hanahmily commented on code in PR #665:
URL: 
https://github.com/apache/skywalking-banyandb/pull/665#discussion_r2114034672


##########
pkg/query/logical/stream/index_filter.go:
##########
@@ -113,7 +117,10 @@ func parseConditionToFilter(cond *modelv1.Condition, 
indexRule *databasev1.Index
        case modelv1.Condition_BINARY_OP_EQ:
                return newEq(indexRule, expr), [][]*modelv1.TagValue{entity}, 
nil
        case modelv1.Condition_BINARY_OP_MATCH:
-               return newMatch(indexRule, expr, cond.MatchOption), 
[][]*modelv1.TagValue{entity}, nil
+               if indexRule.Type == databasev1.IndexRule_TYPE_INVERTED {
+                       return newMatch(indexRule, expr, cond.MatchOption), 
[][]*modelv1.TagValue{entity}, nil
+               }
+               return ENode, [][]*modelv1.TagValue{entity}, nil

Review Comment:
   You should return error if it's not an inverted index. Tag filter can not 
handle the matching operations. 



##########
banyand/stream/block.go:
##########
@@ -103,6 +105,21 @@ func (b *block) processTags(tf tagValues, tagFamilyIdx, i 
int, elementsLen int)
                tags[j].resizeValues(elementsLen)
                tags[j].valueType = t.valueType
                tags[j].values[i] = t.marshal()
+               if !t.indexed {
+                       continue
+               }
+               if tags[j].filter == nil {
+                       tags[j].filter = filter.NewBloomFilter(elementsLen)

Review Comment:
   You should use the pool to cache the filter.



##########
pkg/query/logical/interface.go:
##########
@@ -58,4 +58,5 @@ type ComparableExpr interface {
        Compare(LiteralExpr) (int, bool)
        BelongTo(LiteralExpr) bool
        Contains(LiteralExpr) bool
+       Match(LiteralExpr) bool

Review Comment:
   Expr can not support Match because the written data is not tokenized, which 
should be supported through the analyzer.



##########
banyand/stream/tag.go:
##########
@@ -39,6 +40,10 @@ func (t *tag) reset() {
                values[i] = nil
        }
        t.values = values[:0]
+
+       t.filter = nil
+       t.min = t.min[:0]
+       t.max = t.max[:0]

Review Comment:
   Create tagFilter.reset function 



##########
banyand/stream/tag_metadata.go:
##########
@@ -28,26 +28,38 @@ import (
 
 type tagMetadata struct {
        name string
+       min  []byte
+       max  []byte
        dataBlock
-       valueType pbv1.ValueType
+       valueType   pbv1.ValueType
+       filterBlock dataBlock
 }
 
 func (tm *tagMetadata) reset() {
        tm.name = ""
        tm.valueType = 0
        tm.dataBlock.reset()
+       tm.min = tm.min[:0]
+       tm.max = tm.max[:0]

Review Comment:
   
   ```suggestion
        tm.min = nil
        tm.max = nil
   ```



##########
banyand/stream/tag_filter.go:
##########
@@ -0,0 +1,200 @@
+// Licensed to Apache Software Foundation (ASF) under one or more contributor
+// license agreements. See the NOTICE file distributed with
+// this work for additional information regarding copyright
+// ownership. Apache Software Foundation (ASF) licenses this file to you 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 stream
+
+import (
+       "bytes"
+
+       pkgbytes "github.com/apache/skywalking-banyandb/pkg/bytes"
+       "github.com/apache/skywalking-banyandb/pkg/encoding"
+       "github.com/apache/skywalking-banyandb/pkg/filter"
+       "github.com/apache/skywalking-banyandb/pkg/fs"
+       "github.com/apache/skywalking-banyandb/pkg/index"
+       "github.com/apache/skywalking-banyandb/pkg/logger"
+       pbv1 "github.com/apache/skywalking-banyandb/pkg/pb/v1"
+       "github.com/apache/skywalking-banyandb/pkg/pool"
+)
+
+func encodeBloomFilter(dst []byte, bf *filter.BloomFilter) []byte {
+       dst = encoding.Int64ToBytes(dst, int64(bf.N()))
+       dst = encoding.EncodeUint64Block(dst, bf.Bits())
+       return dst
+}
+
+func decodeBloomFilter(src []byte, bf *filter.BloomFilter) *filter.BloomFilter 
{
+       n := encoding.BytesToInt64(src)
+       bf.SetN(int(n))
+
+       m := n * filter.B
+       bits := make([]uint64, 0)
+       bits, _, err := encoding.DecodeUint64Block(bits[:0], src[8:], 
uint64((m+63)/64))
+       if err != nil {
+               logger.Panicf("failed to decode Bloom filter: %v", err)
+       }
+       bf.SetBits(bits)
+
+       return bf
+}
+
+func generateBloomFilter() *filter.BloomFilter {
+       v := bloomFilterPool.Get()
+       if v == nil {
+               return filter.NewBloomFilter(0)
+       }
+       return v
+}
+
+func releaseBloomFilter(bf *filter.BloomFilter) {
+       bf.Reset()
+       bloomFilterPool.Put(bf)
+}
+
+var bloomFilterPool = pool.Register[*filter.BloomFilter]("stream-bloomFilter")
+
+type tagFilter struct {
+       filter *filter.BloomFilter
+       min    []byte
+       max    []byte
+}
+
+type tagFamilyFilter map[string]*tagFilter
+
+func (tff *tagFamilyFilter) reset() {
+       clear(*tff)
+}
+
+func (tff tagFamilyFilter) unmarshal(tagFamilyMetadataBlock *dataBlock, 
metaReader, filterReader fs.Reader) {
+       bb := bigValuePool.Generate()
+       bb.Buf = pkgbytes.ResizeExact(bb.Buf, int(tagFamilyMetadataBlock.size))
+       fs.MustReadData(metaReader, int64(tagFamilyMetadataBlock.offset), 
bb.Buf)
+       tfm := generateTagFamilyMetadata()
+       defer releaseTagFamilyMetadata(tfm)
+       err := tfm.unmarshal(bb.Buf)
+       if err != nil {
+               logger.Panicf("%s: cannot unmarshal tagFamilyMetadata: %v", 
metaReader.Path(), err)
+       }
+       bigValuePool.Release(bb)
+       for _, tm := range tfm.tagMetadata {
+               if tm.filterBlock.size == 0 {
+                       continue
+               }
+               bb.Buf = pkgbytes.ResizeExact(bb.Buf, int(tm.filterBlock.size))
+               fs.MustReadData(filterReader, int64(tm.filterBlock.offset), 
bb.Buf)
+               bf := generateBloomFilter()
+               bf = decodeBloomFilter(bb.Buf, bf)
+               tf := &tagFilter{
+                       filter: bf,
+               }
+               if tm.valueType == pbv1.ValueTypeInt64 {
+                       tf.min = tm.min
+                       tf.max = tm.max
+               }
+               tff[tm.name] = tf
+       }
+}
+
+func generateTagFamilyFilter() *tagFamilyFilter {
+       v := tagFamilyFilterPool.Get()
+       if v == nil {
+               return &tagFamilyFilter{}
+       }
+       return v
+}
+
+func releaseTagFamilyFilter(tff *tagFamilyFilter) {
+       for _, tf := range *tff {
+               releaseBloomFilter(tf.filter)
+       }
+       tff.reset()
+       tagFamilyFilterPool.Put(tff)
+}
+
+var tagFamilyFilterPool = 
pool.Register[*tagFamilyFilter]("stream-tagFamilyFilter")
+
+type tagFamilyFilters struct {
+       tagFamilyFilters []*tagFamilyFilter
+}
+
+func (tfs *tagFamilyFilters) reset() {
+       tfs.tagFamilyFilters = tfs.tagFamilyFilters[:0]
+}
+
+func (tfs *tagFamilyFilters) unmarshal(tagFamilies map[string]*dataBlock, 
metaReader, filterReader map[string]fs.Reader) {
+       for tf := range tagFamilies {
+               tff := generateTagFamilyFilter()
+               tff.unmarshal(tagFamilies[tf], metaReader[tf], filterReader[tf])
+               tfs.tagFamilyFilters = append(tfs.tagFamilyFilters, tff)
+       }
+}
+
+func (tfs *tagFamilyFilters) Eq(tagName string, tagValue string) bool {
+       for _, tff := range tfs.tagFamilyFilters {
+               if tf, ok := (*tff)[tagName]; ok {
+                       return tf.filter.MightContain([]byte(tagValue))
+               }
+       }
+       return true
+}
+
+func (tfs *tagFamilyFilters) Range(tagName string, rangeOpts index.RangeOpts) 
bool {
+       for _, tff := range tfs.tagFamilyFilters {
+               if tf, ok := (*tff)[tagName]; ok {
+                       if rangeOpts.Lower != nil {
+                               lower, ok := 
rangeOpts.Lower.(*index.FloatTermValue)
+                               if !ok {
+                                       logger.Panicf("lower is not a float 
value: %v", rangeOpts.Lower)

Review Comment:
   You should return false instead of a panic.



##########
banyand/stream/tag_filter.go:
##########
@@ -0,0 +1,200 @@
+// Licensed to Apache Software Foundation (ASF) under one or more contributor
+// license agreements. See the NOTICE file distributed with
+// this work for additional information regarding copyright
+// ownership. Apache Software Foundation (ASF) licenses this file to you 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 stream
+
+import (
+       "bytes"
+
+       pkgbytes "github.com/apache/skywalking-banyandb/pkg/bytes"
+       "github.com/apache/skywalking-banyandb/pkg/encoding"
+       "github.com/apache/skywalking-banyandb/pkg/filter"
+       "github.com/apache/skywalking-banyandb/pkg/fs"
+       "github.com/apache/skywalking-banyandb/pkg/index"
+       "github.com/apache/skywalking-banyandb/pkg/logger"
+       pbv1 "github.com/apache/skywalking-banyandb/pkg/pb/v1"
+       "github.com/apache/skywalking-banyandb/pkg/pool"
+)
+
+func encodeBloomFilter(dst []byte, bf *filter.BloomFilter) []byte {
+       dst = encoding.Int64ToBytes(dst, int64(bf.N()))
+       dst = encoding.EncodeUint64Block(dst, bf.Bits())
+       return dst
+}
+
+func decodeBloomFilter(src []byte, bf *filter.BloomFilter) *filter.BloomFilter 
{
+       n := encoding.BytesToInt64(src)
+       bf.SetN(int(n))
+
+       m := n * filter.B
+       bits := make([]uint64, 0)
+       bits, _, err := encoding.DecodeUint64Block(bits[:0], src[8:], 
uint64((m+63)/64))
+       if err != nil {
+               logger.Panicf("failed to decode Bloom filter: %v", err)
+       }
+       bf.SetBits(bits)
+
+       return bf
+}
+
+func generateBloomFilter() *filter.BloomFilter {
+       v := bloomFilterPool.Get()
+       if v == nil {
+               return filter.NewBloomFilter(0)
+       }
+       return v
+}
+
+func releaseBloomFilter(bf *filter.BloomFilter) {
+       bf.Reset()
+       bloomFilterPool.Put(bf)
+}
+
+var bloomFilterPool = pool.Register[*filter.BloomFilter]("stream-bloomFilter")
+
+type tagFilter struct {
+       filter *filter.BloomFilter
+       min    []byte
+       max    []byte
+}
+
+type tagFamilyFilter map[string]*tagFilter
+
+func (tff *tagFamilyFilter) reset() {
+       clear(*tff)
+}
+
+func (tff tagFamilyFilter) unmarshal(tagFamilyMetadataBlock *dataBlock, 
metaReader, filterReader fs.Reader) {
+       bb := bigValuePool.Generate()
+       bb.Buf = pkgbytes.ResizeExact(bb.Buf, int(tagFamilyMetadataBlock.size))
+       fs.MustReadData(metaReader, int64(tagFamilyMetadataBlock.offset), 
bb.Buf)
+       tfm := generateTagFamilyMetadata()
+       defer releaseTagFamilyMetadata(tfm)
+       err := tfm.unmarshal(bb.Buf)
+       if err != nil {
+               logger.Panicf("%s: cannot unmarshal tagFamilyMetadata: %v", 
metaReader.Path(), err)
+       }
+       bigValuePool.Release(bb)
+       for _, tm := range tfm.tagMetadata {
+               if tm.filterBlock.size == 0 {
+                       continue
+               }
+               bb.Buf = pkgbytes.ResizeExact(bb.Buf, int(tm.filterBlock.size))
+               fs.MustReadData(filterReader, int64(tm.filterBlock.offset), 
bb.Buf)
+               bf := generateBloomFilter()
+               bf = decodeBloomFilter(bb.Buf, bf)
+               tf := &tagFilter{

Review Comment:
   You should add a pool for tagFilter.



##########
banyand/stream/part_iter.go:
##########
@@ -221,13 +226,26 @@ func (pi *partIter) findBlock() bool {
                        bhs = bhs[1:]
                        continue
                }
+
                if bm.timestamps.min > pi.maxTimestamp {
                        if !pi.nextSeriesID() {
                                return false
                        }
                        continue
                }
 
+               if pi.blockFilter != nil && pi.blockFilter != 
logicalstream.ENode {
+                       tfs := generateTagFamilyFilters()
+                       defer releaseTagFamilyFilters(tfs)
+                       tfs.unmarshal(bm.tagFamilies, pi.p.tagFamilyMetadata, 
pi.p.tagFamilyFilter)
+                       if !pi.blockFilter.ShouldNotSkip(tfs) {

Review Comment:
   Could you change the function name to 'ShouldSkip'? It makes more sense.



##########
banyand/stream/tag_filter.go:
##########
@@ -0,0 +1,200 @@
+// Licensed to Apache Software Foundation (ASF) under one or more contributor
+// license agreements. See the NOTICE file distributed with
+// this work for additional information regarding copyright
+// ownership. Apache Software Foundation (ASF) licenses this file to you 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 stream
+
+import (
+       "bytes"
+
+       pkgbytes "github.com/apache/skywalking-banyandb/pkg/bytes"
+       "github.com/apache/skywalking-banyandb/pkg/encoding"
+       "github.com/apache/skywalking-banyandb/pkg/filter"
+       "github.com/apache/skywalking-banyandb/pkg/fs"
+       "github.com/apache/skywalking-banyandb/pkg/index"
+       "github.com/apache/skywalking-banyandb/pkg/logger"
+       pbv1 "github.com/apache/skywalking-banyandb/pkg/pb/v1"
+       "github.com/apache/skywalking-banyandb/pkg/pool"
+)
+
+func encodeBloomFilter(dst []byte, bf *filter.BloomFilter) []byte {
+       dst = encoding.Int64ToBytes(dst, int64(bf.N()))
+       dst = encoding.EncodeUint64Block(dst, bf.Bits())
+       return dst
+}
+
+func decodeBloomFilter(src []byte, bf *filter.BloomFilter) *filter.BloomFilter 
{
+       n := encoding.BytesToInt64(src)
+       bf.SetN(int(n))
+
+       m := n * filter.B
+       bits := make([]uint64, 0)
+       bits, _, err := encoding.DecodeUint64Block(bits[:0], src[8:], 
uint64((m+63)/64))
+       if err != nil {
+               logger.Panicf("failed to decode Bloom filter: %v", err)
+       }
+       bf.SetBits(bits)
+
+       return bf
+}
+
+func generateBloomFilter() *filter.BloomFilter {
+       v := bloomFilterPool.Get()
+       if v == nil {
+               return filter.NewBloomFilter(0)
+       }
+       return v
+}
+
+func releaseBloomFilter(bf *filter.BloomFilter) {
+       bf.Reset()
+       bloomFilterPool.Put(bf)
+}
+
+var bloomFilterPool = pool.Register[*filter.BloomFilter]("stream-bloomFilter")
+
+type tagFilter struct {
+       filter *filter.BloomFilter
+       min    []byte
+       max    []byte
+}
+
+type tagFamilyFilter map[string]*tagFilter
+
+func (tff *tagFamilyFilter) reset() {
+       clear(*tff)
+}
+
+func (tff tagFamilyFilter) unmarshal(tagFamilyMetadataBlock *dataBlock, 
metaReader, filterReader fs.Reader) {
+       bb := bigValuePool.Generate()
+       bb.Buf = pkgbytes.ResizeExact(bb.Buf, int(tagFamilyMetadataBlock.size))
+       fs.MustReadData(metaReader, int64(tagFamilyMetadataBlock.offset), 
bb.Buf)
+       tfm := generateTagFamilyMetadata()
+       defer releaseTagFamilyMetadata(tfm)
+       err := tfm.unmarshal(bb.Buf)
+       if err != nil {
+               logger.Panicf("%s: cannot unmarshal tagFamilyMetadata: %v", 
metaReader.Path(), err)
+       }
+       bigValuePool.Release(bb)
+       for _, tm := range tfm.tagMetadata {
+               if tm.filterBlock.size == 0 {
+                       continue
+               }
+               bb.Buf = pkgbytes.ResizeExact(bb.Buf, int(tm.filterBlock.size))
+               fs.MustReadData(filterReader, int64(tm.filterBlock.offset), 
bb.Buf)
+               bf := generateBloomFilter()
+               bf = decodeBloomFilter(bb.Buf, bf)
+               tf := &tagFilter{
+                       filter: bf,
+               }
+               if tm.valueType == pbv1.ValueTypeInt64 {
+                       tf.min = tm.min
+                       tf.max = tm.max
+               }
+               tff[tm.name] = tf
+       }
+}
+
+func generateTagFamilyFilter() *tagFamilyFilter {
+       v := tagFamilyFilterPool.Get()
+       if v == nil {
+               return &tagFamilyFilter{}
+       }
+       return v
+}
+
+func releaseTagFamilyFilter(tff *tagFamilyFilter) {
+       for _, tf := range *tff {
+               releaseBloomFilter(tf.filter)
+       }
+       tff.reset()
+       tagFamilyFilterPool.Put(tff)
+}
+
+var tagFamilyFilterPool = 
pool.Register[*tagFamilyFilter]("stream-tagFamilyFilter")
+
+type tagFamilyFilters struct {
+       tagFamilyFilters []*tagFamilyFilter
+}
+
+func (tfs *tagFamilyFilters) reset() {
+       tfs.tagFamilyFilters = tfs.tagFamilyFilters[:0]
+}
+
+func (tfs *tagFamilyFilters) unmarshal(tagFamilies map[string]*dataBlock, 
metaReader, filterReader map[string]fs.Reader) {

Review Comment:
   Could you add a benchmark to verify the allocation status of unmarshal?



##########
banyand/stream/part_iter.go:
##########
@@ -221,13 +226,26 @@ func (pi *partIter) findBlock() bool {
                        bhs = bhs[1:]
                        continue
                }
+
                if bm.timestamps.min > pi.maxTimestamp {
                        if !pi.nextSeriesID() {
                                return false
                        }
                        continue
                }
 
+               if pi.blockFilter != nil && pi.blockFilter != 
logicalstream.ENode {
+                       tfs := generateTagFamilyFilters()
+                       defer releaseTagFamilyFilters(tfs)

Review Comment:
   Do not use a defer in a loop.



##########
banyand/internal/storage/versions.yml:
##########
@@ -14,4 +14,5 @@
 # limitations under the License.
 
 versions:
+- 1.3.0
 - 1.2.0

Review Comment:
   You can not support 1.2.0 anymore. The relevant unmarshal operations does 
not support 1.2.0



##########
pkg/query/logical/expr_literal.go:
##########
@@ -266,6 +276,14 @@ func (s *strLiteral) BelongTo(other LiteralExpr) bool {
        return false
 }
 
+func (s *strLiteral) Match(other LiteralExpr) bool {
+       if o, ok := other.(*strLiteral); ok {

Review Comment:
   strLiteral can not support matching since the written str is not tokenized.



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