ||
bf.Insert([]byte("blue")) | ||
} | ||
} | ||
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func BenchmarkBloom(b *testing.B) { | ||
bf, _ := NewFilterBySlice(make([]uint64, 10)) | ||
bf.Insert([]byte("Heading")) | ||
bf.Insert([]byte("towards")) | ||
bf.Insert([]byte("the")) | ||
bf.Insert([]byte("ocean")) | ||
bf.Insert([]byte("blue")) | ||
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for i := 0; i < b.N; i++ { | ||
bf.Probe([]byte("Heading")) | ||
bf.Probe([]byte("towards")) | ||
bf.Probe([]byte("the")) | ||
bf.Probe([]byte("ocean")) | ||
bf.Probe([]byte("blue")) | ||
} | ||
} |