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Posted to commits@quickstep.apache.org by ji...@apache.org on 2016/07/30 01:11:51 UTC

[1/3] incubator-quickstep git commit: Updates

Repository: incubator-quickstep
Updated Branches:
  refs/heads/adaptive-bloom-filters 319d557bf -> 7d868b0dd


Updates


Project: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/repo
Commit: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/commit/9cc47e56
Tree: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/tree/9cc47e56
Diff: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/diff/9cc47e56

Branch: refs/heads/adaptive-bloom-filters
Commit: 9cc47e561d893a108fc2ad686413e6b251de64cb
Parents: 319d557
Author: Jianqiao Zhu <ji...@cs.wisc.edu>
Authored: Thu Jul 28 17:29:43 2016 -0400
Committer: Jianqiao Zhu <ji...@cs.wisc.edu>
Committed: Thu Jul 28 17:29:43 2016 -0400

----------------------------------------------------------------------
 cli/QuickstepCli.cpp                            |  18 +++
 query_optimizer/ExecutionGenerator.cpp          |  76 +++-------
 query_optimizer/ExecutionHeuristics.cpp         | 128 ++++++++---------
 query_optimizer/ExecutionHeuristics.hpp         |  28 ++--
 query_optimizer/PhysicalGenerator.cpp           |   1 -
 query_optimizer/physical/HashJoin.cpp           |  18 +++
 query_optimizer/physical/HashJoin.hpp           |  70 ++++++++-
 query_optimizer/rules/AttachBloomFilters.cpp    | 143 +++++++++++++++----
 query_optimizer/rules/AttachBloomFilters.hpp    |  16 ++-
 .../StarSchemaHashJoinOrderOptimization.cpp     |  32 ++++-
 .../StarSchemaHashJoinOrderOptimization.hpp     |  14 +-
 storage/HashTable.hpp                           |  35 ++---
 storage/HashTable.proto                         |  10 +-
 storage/HashTableFactory.hpp                    |  16 +--
 utility/BloomFilterAdapter.hpp                  |  34 ++---
 15 files changed, 403 insertions(+), 236 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/cli/QuickstepCli.cpp
----------------------------------------------------------------------
diff --git a/cli/QuickstepCli.cpp b/cli/QuickstepCli.cpp
index ddabf31..8031dd3 100644
--- a/cli/QuickstepCli.cpp
+++ b/cli/QuickstepCli.cpp
@@ -219,6 +219,23 @@ void addPrimaryKeyInfoForTPCHTables(quickstep::CatalogDatabase *database) {
   }
 }
 
+void addPrimaryKeyInfoForSSBTables(quickstep::CatalogDatabase *database) {
+  const std::vector<std::pair<std::string, std::vector<std::string>>> rel_pkeys = {
+      { "supplier", { "s_suppkey" } },
+      { "customer", { "c_custkey" } },
+      { "part", { "p_partkey" } },
+      { "ddate", { "d_datekey" } }
+  };
+  for (const auto &rel_pair : rel_pkeys) {
+    CatalogRelation *rel = database->getRelationByNameMutable(rel_pair.first);
+    std::vector<quickstep::attribute_id> attrs;
+    for (const auto &pkey : rel_pair.second) {
+      attrs.emplace_back(rel->getAttributeByName(pkey)->getID());
+    }
+    rel->getConstraintsMutable()->setPrimaryKey(attrs);
+  }
+}
+
 int main(int argc, char* argv[]) {
   google::InitGoogleLogging(argv[0]);
   gflags::ParseCommandLineFlags(&argc, &argv, true);
@@ -327,6 +344,7 @@ int main(int argc, char* argv[]) {
   }
 
 //  addPrimaryKeyInfoForTPCHTables(query_processor->getDefaultDatabase());
+//  addPrimaryKeyInfoForSSBTables(query_processor->getDefaultDatabase());
 //  std::string proto_str;
 //  google::protobuf::TextFormat::PrintToString(
 //      query_processor->getDefaultDatabase()->getProto(), &proto_str);

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/ExecutionGenerator.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/ExecutionGenerator.cpp b/query_optimizer/ExecutionGenerator.cpp
index f84c371..fe6b6e7 100644
--- a/query_optimizer/ExecutionGenerator.cpp
+++ b/query_optimizer/ExecutionGenerator.cpp
@@ -599,8 +599,10 @@ void ExecutionGenerator::convertHashJoin(const P::HashJoinPtr &physical_plan) {
   std::vector<attribute_id> probe_attribute_ids;
   std::vector<attribute_id> build_attribute_ids;
 
-  std::vector<attribute_id> probe_original_attribute_ids;
-  std::vector<attribute_id> build_original_attribute_ids;
+  const P::BloomFilterConfig &bloom_filter_config =
+      physical_plan->bloom_filter_config();
+  std::vector<attribute_id> probe_side_bloom_filter_attribute_ids;
+  std::vector<attribute_id> build_side_bloom_filter_attribute_ids;
 
   const CatalogRelation *referenced_stored_probe_relation = nullptr;
   const CatalogRelation *referenced_stored_build_relation = nullptr;
@@ -613,18 +615,6 @@ void ExecutionGenerator::convertHashJoin(const P::HashJoinPtr &physical_plan) {
   const std::vector<E::AttributeReferencePtr> &left_join_attributes =
       physical_plan->left_join_attributes();
   for (const E::AttributeReferencePtr &left_join_attribute : left_join_attributes) {
-    // Try to determine the original stored relation referenced in the Hash Join.
-    referenced_stored_probe_relation =
-        optimizer_context_->catalog_database()->getRelationByName(left_join_attribute->relation_name());
-    if (referenced_stored_probe_relation == nullptr) {
-      // Hash Join optimizations are not possible, if the referenced relation cannot be determined.
-      skip_hash_join_optimization = true;
-    } else {
-      const attribute_id probe_operator_attribute_id =
-          referenced_stored_probe_relation->getAttributeByName(left_join_attribute->attribute_name())->getID();
-      probe_original_attribute_ids.emplace_back(probe_operator_attribute_id);
-    }
-
     const CatalogAttribute *probe_catalog_attribute
         = attribute_substitution_map_[left_join_attribute->id()];
     probe_attribute_ids.emplace_back(probe_catalog_attribute->getID());
@@ -637,18 +627,6 @@ void ExecutionGenerator::convertHashJoin(const P::HashJoinPtr &physical_plan) {
   const std::vector<E::AttributeReferencePtr> &right_join_attributes =
       physical_plan->right_join_attributes();
   for (const E::AttributeReferencePtr &right_join_attribute : right_join_attributes) {
-    // Try to determine the original stored relation referenced in the Hash Join.
-    referenced_stored_build_relation =
-        optimizer_context_->catalog_database()->getRelationByName(right_join_attribute->relation_name());
-    if (referenced_stored_build_relation == nullptr) {
-      // Hash Join optimizations are not possible, if the referenced relation cannot be determined.
-      skip_hash_join_optimization = true;
-    } else {
-      const attribute_id build_operator_attribute_id =
-          referenced_stored_build_relation->getAttributeByName(right_join_attribute->attribute_name())->getID();
-      build_original_attribute_ids.emplace_back(build_operator_attribute_id);
-    }
-
     const CatalogAttribute *build_catalog_attribute
         = attribute_substitution_map_[right_join_attribute->id()];
     build_attribute_ids.emplace_back(build_catalog_attribute->getID());
@@ -658,6 +636,20 @@ void ExecutionGenerator::convertHashJoin(const P::HashJoinPtr &physical_plan) {
     }
   }
 
+  for (const auto &bf : bloom_filter_config.probe_side_bloom_filters) {
+    const CatalogAttribute *probe_bf_catalog_attribute
+        = attribute_substitution_map_[bf.attribute->id()];
+    probe_side_bloom_filter_attribute_ids.emplace_back(
+        probe_bf_catalog_attribute->getID());
+  }
+
+  for (const auto &bf : bloom_filter_config.build_side_bloom_filters) {
+    const CatalogAttribute *build_bf_catalog_attribute
+        = attribute_substitution_map_[bf.attribute->id()];
+    build_side_bloom_filter_attribute_ids.emplace_back(
+        build_bf_catalog_attribute->getID());
+  }
+
   // Remember key types for call to SimplifyHashTableImplTypeProto() below.
   std::vector<const Type*> key_types;
   for (std::vector<E::AttributeReferencePtr>::size_type attr_idx = 0;
@@ -672,34 +664,7 @@ void ExecutionGenerator::convertHashJoin(const P::HashJoinPtr &physical_plan) {
     key_types.push_back(&left_attribute_type);
   }
 
-  std::size_t probe_cardinality = cost_model_->estimateCardinality(probe_physical);
   std::size_t build_cardinality = cost_model_->estimateCardinality(build_physical);
-  // For inner join, we may swap the probe table and the build table.
-  if (physical_plan->join_type() == P::HashJoin::JoinType::kInnerJoin)  {
-    const bool left_unique_join_attrs =
-        probe_physical->impliesUniqueAttributes(left_join_attributes);
-    const bool right_unique_join_attrs =
-        build_physical->impliesUniqueAttributes(right_join_attributes);
-
-    bool swap_probe_build;
-    if (left_unique_join_attrs != right_unique_join_attrs) {
-      swap_probe_build = left_unique_join_attrs;
-    } else {
-      // Choose the smaller table as the inner build table,
-      // and the other one as the outer probe table.
-      swap_probe_build = (probe_cardinality < build_cardinality);
-    }
-
-    if (swap_probe_build) {
-      // Switch the probe and build physical nodes.
-      std::swap(probe_physical, build_physical);
-      std::swap(probe_cardinality, build_cardinality);
-      std::swap(probe_attribute_ids, build_attribute_ids);
-      std::swap(any_probe_attributes_nullable, any_build_attributes_nullable);
-      std::swap(probe_original_attribute_ids, build_original_attribute_ids);
-      std::swap(referenced_stored_probe_relation, referenced_stored_build_relation);
-    }
-  }
 
   // Convert the residual predicate proto.
   QueryContext::predicate_id residual_predicate_index = QueryContext::kInvalidPredicateId;
@@ -861,8 +826,9 @@ void ExecutionGenerator::convertHashJoin(const P::HashJoinPtr &physical_plan) {
                                            join_operator_index,
                                            referenced_stored_build_relation,
                                            referenced_stored_probe_relation,
-                                           std::move(build_original_attribute_ids),
-                                           std::move(probe_original_attribute_ids),
+                                           bloom_filter_config,
+                                           std::move(build_side_bloom_filter_attribute_ids),
+                                           std::move(probe_side_bloom_filter_attribute_ids),
                                            join_hash_table_index,
                                            star_schema_cost_model_->estimateCardinality(build_physical));
   }

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/ExecutionHeuristics.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/ExecutionHeuristics.cpp b/query_optimizer/ExecutionHeuristics.cpp
index dec078c..b407453 100644
--- a/query_optimizer/ExecutionHeuristics.cpp
+++ b/query_optimizer/ExecutionHeuristics.cpp
@@ -25,6 +25,8 @@
 #include "catalog/CatalogTypedefs.hpp"
 #include "query_execution/QueryContext.pb.h"
 #include "query_optimizer/QueryPlan.hpp"
+#include "query_optimizer/physical/Physical.hpp"
+#include "query_optimizer/physical/HashJoin.hpp"
 #include "utility/Macros.hpp"
 
 #include "glog/logging.h"
@@ -32,91 +34,79 @@
 namespace quickstep {
 namespace optimizer {
 
+namespace E = ::quickstep::optimizer::expressions;
+namespace P = ::quickstep::optimizer::physical;
+
 static const std::size_t kNumBitsPerByte = 8;
 DEFINE_double(bloom_num_bits_per_tuple, kNumBitsPerByte,
     "Number of bits per tuple used to size the Bloom filter.");
 
-DEFINE_int32(bloom_num_hash_fns, 3,
+DEFINE_int32(bloom_num_hash_fns, 1,
     "Number of hash functions used in the Bloom filter.");
 
 void ExecutionHeuristics::optimizeExecutionPlan(QueryPlan *query_plan,
                                                 serialization::QueryContext *query_context_proto) {
-  // Currently this only optimizes left deep joins using bloom filters.
-  // It uses a simple algorithm to discover the left deep joins.
-  // It starts with the first hash join in the plan and keeps on iterating
-  // over the next hash joins, till a probe on a different relation id is found.
-  // The set of hash joins found in this way forms a chain and can be recognized
-  // as a left deep join. It becomes a candidate for optimization.
-
-  // The optimization is done by modifying each of the build operators in the chain
-  // to generate a bloom filter on the build key during their hash table creation.
-  // The leaf-level probe operator is then modified to query all the bloom
-  // filters generated from all the build operators in the chain. These
-  // bloom filters are queried to test the membership of the probe key
-  // just prior to probing the hash table.
-
-  QueryPlan::DAGNodeIndex origin_node = 0;
-  while (origin_node < hash_joins_.size() - 1) {
-    std::vector<std::size_t> chained_nodes;
-    chained_nodes.push_back(origin_node);
-    for (std::size_t i = origin_node + 1; i < hash_joins_.size(); ++i) {
-      const relation_id checked_relation_id = hash_joins_[origin_node].referenced_stored_probe_relation_->getID();
-      const relation_id expected_relation_id = hash_joins_[i].referenced_stored_probe_relation_->getID();
-      if (checked_relation_id == expected_relation_id) {
-        chained_nodes.push_back(i);
-      } else {
-        break;
-      }
+  std::map<std::pair<E::ExprId, P::PhysicalPtr>,
+           std::pair<QueryContext::bloom_filter_id, QueryPlan::DAGNodeIndex>> bloom_filter_map;
+  for (const auto &info : hash_joins_) {
+    auto *hash_table_proto =
+        query_context_proto->mutable_join_hash_tables(info.join_hash_table_id_);
+    const auto &bloom_filter_config = info.bloom_filter_config_;
+
+    for (std::size_t i = 0; i < info.build_side_bloom_filter_ids_.size(); ++i) {
+      const QueryContext::bloom_filter_id bloom_filter_id = query_context_proto->bloom_filters_size();
+      serialization::BloomFilter *bloom_filter_proto = query_context_proto->add_bloom_filters();
+      setBloomFilterProperties(bloom_filter_proto, info.estimated_build_relation_cardinality_);
+
+      const auto &build_side_bf =
+          bloom_filter_config.build_side_bloom_filters[i];
+      bloom_filter_map.emplace(
+          std::make_pair(build_side_bf.attribute->id(),
+                         bloom_filter_config.builder),
+          std::make_pair(bloom_filter_id, info.build_operator_index_));
+
+      auto *build_side_bloom_filter = hash_table_proto->add_build_side_bloom_filters();
+      build_side_bloom_filter->set_bloom_filter_id(bloom_filter_id);
+      build_side_bloom_filter->set_attr_id(info.build_side_bloom_filter_ids_[i]);
+
+      std::cout << "Build " << build_side_bf.attribute->toString()
+                << " @" << bloom_filter_config.builder << "\n";
     }
+  }
 
-    // Only chains of length greater than one are suitable candidates for semi-join optimization.
-    if (chained_nodes.size() > 1) {
-      std::unordered_map<QueryContext::bloom_filter_id, std::vector<attribute_id>> probe_bloom_filter_info;
-      for (const std::size_t node : chained_nodes) {
-        // Provision for a new bloom filter to be used by the build operator.
-        const QueryContext::bloom_filter_id bloom_filter_id =  query_context_proto->bloom_filters_size();
-        serialization::BloomFilter *bloom_filter_proto = query_context_proto->add_bloom_filters();
-
-        // Modify the bloom filter properties based on the statistics of the relation.
-        setBloomFilterProperties(bloom_filter_proto, hash_joins_[node].referenced_stored_build_relation_);
-
-        // Add build-side bloom filter information to the corresponding hash table proto.
-        query_context_proto->mutable_join_hash_tables(hash_joins_[node].join_hash_table_id_)
-            ->add_build_side_bloom_filter_id(bloom_filter_id);
-
-        probe_bloom_filter_info.insert(std::make_pair(bloom_filter_id, hash_joins_[node].probe_attributes_));
-      }
-
-      // Add probe-side bloom filter information to the corresponding hash table proto for each build-side bloom filter.
-      for (const std::pair<QueryContext::bloom_filter_id, std::vector<attribute_id>>
-               &bloom_filter_info : probe_bloom_filter_info) {
-        auto *probe_side_bloom_filter =
-            query_context_proto->mutable_join_hash_tables(hash_joins_[origin_node].join_hash_table_id_)
-                                  ->add_probe_side_bloom_filters();
-        probe_side_bloom_filter->set_probe_side_bloom_filter_id(bloom_filter_info.first);
-        for (const attribute_id &probe_attribute_id : bloom_filter_info.second) {
-          probe_side_bloom_filter->add_probe_side_attr_ids(probe_attribute_id);
-        }
-      }
-
-      // Add node dependencies from chained build nodes to origin node probe.
-      for (std::size_t i = 1; i < chained_nodes.size(); ++i) {  // Note: It starts from index 1.
-        query_plan->addDirectDependency(hash_joins_[origin_node].join_operator_index_,
-                                        hash_joins_[origin_node + i].build_operator_index_,
-                                        true /* is_pipeline_breaker */);
-      }
+  for (const auto &info : hash_joins_) {
+    auto *hash_table_proto =
+        query_context_proto->mutable_join_hash_tables(info.join_hash_table_id_);
+    const auto &bloom_filter_config = info.bloom_filter_config_;
+
+    for (std::size_t i = 0; i < info.probe_side_bloom_filter_ids_.size(); ++i) {
+      auto *probe_side_bloom_filter = hash_table_proto->add_probe_side_bloom_filters();
+      const auto &probe_side_bf =
+          bloom_filter_config.probe_side_bloom_filters[i];
+      std::cout << "Probe " << probe_side_bf.attribute->toString()
+                << " @" << probe_side_bf.builder << "\n";
+
+      const auto &build_side_info =
+           bloom_filter_map.at(
+               std::make_pair(probe_side_bf.source_attribute->id(),
+                              probe_side_bf.builder));
+      probe_side_bloom_filter->set_bloom_filter_id(build_side_info.first);
+      probe_side_bloom_filter->set_attr_id(info.probe_side_bloom_filter_ids_[i]);
+      std::cout << "Probe attr_id = " << info.probe_side_bloom_filter_ids_[i] << "\n";
+
+      query_plan->addDirectDependency(info.join_operator_index_,
+                                      build_side_info.second,
+                                      true /* is_pipeline_breaker */);
     }
-
-    // Update the origin node.
-    origin_node = chained_nodes.back() + 1;
   }
 }
 
 void ExecutionHeuristics::setBloomFilterProperties(serialization::BloomFilter *bloom_filter_proto,
-                                                   const CatalogRelation *relation) {
-  const std::size_t cardinality = relation->getStatistics().getNumTuples();
+                                                   const std::size_t cardinality) {
   bloom_filter_proto->set_bloom_filter_size(
-      static_cast<std::size_t>(FLAGS_bloom_num_bits_per_tuple * cardinality) / kNumBitsPerByte);
+      BloomFilter::getNearestAllowedSize(
+          (FLAGS_bloom_num_bits_per_tuple * cardinality) / kNumBitsPerByte));
+  std::cout << "bf size = " << bloom_filter_proto->bloom_filter_size() << "\n";
   bloom_filter_proto->set_number_of_hashes(FLAGS_bloom_num_hash_fns);
 }
 

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/ExecutionHeuristics.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/ExecutionHeuristics.hpp b/query_optimizer/ExecutionHeuristics.hpp
index 2106a1b..8af1b4a 100644
--- a/query_optimizer/ExecutionHeuristics.hpp
+++ b/query_optimizer/ExecutionHeuristics.hpp
@@ -25,6 +25,7 @@
 #include "query_execution/QueryContext.hpp"
 #include "query_execution/QueryContext.pb.h"
 #include "query_optimizer/QueryPlan.hpp"
+#include "query_optimizer/physical/HashJoin.hpp"
 #include "utility/Macros.hpp"
 
 #include "glog/logging.h"
@@ -65,16 +66,18 @@ class ExecutionHeuristics {
                  const QueryPlan::DAGNodeIndex join_operator_index,
                  const CatalogRelation *referenced_stored_build_relation,
                  const CatalogRelation *referenced_stored_probe_relation,
-                 std::vector<attribute_id> &&build_attributes,
-                 std::vector<attribute_id> &&probe_attributes,
+                 const physical::BloomFilterConfig &bloom_filter_config,
+                 std::vector<attribute_id> &&build_side_bloom_filter_ids,
+                 std::vector<attribute_id> &&probe_side_bloom_filter_ids,
                  const QueryContext::join_hash_table_id join_hash_table_id,
                  const std::size_t estimated_build_relation_cardinality)
         : build_operator_index_(build_operator_index),
           join_operator_index_(join_operator_index),
           referenced_stored_build_relation_(referenced_stored_build_relation),
           referenced_stored_probe_relation_(referenced_stored_probe_relation),
-          build_attributes_(std::move(build_attributes)),
-          probe_attributes_(std::move(probe_attributes)),
+          bloom_filter_config_(bloom_filter_config),
+          build_side_bloom_filter_ids_(std::move(build_side_bloom_filter_ids)),
+          probe_side_bloom_filter_ids_(std::move(probe_side_bloom_filter_ids)),
           join_hash_table_id_(join_hash_table_id),
           estimated_build_relation_cardinality_(estimated_build_relation_cardinality) {
     }
@@ -83,8 +86,9 @@ class ExecutionHeuristics {
     const QueryPlan::DAGNodeIndex join_operator_index_;
     const CatalogRelation *referenced_stored_build_relation_;
     const CatalogRelation *referenced_stored_probe_relation_;
-    const std::vector<attribute_id> build_attributes_;
-    const std::vector<attribute_id> probe_attributes_;
+    const physical::BloomFilterConfig &bloom_filter_config_;
+    const std::vector<attribute_id> build_side_bloom_filter_ids_;
+    const std::vector<attribute_id> probe_side_bloom_filter_ids_;
     const QueryContext::join_hash_table_id join_hash_table_id_;
     const std::size_t estimated_build_relation_cardinality_;
   };
@@ -112,16 +116,18 @@ class ExecutionHeuristics {
                               const QueryPlan::DAGNodeIndex join_operator_index,
                               const CatalogRelation *referenced_stored_build_relation,
                               const CatalogRelation *referenced_stored_probe_relation,
-                              std::vector<attribute_id> &&build_attributes,
-                              std::vector<attribute_id> &&probe_attributes,
+                              const physical::BloomFilterConfig &bloom_filter_config,
+                              std::vector<attribute_id> &&build_side_bloom_filter_ids,
+                              std::vector<attribute_id> &&probe_side_bloom_filter_ids,
                               const QueryContext::join_hash_table_id join_hash_table_id,
                               const std::size_t estimated_build_relation_cardinality) {
     hash_joins_.push_back(HashJoinInfo(build_operator_index,
                                        join_operator_index,
                                        referenced_stored_build_relation,
                                        referenced_stored_probe_relation,
-                                       std::move(build_attributes),
-                                       std::move(probe_attributes),
+                                       bloom_filter_config,
+                                       std::move(build_side_bloom_filter_ids),
+                                       std::move(probe_side_bloom_filter_ids),
                                        join_hash_table_id,
                                        estimated_build_relation_cardinality));
   }
@@ -144,7 +150,7 @@ class ExecutionHeuristics {
    * @param relation The catalog relation on which bloom filter is being built.
    **/
   void setBloomFilterProperties(serialization::BloomFilter *bloom_filter_proto,
-                                const CatalogRelation *relation);
+                                const std::size_t cardinality);
 
   std::size_t estimated_build_relation_cardinality() const {
     return estimated_build_relation_cardinality_;

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/PhysicalGenerator.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/PhysicalGenerator.cpp b/query_optimizer/PhysicalGenerator.cpp
index 50e1d86..f73a546 100644
--- a/query_optimizer/PhysicalGenerator.cpp
+++ b/query_optimizer/PhysicalGenerator.cpp
@@ -114,7 +114,6 @@ P::PhysicalPtr PhysicalGenerator::optimizePlan() {
     quickstep::PlanVisualizer plan_visualizer;
     std::cerr << "\n" << plan_visualizer.visualize(physical_plan_) << "\n";
   }
-  exit(0);
 
 #ifdef QUICKSTEP_DEBUG
   Validate(physical_plan_);

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/physical/HashJoin.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/physical/HashJoin.cpp b/query_optimizer/physical/HashJoin.cpp
index 7bea86a..f0e72e8 100644
--- a/query_optimizer/physical/HashJoin.cpp
+++ b/query_optimizer/physical/HashJoin.cpp
@@ -115,6 +115,24 @@ void HashJoin::getFieldStringItems(
   container_child_fields->push_back(CastSharedPtrVector<OptimizerTreeBase>(left_join_attributes_));
   container_child_field_names->push_back("right_join_attributes");
   container_child_fields->push_back(CastSharedPtrVector<OptimizerTreeBase>(right_join_attributes_));
+
+  if (!bloom_filter_config_.build_side_bloom_filters.empty()) {
+    container_child_field_names->push_back("build_side_bloom_filters");
+    container_child_fields->emplace_back();
+    auto &container = container_child_fields->back();
+    for (const auto& bf : bloom_filter_config_.build_side_bloom_filters) {
+      container.emplace_back(bf.attribute);
+    }
+  }
+
+  if (!bloom_filter_config_.probe_side_bloom_filters.empty()) {
+    container_child_field_names->push_back("probe_side_bloom_filters");
+    container_child_fields->emplace_back();
+    auto &container = container_child_fields->back();
+    for (const auto& bf : bloom_filter_config_.probe_side_bloom_filters) {
+      container.emplace_back(bf.attribute);
+    }
+  }
 }
 
 }  // namespace physical

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/physical/HashJoin.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/physical/HashJoin.hpp b/query_optimizer/physical/HashJoin.hpp
index 55c9588..cacb08b 100644
--- a/query_optimizer/physical/HashJoin.hpp
+++ b/query_optimizer/physical/HashJoin.hpp
@@ -48,6 +48,56 @@ namespace physical {
 class HashJoin;
 typedef std::shared_ptr<const HashJoin> HashJoinPtr;
 
+struct BloomFilterConfig {
+  struct BuildSide {
+    BuildSide(const expressions::AttributeReferencePtr &attribute_in)
+        : attribute(attribute_in) {
+    }
+    expressions::AttributeReferencePtr attribute;
+  };
+  struct ProbeSide {
+    ProbeSide(const expressions::AttributeReferencePtr &attribute_in,
+              const expressions::AttributeReferencePtr &source_attribute_in,
+              const physical::PhysicalPtr &builder_in)
+        : attribute(attribute_in),
+          source_attribute(source_attribute_in),
+          builder(builder_in) {
+    }
+    expressions::AttributeReferencePtr attribute;
+    expressions::AttributeReferencePtr source_attribute;
+    PhysicalPtr builder;
+  };
+  BloomFilterConfig() {}
+  BloomFilterConfig(const PhysicalPtr &builder_in)
+      : builder(builder_in) {
+  }
+  BloomFilterConfig(const PhysicalPtr &builder_in,
+                    const std::vector<BuildSide> &build_side_bloom_filters_in,
+                    const std::vector<ProbeSide> &probe_side_bloom_filters_in)
+      : builder(builder_in),
+        build_side_bloom_filters(build_side_bloom_filters_in),
+        probe_side_bloom_filters(probe_side_bloom_filters_in) {
+  }
+  void addBuildSideBloomFilter(const expressions::AttributeReferencePtr &attribute_in) {
+    for (const auto &build_bf : build_side_bloom_filters) {
+      if (attribute_in == build_bf.attribute) {
+        return;
+      }
+    }
+    build_side_bloom_filters.emplace_back(attribute_in);
+  }
+  void addProbeSideBloomFilter(const expressions::AttributeReferencePtr &attribute_in,
+                               const expressions::AttributeReferencePtr &source_attribute_in,
+                               const physical::PhysicalPtr &builder_in) {
+    probe_side_bloom_filters.emplace_back(attribute_in,
+                                          source_attribute_in,
+                                          builder_in);
+  }
+  PhysicalPtr builder;
+  std::vector<BuildSide> build_side_bloom_filters;
+  std::vector<ProbeSide> probe_side_bloom_filters;
+};
+
 /**
  * @brief Physical hash join node.
  */
@@ -115,7 +165,8 @@ class HashJoin : public BinaryJoin {
                   right_join_attributes_,
                   residual_predicate_,
                   project_expressions(),
-                  join_type_);
+                  join_type_,
+                  bloom_filter_config_);
   }
 
   std::vector<expressions::AttributeReferencePtr> getReferencedAttributes() const override;
@@ -127,6 +178,10 @@ class HashJoin : public BinaryJoin {
   bool impliesUniqueAttributes(
       const std::vector<expressions::AttributeReferencePtr> &attributes) const override;
 
+  const BloomFilterConfig &bloom_filter_config() const {
+    return bloom_filter_config_;
+  }
+
   /**
    * @brief Creates a physical HashJoin. The left/right operand does not correspond to
    *        probe/build operand.
@@ -147,7 +202,8 @@ class HashJoin : public BinaryJoin {
       const std::vector<expressions::AttributeReferencePtr> &right_join_attributes,
       const expressions::PredicatePtr &residual_predicate,
       const std::vector<expressions::NamedExpressionPtr> &project_expressions,
-      const JoinType join_type) {
+      const JoinType join_type,
+      const BloomFilterConfig bloom_filter_config = BloomFilterConfig()) {
     return HashJoinPtr(
         new HashJoin(left,
                      right,
@@ -155,7 +211,8 @@ class HashJoin : public BinaryJoin {
                      right_join_attributes,
                      residual_predicate,
                      project_expressions,
-                     join_type));
+                     join_type,
+                     bloom_filter_config));
   }
 
  protected:
@@ -175,18 +232,21 @@ class HashJoin : public BinaryJoin {
       const std::vector<expressions::AttributeReferencePtr> &right_join_attributes,
       const expressions::PredicatePtr &residual_predicate,
       const std::vector<expressions::NamedExpressionPtr> &project_expressions,
-      const JoinType join_type)
+      const JoinType join_type,
+      const BloomFilterConfig &bloom_filter_config)
       : BinaryJoin(left, right, project_expressions),
         left_join_attributes_(left_join_attributes),
         right_join_attributes_(right_join_attributes),
         residual_predicate_(residual_predicate),
-        join_type_(join_type) {
+        join_type_(join_type),
+        bloom_filter_config_(bloom_filter_config) {
   }
 
   std::vector<expressions::AttributeReferencePtr> left_join_attributes_;
   std::vector<expressions::AttributeReferencePtr> right_join_attributes_;
   expressions::PredicatePtr residual_predicate_;
   JoinType join_type_;
+  BloomFilterConfig bloom_filter_config_;
 
   DISALLOW_COPY_AND_ASSIGN(HashJoin);
 };

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/rules/AttachBloomFilters.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/rules/AttachBloomFilters.cpp b/query_optimizer/rules/AttachBloomFilters.cpp
index b3cf0da..e3bdc36 100644
--- a/query_optimizer/rules/AttachBloomFilters.cpp
+++ b/query_optimizer/rules/AttachBloomFilters.cpp
@@ -70,16 +70,29 @@ P::PhysicalPtr AttachBloomFilters::apply(const P::PhysicalPtr &input) {
     std::cerr << "********\n";
   }
 
-  return input;
+  return visitAndAttach(input);
 }
 
-void AttachBloomFilters::visitProducer(const P::PhysicalPtr &node, int depth) {
+void AttachBloomFilters::visitProducer(const P::PhysicalPtr &node, const int depth) {
   for (const P::PhysicalPtr &child : node->children()) {
     visitProducer(child, depth+1);
   }
 
   std::vector<BloomFilterInfo> bloom_filters;
 
+  if (node->getPhysicalType() == P::PhysicalType::kHashJoin) {
+    const P::HashJoinPtr &hash_join =
+        std::static_pointer_cast<const P::HashJoin>(node);
+    const P::PhysicalPtr &build_node = hash_join->right();
+    double selectivity = cost_model_->estimateSelectivity(build_node);
+    if (selectivity < 1.0) {
+      auto &build_node_info = producers_[build_node];
+      for (const auto &attr : hash_join->right_join_attributes()) {
+        build_node_info.emplace_back(node, attr, depth, selectivity, false);
+      }
+    }
+  }
+
   const std::vector<E::AttributeReferencePtr> output_attributes(
       node->getOutputAttributes());
   std::unordered_set<E::ExprId> output_attribute_ids;
@@ -111,12 +124,12 @@ void AttachBloomFilters::visitProducer(const P::PhysicalPtr &node, int depth) {
   }
 
   // Self-produced bloom filters
-  double selectivity = cost_model_->estimateSelectivity(node);
-  if (selectivity < 1.0) {
-    for (const auto &attr : output_attributes) {
-      bloom_filters.emplace_back(node, attr, depth, selectivity, false);
-    }
-  }
+//  double selectivity = cost_model_->estimateSelectivity(node);
+//  if (selectivity < 1.0) {
+//    for (const auto &attr : output_attributes) {
+//      bloom_filters.emplace_back(node, attr, depth, selectivity, false);
+//    }
+//  }
 
   producers_.emplace(node, std::move(bloom_filters));
 }
@@ -149,41 +162,62 @@ void AttachBloomFilters::visitConsumer(const P::PhysicalPtr &node) {
     }
   }
 
-  // Bloom filters from siblings via HashJoin
+  // Bloom filters from build side to probe side via HashJoin
   if (node->getPhysicalType() == P::PhysicalType::kHashJoin) {
     const P::HashJoinPtr hash_join =
         std::static_pointer_cast<const P::HashJoin>(node);
-    std::vector<P::PhysicalPtr> children =
-        { hash_join->left(), hash_join->right() };
+    const P::PhysicalPtr &producer_child = hash_join->right();
+    const P::PhysicalPtr &consumer_child = hash_join->left();
 
     std::unordered_map<E::ExprId, E::AttributeReferencePtr> join_attribute_pairs;
     for (std::size_t i = 0; i < hash_join->left_join_attributes().size(); ++i) {
-      const E::AttributeReferencePtr left_join_attribute =
+      const E::AttributeReferencePtr probe_join_attribute =
           hash_join->left_join_attributes()[i];
-      const E::AttributeReferencePtr right_join_attribute =
+      const E::AttributeReferencePtr build_join_attribute =
           hash_join->right_join_attributes()[i];
-      join_attribute_pairs.emplace(left_join_attribute->id(),
-                                   right_join_attribute);
-      join_attribute_pairs.emplace(right_join_attribute->id(),
-                                   left_join_attribute);
+      join_attribute_pairs.emplace(build_join_attribute->id(),
+                                   probe_join_attribute);
     }
 
-    for (int side = 0; side < 2; ++side) {
-      const P::PhysicalPtr &producer_child = children[side];
-      const P::PhysicalPtr &consumer_child = children[1-side];
-
-      auto &consumer_bloom_filters = consumers_[consumer_child];
-      for (const auto &info : producers_[producer_child]) {
-        const auto pair_it = join_attribute_pairs.find(info.attribute->id());
-        if (pair_it != join_attribute_pairs.end()) {
-          consumer_bloom_filters.emplace_back(info.source,
-                                              pair_it->second,
-                                              info.depth,
-                                              info.selectivity,
-                                              true,
-                                              info.attribute);
+
+    auto &consumer_bloom_filters = consumers_[consumer_child];
+    for (const auto &info : producers_[producer_child]) {
+      const auto pair_it = join_attribute_pairs.find(info.attribute->id());
+      if (pair_it != join_attribute_pairs.end()) {
+        consumer_bloom_filters.emplace_back(info.source,
+                                            pair_it->second,
+                                            info.depth,
+                                            info.selectivity,
+                                            true,
+                                            info.attribute);
+      }
+    }
+
+    // Decide attaches
+    if (cost_model_->estimateCardinality(consumer_child) > 200000000 &&
+        !consumer_bloom_filters.empty()) {
+      std::map<E::AttributeReferencePtr, const BloomFilterInfo*> filters;
+      for (const auto &info : consumer_bloom_filters) {
+        auto it = filters.find(info.attribute);
+        if (it == filters.end()) {
+          filters.emplace(info.attribute, &info);
+        } else {
+          if (BloomFilterInfo::isBetterThan(&info, it->second)) {
+            it->second = &info;
+          }
         }
       }
+
+      auto &probe_attaches = getBloomFilterConfig(node);
+      for (const auto &pair : filters) {
+        auto &build_attaches = getBloomFilterConfig(pair.second->source);
+        build_attaches.addBuildSideBloomFilter(
+            pair.second->source_attribute);
+        probe_attaches.addProbeSideBloomFilter(
+            pair.first,
+            pair.second->source_attribute,
+            pair.second->source);
+      }
     }
   }
 
@@ -192,5 +226,52 @@ void AttachBloomFilters::visitConsumer(const P::PhysicalPtr &node) {
   }
 }
 
+P::PhysicalPtr AttachBloomFilters::visitAndAttach(const physical::PhysicalPtr &node) {
+  std::vector<P::PhysicalPtr> new_children;
+  bool has_changed = false;
+  for (const auto &child : node->children()) {
+    P::PhysicalPtr new_child = visitAndAttach(child);
+    if (new_child != child) {
+      has_changed = true;
+    }
+    new_children.emplace_back(new_child);
+  }
+
+  if (node->getPhysicalType() == P::PhysicalType::kHashJoin) {
+    const auto attach_it = attaches_.find(node);
+    if (attach_it != attaches_.end()) {
+      for (const auto& item : attach_it->second.probe_side_bloom_filters) {
+        std::cout << "Attach probe from " << item.builder
+                  << " to " << node << "\n";
+      }
+
+      const P::HashJoinPtr hash_join =
+          std::static_pointer_cast<const P::HashJoin>(node);
+      return P::HashJoin::Create(
+          new_children[0],
+          new_children[1],
+          hash_join->left_join_attributes(),
+          hash_join->right_join_attributes(),
+          hash_join->residual_predicate(),
+          hash_join->project_expressions(),
+          hash_join->join_type(),
+          attach_it->second);
+    }
+  }
+
+  if (has_changed) {
+    return node->copyWithNewChildren(new_children);
+  }
+
+  return node;
+}
+
+P::BloomFilterConfig& AttachBloomFilters::getBloomFilterConfig(const physical::PhysicalPtr &node) {
+  if (attaches_.find(node) == attaches_.end()) {
+    attaches_.emplace(node, node);
+  }
+  return attaches_[node];
+}
+
 }  // namespace optimizer
 }  // namespace quickstep

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/rules/AttachBloomFilters.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/rules/AttachBloomFilters.hpp b/query_optimizer/rules/AttachBloomFilters.hpp
index 69b50e6..e4437f7 100644
--- a/query_optimizer/rules/AttachBloomFilters.hpp
+++ b/query_optimizer/rules/AttachBloomFilters.hpp
@@ -32,6 +32,7 @@
 #include "query_optimizer/expressions/NamedExpression.hpp"
 #include "query_optimizer/expressions/Predicate.hpp"
 #include "query_optimizer/physical/Physical.hpp"
+#include "query_optimizer/physical/HashJoin.hpp"
 #include "query_optimizer/rules/Rule.hpp"
 #include "utility/Macros.hpp"
 
@@ -76,6 +77,14 @@ class AttachBloomFilters : public Rule<physical::Physical> {
                   : source_attribute_in) {
 
     }
+    static bool isBetterThan(const BloomFilterInfo *a,
+                             const BloomFilterInfo *b) {
+      if (a->selectivity == b->selectivity) {
+        return a->depth > b->depth;
+      } else {
+        return a->selectivity < b->selectivity;
+      }
+    }
     physical::PhysicalPtr source;
     expressions::AttributeReferencePtr attribute;
     int depth;
@@ -84,14 +93,19 @@ class AttachBloomFilters : public Rule<physical::Physical> {
     expressions::AttributeReferencePtr source_attribute;
   };
 
-  void visitProducer(const physical::PhysicalPtr &node, int depth);
+  void visitProducer(const physical::PhysicalPtr &node, const int depth);
 
   void visitConsumer(const physical::PhysicalPtr &node);
 
+  physical::PhysicalPtr visitAndAttach(const physical::PhysicalPtr &node);
+
+  physical::BloomFilterConfig &getBloomFilterConfig(const physical::PhysicalPtr &node);
+
   std::unique_ptr<cost::StarSchemaSimpleCostModel> cost_model_;
 
   std::map<physical::PhysicalPtr, std::vector<BloomFilterInfo>> producers_;
   std::map<physical::PhysicalPtr, std::vector<BloomFilterInfo>> consumers_;
+  std::map<physical::PhysicalPtr, physical::BloomFilterConfig> attaches_;
 
   DISALLOW_COPY_AND_ASSIGN(AttachBloomFilters);
 };

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
index e198149..42a7402 100644
--- a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
+++ b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
@@ -223,6 +223,21 @@ physical::PhysicalPtr StarSchemaHashJoinOrderOptimization::generatePlan(
             std::unique_ptr<JoinPair> new_join(
                 new JoinPair(probe_table_info, build_table_info));
             if (best_join == nullptr || new_join->isBetterThan(*best_join)) {
+//              if (best_join != nullptr) {
+//                std::cerr << "(" << best_join->probe->estimated_selectivity
+//                          << ", " << best_join->probe->estimated_cardinality << ")"
+//                          << " -- "
+//                          << "(" << best_join->build->estimated_selectivity
+//                          << ", " << best_join->build->estimated_cardinality << ")"
+//                          << "\n";
+//                std::cerr << "REPLACED WITH\n";
+//              }
+//              std::cerr << "(" << new_join->probe->estimated_selectivity
+//                        << ", " << new_join->probe->estimated_cardinality << ")"
+//                        << " -- "
+//                        << "(" << new_join->build->estimated_selectivity
+//                        << ", " << new_join->build->estimated_cardinality << ")"
+//                        << "\n****\n";
               best_join.reset(new_join.release());
             }
           }
@@ -242,6 +257,11 @@ physical::PhysicalPtr StarSchemaHashJoinOrderOptimization::generatePlan(
     CHECK(selected_probe_table_info != nullptr);
     CHECK(selected_build_table_info != nullptr);
 
+//    std::cerr << selected_probe_table_info->estimated_selectivity
+//              << " -- "
+//              << selected_build_table_info->estimated_selectivity
+//              << "\n";
+
 //    std::cerr << selected_probe_table_info->estimated_num_output_attributes
 //              << " -- "
 //              << selected_build_table_info->estimated_num_output_attributes
@@ -278,10 +298,10 @@ physical::PhysicalPtr StarSchemaHashJoinOrderOptimization::generatePlan(
 
     if (remaining_tables.size() > 0) {
       P::PhysicalPtr output =
-          P::HashJoin::Create(build_child,
-                              probe_child,
-                              build_attributes,
+          P::HashJoin::Create(probe_child,
+                              build_child,
                               probe_attributes,
+                              build_attributes,
                               nullptr,
                               output_attributes,
                               P::HashJoin::JoinType::kInnerJoin);
@@ -310,10 +330,10 @@ physical::PhysicalPtr StarSchemaHashJoinOrderOptimization::generatePlan(
         }
       }
     } else {
-      return P::HashJoin::Create(build_child,
-                                 probe_child,
-                                 build_attributes,
+      return P::HashJoin::Create(probe_child,
+                                 build_child,
                                  probe_attributes,
+                                 build_attributes,
                                  residual_predicate,
                                  project_expressions,
                                  P::HashJoin::JoinType::kInnerJoin);

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
index 6ad300c..a0e34ce 100644
--- a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
+++ b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
@@ -107,13 +107,13 @@ class StarSchemaHashJoinOrderOptimization : public Rule<physical::Physical> {
         return rhs_has_large_output;
       }
 
-      const bool lhs_has_small_build =
-          !lhs_has_large_output && lhs.build->estimated_cardinality < 0x1000;
-      const bool rhs_has_small_build =
-          !rhs_has_large_output && rhs.build->estimated_cardinality < 0x1000;
-      if (lhs_has_small_build != rhs_has_small_build) {
-        return lhs_has_small_build;
-      }
+//      const bool lhs_has_small_build =
+//          !lhs_has_large_output && lhs.build->estimated_cardinality < 0x1000;
+//      const bool rhs_has_small_build =
+//          !rhs_has_large_output && rhs.build->estimated_cardinality < 0x1000;
+//      if (lhs_has_small_build != rhs_has_small_build) {
+//        return lhs_has_small_build;
+//      }
 
       if (lhs.probe->estimated_cardinality != rhs.probe->estimated_cardinality) {
         return lhs.probe->estimated_cardinality < rhs.probe->estimated_cardinality;

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/storage/HashTable.hpp
----------------------------------------------------------------------
diff --git a/storage/HashTable.hpp b/storage/HashTable.hpp
index 13cd83c..2c526c2 100644
--- a/storage/HashTable.hpp
+++ b/storage/HashTable.hpp
@@ -41,6 +41,7 @@
 #include "types/TypedValue.hpp"
 #include "utility/BloomFilter.hpp"
 #include "utility/BloomFilterAdapter.hpp"
+#include "utility/EventProfiler.hpp"
 #include "utility/HashPair.hpp"
 #include "utility/Macros.hpp"
 
@@ -1047,8 +1048,8 @@ class HashTable : public HashTableBase<resizable,
    * @param probe_attribute_ids The vector of attribute ids to use for probing
    *        the bloom filter.
    **/
-  inline void addProbeSideAttributeIds(std::vector<attribute_id> &&probe_attribute_ids) {
-    probe_attribute_ids_.push_back(probe_attribute_ids);
+  inline void addProbeSideAttributeIds(const attribute_id &probe_attribute_id) {
+    probe_attribute_ids_.push_back(probe_attribute_id);
   }
 
  protected:
@@ -1336,7 +1337,7 @@ class HashTable : public HashTableBase<resizable,
   bool has_probe_side_bloom_filter_ = false;
   BloomFilter *build_bloom_filter_;
   std::vector<const BloomFilter*> probe_bloom_filters_;
-  std::vector<std::vector<attribute_id>> probe_attribute_ids_;
+  std::vector<attribute_id> probe_attribute_ids_;
 
   DISALLOW_COPY_AND_ASSIGN(HashTable);
 };
@@ -2257,23 +2258,16 @@ void HashTable<ValueT, resizable, serializable, force_key_copy, allow_duplicate_
       // Find (and cache) the size of each attribute in the probe lists.
       // NOTE(nav): This code uses the accessor to get the size,
       // and hence only works if there's at least one tuple.
-      std::vector<std::vector<std::size_t>> attr_size_vectors;
-      attr_size_vectors.reserve(probe_attribute_ids_.size());
-      for (const auto &probe_attr_vector : probe_attribute_ids_) {
-        std::vector<std::size_t> attr_sizes;
-        attr_sizes.reserve(probe_attr_vector.size());
-        for (const auto &probe_attr : probe_attr_vector) {
-          // Using the function below is the easiest way to get attribute size
-          // here. The template parameter check_null is set to false to ensure
-          // that we get the size even if the first attr value is null.
-          auto val_and_size = accessor->template getUntypedValueAndByteLengthAtAbsolutePosition<false>(0, probe_attr);
-          attr_sizes.push_back(val_and_size.second);
-        }
-        attr_size_vectors.push_back(attr_sizes);
+      std::vector<std::size_t> attr_size_vector;
+      attr_size_vector.reserve(probe_attribute_ids_.size());
+      for (const auto &probe_attr : probe_attribute_ids_) {
+        auto val_and_size =
+            accessor->template getUntypedValueAndByteLengthAtAbsolutePosition<false>(0, probe_attr);
+        attr_size_vector.push_back(val_and_size.second);
       }
 
       bloom_filter_adapter.reset(new BloomFilterAdapter(
-              probe_bloom_filters_, probe_attribute_ids_, attr_size_vectors));
+              probe_bloom_filters_, probe_attribute_ids_, attr_size_vector));
 
       // We want to have large batch sizes for cache efficiency while probeing,
       // but small batch sizes to ensure that the adaptation logic kicks in
@@ -2286,6 +2280,9 @@ void HashTable<ValueT, resizable, serializable, force_key_copy, allow_duplicate_
       std::uint32_t num_tuples_left = accessor->getNumTuples();
       std::vector<tuple_id> batch(num_tuples_left);
 
+      auto *container = simple_profiler.getContainer();
+      auto *line = container->getEventLine(0);
+
       do {
         const std::uint32_t batch_size =
             batch_size_try < num_tuples_left ? batch_size_try : num_tuples_left;
@@ -2294,12 +2291,16 @@ void HashTable<ValueT, resizable, serializable, force_key_copy, allow_duplicate_
           batch.push_back(accessor->getCurrentPosition());
         }
 
+        line->emplace_back();
         std::size_t num_hits;
         if (FLAGS_adapt_bloom_filters) {
           num_hits = bloom_filter_adapter->bulkProbe<true>(accessor, batch);
         } else {
           num_hits = bloom_filter_adapter->bulkProbe<false>(accessor, batch);
         }
+        line->back().setPayload(num_hits+0);
+        line->back().endEvent();
+//        std::size_t num_hits = batch_size;
 
         for (std::size_t i = 0; i < num_hits; ++i){
           const tuple_id probe_tid = batch[i];

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/storage/HashTable.proto
----------------------------------------------------------------------
diff --git a/storage/HashTable.proto b/storage/HashTable.proto
index 7f00f29..0cf9f5e 100644
--- a/storage/HashTable.proto
+++ b/storage/HashTable.proto
@@ -34,10 +34,10 @@ message HashTable {
   required HashTableImplType hash_table_impl_type = 1;
   repeated Type key_types = 2;
   required uint64 estimated_num_entries = 3;
-  repeated uint32 build_side_bloom_filter_id = 4;
-  message ProbeSideBloomFilter {
-    required uint32 probe_side_bloom_filter_id = 1;
-    repeated uint32 probe_side_attr_ids = 2;
+  message BloomFilterReference {
+    required uint32 bloom_filter_id = 1;
+    required uint32 attr_id = 2;
   }
-  repeated ProbeSideBloomFilter probe_side_bloom_filters = 6;
+  repeated BloomFilterReference build_side_bloom_filters = 4;
+  repeated BloomFilterReference probe_side_bloom_filters = 5;
 }

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/storage/HashTableFactory.hpp
----------------------------------------------------------------------
diff --git a/storage/HashTableFactory.hpp b/storage/HashTableFactory.hpp
index 34baaeb..00a09c1 100644
--- a/storage/HashTableFactory.hpp
+++ b/storage/HashTableFactory.hpp
@@ -318,9 +318,11 @@ class HashTableFactory {
     //                 individual implementations of the hash table constructors.
 
     // Check if there are any build side bloom filter defined on the hash table.
-    if (proto.build_side_bloom_filter_id_size() > 0) {
+    if (proto.build_side_bloom_filters_size() > 0) {
+      CHECK_EQ(1u, proto.build_side_bloom_filters_size());
       hash_table->enableBuildSideBloomFilter();
-      hash_table->setBuildSideBloomFilter(bloom_filters[proto.build_side_bloom_filter_id(0)].get());
+      hash_table->setBuildSideBloomFilter(
+          bloom_filters[proto.build_side_bloom_filters(0).bloom_filter_id()].get());
     }
 
     // Check if there are any probe side bloom filters defined on the hash table.
@@ -330,15 +332,11 @@ class HashTableFactory {
       for (int j = 0; j < proto.probe_side_bloom_filters_size(); ++j) {
         // Add the pointer to the probe bloom filter within the list of probe bloom filters to use.
         const auto probe_side_bloom_filter = proto.probe_side_bloom_filters(j);
-        hash_table->addProbeSideBloomFilter(bloom_filters[probe_side_bloom_filter.probe_side_bloom_filter_id()].get());
+        hash_table->addProbeSideBloomFilter(
+            bloom_filters[probe_side_bloom_filter.bloom_filter_id()].get());
 
         // Add the attribute ids corresponding to this probe bloom filter.
-        std::vector<attribute_id> probe_attribute_ids;
-        for (int k = 0; k < probe_side_bloom_filter.probe_side_attr_ids_size(); ++k) {
-          const attribute_id probe_attribute_id = probe_side_bloom_filter.probe_side_attr_ids(k);
-          probe_attribute_ids.push_back(probe_attribute_id);
-        }
-        hash_table->addProbeSideAttributeIds(std::move(probe_attribute_ids));
+        hash_table->addProbeSideAttributeIds(probe_side_bloom_filter.attr_id());
       }
     }
 

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/9cc47e56/utility/BloomFilterAdapter.hpp
----------------------------------------------------------------------
diff --git a/utility/BloomFilterAdapter.hpp b/utility/BloomFilterAdapter.hpp
index fbd6957..a160353 100644
--- a/utility/BloomFilterAdapter.hpp
+++ b/utility/BloomFilterAdapter.hpp
@@ -40,8 +40,8 @@ namespace quickstep {
 class BloomFilterAdapter {
  public:
   BloomFilterAdapter(const std::vector<const BloomFilter*> &bloom_filters,
-                     const std::vector<std::vector<attribute_id>> attribute_ids,
-                     const std::vector<std::vector<std::size_t>> attr_sizes) {
+                     const std::vector<attribute_id> &attribute_ids,
+                     const std::vector<std::size_t> &attr_sizes) {
     DCHECK_EQ(bloom_filters.size(), attribute_ids.size());
     DCHECK_EQ(bloom_filters.size(), attr_sizes.size());
 
@@ -64,7 +64,7 @@ class BloomFilterAdapter {
                                std::vector<tuple_id> &batch) {
     std::size_t out_size = batch.size();
     for (auto &entry : bloom_filter_entries_) {
-      out_size = bulkProbeBloomFilterEntry(*entry, accessor, batch, out_size);
+      out_size = bulkProbeBloomFilterEntry<adapt_filters>(*entry, accessor, batch, out_size);
     }
     adaptEntryOrder();
     return out_size;
@@ -73,11 +73,11 @@ class BloomFilterAdapter {
  private:
   struct BloomFilterEntry {
     BloomFilterEntry(const BloomFilter *in_bloom_filter,
-                     const std::vector<attribute_id> &in_attribute_ids,
-                     const std::vector<std::size_t> &in_attribute_sizes)
+                     const attribute_id &in_attribute_id,
+                     const std::size_t &in_attribute_size)
         : bloom_filter(in_bloom_filter),
-          attribute_ids(in_attribute_ids),
-          attribute_sizes(in_attribute_sizes),
+          attribute_id(in_attribute_id),
+          attribute_size(in_attribute_size),
           miss(0),
           cnt(0) {
     }
@@ -88,8 +88,8 @@ class BloomFilterAdapter {
     }
 
     const BloomFilter *bloom_filter;
-    const std::vector<attribute_id> attribute_ids;
-    const std::vector<std::size_t> attribute_sizes;
+    const attribute_id attribute_id;
+    const std::size_t attribute_size;
     std::uint32_t miss;
     std::uint32_t cnt;
     float miss_rate;
@@ -105,16 +105,12 @@ class BloomFilterAdapter {
     const BloomFilter *bloom_filter = entry.bloom_filter;
 
     for (std::size_t t = 0; t < in_size; ++t) {
-      tuple_id tid = batch[t];
-      for (std::size_t a = 0; a < entry.attribute_ids.size(); ++a) {
-        const attribute_id &attr_id = entry.attribute_ids[a];
-        const std::size_t size = entry.attribute_sizes[a];
-        const auto value = static_cast<const std::uint8_t*>(
-            accessor->getUntypedValueAtAbsolutePosition(attr_id, tid));
-        if (bloom_filter->contains(value, size)) {
-          batch[out_size] = tid;
-          ++out_size;
-        }
+      const tuple_id tid = batch[t];
+      const auto value = static_cast<const std::uint8_t*>(
+          accessor->getUntypedValueAtAbsolutePosition(entry.attribute_id, tid));
+      if (bloom_filter->contains(value, entry.attribute_size)) {
+        batch[out_size] = tid;
+        ++out_size;
       }
     }
     if (adapt_filters) {


[2/3] incubator-quickstep git commit: Updates

Posted by ji...@apache.org.
Updates


Project: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/repo
Commit: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/commit/91e49820
Tree: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/tree/91e49820
Diff: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/diff/91e49820

Branch: refs/heads/adaptive-bloom-filters
Commit: 91e498202d7b19cb5c7d4d8c61218d112c446b71
Parents: 9cc47e5
Author: Jianqiao Zhu <ji...@cs.wisc.edu>
Authored: Fri Jul 29 17:47:42 2016 -0500
Committer: Jianqiao Zhu <ji...@cs.wisc.edu>
Committed: Fri Jul 29 17:47:42 2016 -0500

----------------------------------------------------------------------
 query_execution/QueryContext.cpp                | 11 ++-
 query_optimizer/ExecutionGenerator.cpp          | 17 ++++
 query_optimizer/ExecutionHeuristics.cpp         | 36 +++++--
 query_optimizer/ExecutionHeuristics.hpp         | 51 +++++++---
 query_optimizer/physical/Aggregate.hpp          | 20 +++-
 query_optimizer/physical/HashJoin.hpp           | 50 ----------
 query_optimizer/physical/Physical.hpp           | 50 ++++++++++
 query_optimizer/rules/AttachBloomFilters.cpp    | 76 ++++++++++-----
 .../StarSchemaHashJoinOrderOptimization.cpp     |  4 +-
 .../StarSchemaHashJoinOrderOptimization.hpp     | 25 +++--
 storage/AggregationOperationState.cpp           | 98 +++++++++++++++++++-
 storage/AggregationOperationState.hpp           | 10 +-
 storage/AggregationOperationState.proto         |  6 ++
 storage/HashTable.hpp                           | 27 ++----
 storage/HashTable.proto                         |  6 +-
 storage/HashTableFactory.hpp                    |  9 +-
 storage/StorageBlock.cpp                        | 28 +-----
 storage/StorageBlock.hpp                        |  7 +-
 utility/PlanVisualizer.cpp                      | 24 +++++
 19 files changed, 377 insertions(+), 178 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_execution/QueryContext.cpp
----------------------------------------------------------------------
diff --git a/query_execution/QueryContext.cpp b/query_execution/QueryContext.cpp
index 7019b6a..fd0ed08 100644
--- a/query_execution/QueryContext.cpp
+++ b/query_execution/QueryContext.cpp
@@ -61,15 +61,16 @@ QueryContext::QueryContext(const serialization::QueryContext &proto,
       << "Attempted to create QueryContext from an invalid proto description:\n"
       << proto.DebugString();
 
+  for (int i = 0; i < proto.bloom_filters_size(); ++i) {
+    bloom_filters_.emplace_back(new BloomFilter(proto.bloom_filters(i)));
+  }
+
   for (int i = 0; i < proto.aggregation_states_size(); ++i) {
     aggregation_states_.emplace_back(
         AggregationOperationState::ReconstructFromProto(proto.aggregation_states(i),
                                                         database,
-                                                        storage_manager));
-  }
-
-  for (int i = 0; i < proto.bloom_filters_size(); ++i) {
-    bloom_filters_.emplace_back(new BloomFilter(proto.bloom_filters(i)));
+                                                        storage_manager,
+                                                        bloom_filters_));
   }
 
   for (int i = 0; i < proto.generator_functions_size(); ++i) {

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/ExecutionGenerator.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/ExecutionGenerator.cpp b/query_optimizer/ExecutionGenerator.cpp
index fe6b6e7..e10f991 100644
--- a/query_optimizer/ExecutionGenerator.cpp
+++ b/query_optimizer/ExecutionGenerator.cpp
@@ -1344,6 +1344,16 @@ void ExecutionGenerator::convertAggregate(
       findRelationInfoOutputByPhysical(physical_plan->input());
   aggr_state_proto->set_relation_id(input_relation_info->relation->getID());
 
+  const P::BloomFilterConfig &bloom_filter_config =
+      physical_plan->bloom_filter_config();
+  std::vector<attribute_id> bloom_filter_attribute_ids;
+
+  for (const auto &bf : bloom_filter_config.probe_side_bloom_filters) {
+    const CatalogAttribute *bf_catalog_attribute
+        = attribute_substitution_map_[bf.attribute->id()];
+    bloom_filter_attribute_ids.emplace_back(bf_catalog_attribute->getID());
+  }
+
   std::vector<const Type*> group_by_types;
   for (const E::NamedExpressionPtr &grouping_expression : physical_plan->grouping_expressions()) {
     unique_ptr<const Scalar> execution_group_by_expression;
@@ -1458,6 +1468,13 @@ void ExecutionGenerator::convertAggregate(
       std::forward_as_tuple(finalize_aggregation_operator_index, output_relation));
   temporary_relation_info_vec_.emplace_back(finalize_aggregation_operator_index,
                                             output_relation);
+
+  if (FLAGS_optimize_joins) {
+    execution_heuristics_->addAggregateInfo(aggregation_operator_index,
+                                            bloom_filter_config,
+                                            std::move(bloom_filter_attribute_ids),
+                                            aggr_state_index);
+  }
 }
 
 void ExecutionGenerator::convertSort(const P::SortPtr &physical_sort) {

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/ExecutionHeuristics.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/ExecutionHeuristics.cpp b/query_optimizer/ExecutionHeuristics.cpp
index b407453..26c4378 100644
--- a/query_optimizer/ExecutionHeuristics.cpp
+++ b/query_optimizer/ExecutionHeuristics.cpp
@@ -65,10 +65,7 @@ void ExecutionHeuristics::optimizeExecutionPlan(QueryPlan *query_plan,
                          bloom_filter_config.builder),
           std::make_pair(bloom_filter_id, info.build_operator_index_));
 
-      auto *build_side_bloom_filter = hash_table_proto->add_build_side_bloom_filters();
-      build_side_bloom_filter->set_bloom_filter_id(bloom_filter_id);
-      build_side_bloom_filter->set_attr_id(info.build_side_bloom_filter_ids_[i]);
-
+      hash_table_proto->add_build_side_bloom_filter_id(bloom_filter_id);
       std::cout << "Build " << build_side_bf.attribute->toString()
                 << " @" << bloom_filter_config.builder << "\n";
     }
@@ -83,7 +80,7 @@ void ExecutionHeuristics::optimizeExecutionPlan(QueryPlan *query_plan,
       auto *probe_side_bloom_filter = hash_table_proto->add_probe_side_bloom_filters();
       const auto &probe_side_bf =
           bloom_filter_config.probe_side_bloom_filters[i];
-      std::cout << "Probe " << probe_side_bf.attribute->toString()
+      std::cout << "HashJoin probe " << probe_side_bf.attribute->toString()
                 << " @" << probe_side_bf.builder << "\n";
 
       const auto &build_side_info =
@@ -92,13 +89,40 @@ void ExecutionHeuristics::optimizeExecutionPlan(QueryPlan *query_plan,
                               probe_side_bf.builder));
       probe_side_bloom_filter->set_bloom_filter_id(build_side_info.first);
       probe_side_bloom_filter->set_attr_id(info.probe_side_bloom_filter_ids_[i]);
-      std::cout << "Probe attr_id = " << info.probe_side_bloom_filter_ids_[i] << "\n";
+      std::cout << "HashJoin probe attr_id = " << info.probe_side_bloom_filter_ids_[i] << "\n";
 
       query_plan->addDirectDependency(info.join_operator_index_,
                                       build_side_info.second,
                                       true /* is_pipeline_breaker */);
     }
   }
+
+  for (const auto &info : aggregates_) {
+    auto *aggregate_proto =
+        query_context_proto->mutable_aggregation_states(info.aggregate_state_id_);
+    const auto &bloom_filter_config = info.bloom_filter_config_;
+
+    for (std::size_t i = 0; i < info.bloom_filter_ids_.size(); ++i) {
+      auto *bloom_filter = aggregate_proto->add_bloom_filters();
+      const auto &bf =
+          bloom_filter_config.probe_side_bloom_filters[i];
+      std::cout << "Aggregate probe " << bf.attribute->toString()
+                << " @" << bf.builder << "\n";
+
+      const auto &build_side_info =
+           bloom_filter_map.at(
+               std::make_pair(bf.source_attribute->id(),
+                              bf.builder));
+      bloom_filter->set_bloom_filter_id(build_side_info.first);
+      bloom_filter->set_attr_id(info.bloom_filter_ids_[i]);
+      std::cout << "Aggregate probe attr_id = "
+                << info.bloom_filter_ids_[i] << "\n";
+
+      query_plan->addDirectDependency(info.aggregate_operator_index_,
+                                      build_side_info.second,
+                                      true /* is_pipeline_breaker */);
+    }
+  }
 }
 
 void ExecutionHeuristics::setBloomFilterProperties(serialization::BloomFilter *bloom_filter_proto,

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/ExecutionHeuristics.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/ExecutionHeuristics.hpp b/query_optimizer/ExecutionHeuristics.hpp
index 8af1b4a..0755124 100644
--- a/query_optimizer/ExecutionHeuristics.hpp
+++ b/query_optimizer/ExecutionHeuristics.hpp
@@ -93,6 +93,23 @@ class ExecutionHeuristics {
     const std::size_t estimated_build_relation_cardinality_;
   };
 
+  struct AggregateInfo {
+    AggregateInfo(const QueryPlan::DAGNodeIndex aggregate_operator_index,
+                  const physical::BloomFilterConfig &bloom_filter_config,
+                  std::vector<attribute_id> &&bloom_filter_ids,
+                  const QueryContext::aggregation_state_id aggregate_state_id)
+        : aggregate_operator_index_(aggregate_operator_index),
+          bloom_filter_config_(bloom_filter_config),
+          bloom_filter_ids_(bloom_filter_ids),
+          aggregate_state_id_(aggregate_state_id) {
+    }
+
+    const QueryPlan::DAGNodeIndex aggregate_operator_index_;
+    const physical::BloomFilterConfig &bloom_filter_config_;
+    const std::vector<attribute_id> bloom_filter_ids_;
+    const QueryContext::aggregation_state_id aggregate_state_id_;
+  };
+
 
   /**
    * @brief Constructor.
@@ -121,15 +138,25 @@ class ExecutionHeuristics {
                               std::vector<attribute_id> &&probe_side_bloom_filter_ids,
                               const QueryContext::join_hash_table_id join_hash_table_id,
                               const std::size_t estimated_build_relation_cardinality) {
-    hash_joins_.push_back(HashJoinInfo(build_operator_index,
-                                       join_operator_index,
-                                       referenced_stored_build_relation,
-                                       referenced_stored_probe_relation,
-                                       bloom_filter_config,
-                                       std::move(build_side_bloom_filter_ids),
-                                       std::move(probe_side_bloom_filter_ids),
-                                       join_hash_table_id,
-                                       estimated_build_relation_cardinality));
+    hash_joins_.emplace_back(build_operator_index,
+                             join_operator_index,
+                             referenced_stored_build_relation,
+                             referenced_stored_probe_relation,
+                             bloom_filter_config,
+                             std::move(build_side_bloom_filter_ids),
+                             std::move(probe_side_bloom_filter_ids),
+                             join_hash_table_id,
+                             estimated_build_relation_cardinality);
+  }
+
+  inline void addAggregateInfo(const QueryPlan::DAGNodeIndex aggregate_operator_index,
+                               const physical::BloomFilterConfig &bloom_filter_config,
+                               std::vector<attribute_id> &&bloom_filter_ids,
+                               const QueryContext::aggregation_state_id aggregate_state_id) {
+    aggregates_.emplace_back(aggregate_operator_index,
+                             bloom_filter_config,
+                             std::move(bloom_filter_ids),
+                             aggregate_state_id);
   }
 
   /**
@@ -152,13 +179,9 @@ class ExecutionHeuristics {
   void setBloomFilterProperties(serialization::BloomFilter *bloom_filter_proto,
                                 const std::size_t cardinality);
 
-  std::size_t estimated_build_relation_cardinality() const {
-    return estimated_build_relation_cardinality_;
-  }
-
  private:
   std::vector<HashJoinInfo> hash_joins_;
-  std::size_t estimated_build_relation_cardinality_;
+  std::vector<AggregateInfo> aggregates_;
 
   DISALLOW_COPY_AND_ASSIGN(ExecutionHeuristics);
 };

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/physical/Aggregate.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/physical/Aggregate.hpp b/query_optimizer/physical/Aggregate.hpp
index e40d894..b40997c 100644
--- a/query_optimizer/physical/Aggregate.hpp
+++ b/query_optimizer/physical/Aggregate.hpp
@@ -101,6 +101,10 @@ class Aggregate : public Physical {
   bool impliesUniqueAttributes(
       const std::vector<expressions::AttributeReferencePtr> &attributes) const override;
 
+  const BloomFilterConfig &bloom_filter_config() const {
+    return bloom_filter_config_;
+  }
+
   /**
    * @brief Creates an Aggregate physical node.
    *
@@ -114,9 +118,14 @@ class Aggregate : public Physical {
       PhysicalPtr input,
       const std::vector<expressions::NamedExpressionPtr> &grouping_expressions,
       const std::vector<expressions::AliasPtr> &aggregate_expressions,
-      const expressions::PredicatePtr &filter_predicate) {
+      const expressions::PredicatePtr &filter_predicate,
+      const BloomFilterConfig bloom_filter_config = BloomFilterConfig()) {
     return AggregatePtr(
-        new Aggregate(input, grouping_expressions, aggregate_expressions, filter_predicate));
+        new Aggregate(input,
+                      grouping_expressions,
+                      aggregate_expressions,
+                      filter_predicate,
+                      bloom_filter_config));
   }
 
  protected:
@@ -133,11 +142,13 @@ class Aggregate : public Physical {
       PhysicalPtr input,
       const std::vector<expressions::NamedExpressionPtr> &grouping_expressions,
       const std::vector<expressions::AliasPtr> &aggregate_expressions,
-      const expressions::PredicatePtr &filter_predicate)
+      const expressions::PredicatePtr &filter_predicate,
+      const BloomFilterConfig &bloom_filter_config)
       : input_(input),
         grouping_expressions_(grouping_expressions),
         aggregate_expressions_(aggregate_expressions),
-        filter_predicate_(filter_predicate) {
+        filter_predicate_(filter_predicate),
+        bloom_filter_config_(bloom_filter_config) {
     addChild(input_);
   }
 
@@ -145,6 +156,7 @@ class Aggregate : public Physical {
   std::vector<expressions::NamedExpressionPtr> grouping_expressions_;
   std::vector<expressions::AliasPtr> aggregate_expressions_;
   expressions::PredicatePtr filter_predicate_;
+  BloomFilterConfig bloom_filter_config_;
 
   DISALLOW_COPY_AND_ASSIGN(Aggregate);
 };

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/physical/HashJoin.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/physical/HashJoin.hpp b/query_optimizer/physical/HashJoin.hpp
index cacb08b..104cb52 100644
--- a/query_optimizer/physical/HashJoin.hpp
+++ b/query_optimizer/physical/HashJoin.hpp
@@ -48,56 +48,6 @@ namespace physical {
 class HashJoin;
 typedef std::shared_ptr<const HashJoin> HashJoinPtr;
 
-struct BloomFilterConfig {
-  struct BuildSide {
-    BuildSide(const expressions::AttributeReferencePtr &attribute_in)
-        : attribute(attribute_in) {
-    }
-    expressions::AttributeReferencePtr attribute;
-  };
-  struct ProbeSide {
-    ProbeSide(const expressions::AttributeReferencePtr &attribute_in,
-              const expressions::AttributeReferencePtr &source_attribute_in,
-              const physical::PhysicalPtr &builder_in)
-        : attribute(attribute_in),
-          source_attribute(source_attribute_in),
-          builder(builder_in) {
-    }
-    expressions::AttributeReferencePtr attribute;
-    expressions::AttributeReferencePtr source_attribute;
-    PhysicalPtr builder;
-  };
-  BloomFilterConfig() {}
-  BloomFilterConfig(const PhysicalPtr &builder_in)
-      : builder(builder_in) {
-  }
-  BloomFilterConfig(const PhysicalPtr &builder_in,
-                    const std::vector<BuildSide> &build_side_bloom_filters_in,
-                    const std::vector<ProbeSide> &probe_side_bloom_filters_in)
-      : builder(builder_in),
-        build_side_bloom_filters(build_side_bloom_filters_in),
-        probe_side_bloom_filters(probe_side_bloom_filters_in) {
-  }
-  void addBuildSideBloomFilter(const expressions::AttributeReferencePtr &attribute_in) {
-    for (const auto &build_bf : build_side_bloom_filters) {
-      if (attribute_in == build_bf.attribute) {
-        return;
-      }
-    }
-    build_side_bloom_filters.emplace_back(attribute_in);
-  }
-  void addProbeSideBloomFilter(const expressions::AttributeReferencePtr &attribute_in,
-                               const expressions::AttributeReferencePtr &source_attribute_in,
-                               const physical::PhysicalPtr &builder_in) {
-    probe_side_bloom_filters.emplace_back(attribute_in,
-                                          source_attribute_in,
-                                          builder_in);
-  }
-  PhysicalPtr builder;
-  std::vector<BuildSide> build_side_bloom_filters;
-  std::vector<ProbeSide> probe_side_bloom_filters;
-};
-
 /**
  * @brief Physical hash join node.
  */

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/physical/Physical.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/physical/Physical.hpp b/query_optimizer/physical/Physical.hpp
index 721b987..389cd05 100644
--- a/query_optimizer/physical/Physical.hpp
+++ b/query_optimizer/physical/Physical.hpp
@@ -39,6 +39,56 @@ namespace physical {
 class Physical;
 typedef std::shared_ptr<const Physical> PhysicalPtr;
 
+struct BloomFilterConfig {
+  struct BuildSide {
+    BuildSide(const expressions::AttributeReferencePtr &attribute_in)
+        : attribute(attribute_in) {
+    }
+    expressions::AttributeReferencePtr attribute;
+  };
+  struct ProbeSide {
+    ProbeSide(const expressions::AttributeReferencePtr &attribute_in,
+              const expressions::AttributeReferencePtr &source_attribute_in,
+              const physical::PhysicalPtr &builder_in)
+        : attribute(attribute_in),
+          source_attribute(source_attribute_in),
+          builder(builder_in) {
+    }
+    expressions::AttributeReferencePtr attribute;
+    expressions::AttributeReferencePtr source_attribute;
+    PhysicalPtr builder;
+  };
+  BloomFilterConfig() {}
+  BloomFilterConfig(const PhysicalPtr &builder_in)
+      : builder(builder_in) {
+  }
+  BloomFilterConfig(const PhysicalPtr &builder_in,
+                    const std::vector<BuildSide> &build_side_bloom_filters_in,
+                    const std::vector<ProbeSide> &probe_side_bloom_filters_in)
+      : builder(builder_in),
+        build_side_bloom_filters(build_side_bloom_filters_in),
+        probe_side_bloom_filters(probe_side_bloom_filters_in) {
+  }
+  void addBuildSideBloomFilter(const expressions::AttributeReferencePtr &attribute_in) {
+    for (const auto &build_bf : build_side_bloom_filters) {
+      if (attribute_in == build_bf.attribute) {
+        return;
+      }
+    }
+    build_side_bloom_filters.emplace_back(attribute_in);
+  }
+  void addProbeSideBloomFilter(const expressions::AttributeReferencePtr &attribute_in,
+                               const expressions::AttributeReferencePtr &source_attribute_in,
+                               const physical::PhysicalPtr &builder_in) {
+    probe_side_bloom_filters.emplace_back(attribute_in,
+                                          source_attribute_in,
+                                          builder_in);
+  }
+  PhysicalPtr builder;
+  std::vector<BuildSide> build_side_bloom_filters;
+  std::vector<ProbeSide> probe_side_bloom_filters;
+};
+
 /**
  * @brief Base class for physical plan nodes.
  */

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/rules/AttachBloomFilters.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/rules/AttachBloomFilters.cpp b/query_optimizer/rules/AttachBloomFilters.cpp
index e3bdc36..f6602b8 100644
--- a/query_optimizer/rules/AttachBloomFilters.cpp
+++ b/query_optimizer/rules/AttachBloomFilters.cpp
@@ -51,24 +51,24 @@ P::PhysicalPtr AttachBloomFilters::apply(const P::PhysicalPtr &input) {
   visitProducer(input, 0);
   visitConsumer(input);
 
-  for (const auto &info_vec_pair : consumers_) {
-    std::cerr << "--------\n"
-              << "Node " << info_vec_pair.first->getName()
-              << " " << info_vec_pair.first << "\n";
-
-    for (const auto &info : info_vec_pair.second) {
-      std::cerr << info.attribute->attribute_alias();
-      if (info.attribute->id() != info.source_attribute->id()) {
-        std::cerr << "{FROM " << info.source_attribute->attribute_alias() << "}";
-      }
-      if (info.from_sibling) {
-        std::cerr << " sibling";
-      }
-      std::cerr << " @" << info.source << "[" << info.depth << "]"
-                << ": " << info.selectivity << "\n";
-    }
-    std::cerr << "********\n";
-  }
+//  for (const auto &info_vec_pair : consumers_) {
+//    std::cerr << "--------\n"
+//              << "Node " << info_vec_pair.first->getName()
+//              << " " << info_vec_pair.first << "\n";
+//
+//    for (const auto &info : info_vec_pair.second) {
+//      std::cerr << info.attribute->attribute_alias();
+//      if (info.attribute->id() != info.source_attribute->id()) {
+//        std::cerr << "{FROM " << info.source_attribute->attribute_alias() << "}";
+//      }
+//      if (info.from_sibling) {
+//        std::cerr << " sibling";
+//      }
+//      std::cerr << " @" << info.source << "[" << info.depth << "]"
+//                << ": " << info.selectivity << "\n";
+//    }
+//    std::cerr << "********\n";
+//  }
 
   return visitAndAttach(input);
 }
@@ -192,9 +192,20 @@ void AttachBloomFilters::visitConsumer(const P::PhysicalPtr &node) {
                                             info.attribute);
       }
     }
+  }
 
+  P::PhysicalPtr consumer_child = nullptr;
+  if (node->getPhysicalType() == P::PhysicalType::kHashJoin) {
+    consumer_child = std::static_pointer_cast<const P::HashJoin>(node)->left();
+  }
+  if (node->getPhysicalType() == P::PhysicalType::kAggregate) {
+    consumer_child = std::static_pointer_cast<const P::Aggregate>(node)->input();
+  }
+
+  if (consumer_child != nullptr) {
     // Decide attaches
-    if (cost_model_->estimateCardinality(consumer_child) > 200000000 &&
+    auto &consumer_bloom_filters = consumers_[consumer_child];
+    if (cost_model_->estimateCardinality(consumer_child) > 10000000 &&
         !consumer_bloom_filters.empty()) {
       std::map<E::AttributeReferencePtr, const BloomFilterInfo*> filters;
       for (const auto &info : consumer_bloom_filters) {
@@ -240,10 +251,10 @@ P::PhysicalPtr AttachBloomFilters::visitAndAttach(const physical::PhysicalPtr &n
   if (node->getPhysicalType() == P::PhysicalType::kHashJoin) {
     const auto attach_it = attaches_.find(node);
     if (attach_it != attaches_.end()) {
-      for (const auto& item : attach_it->second.probe_side_bloom_filters) {
-        std::cout << "Attach probe from " << item.builder
-                  << " to " << node << "\n";
-      }
+//      for (const auto& item : attach_it->second.probe_side_bloom_filters) {
+//        std::cout << "Attach probe from " << item.builder
+//                  << " to " << node << "\n";
+//      }
 
       const P::HashJoinPtr hash_join =
           std::static_pointer_cast<const P::HashJoin>(node);
@@ -259,6 +270,25 @@ P::PhysicalPtr AttachBloomFilters::visitAndAttach(const physical::PhysicalPtr &n
     }
   }
 
+  if (node->getPhysicalType() == P::PhysicalType::kAggregate) {
+    const auto attach_it = attaches_.find(node);
+    if (attach_it != attaches_.end()) {
+//      for (const auto& item : attach_it->second.probe_side_bloom_filters) {
+//        std::cout << "Attach probe from " << item.builder
+//                  << " to " << node << "\n";
+//      }
+
+      const P::AggregatePtr aggregate =
+          std::static_pointer_cast<const P::Aggregate>(node);
+      return P::Aggregate::Create(
+          aggregate->input(),
+          aggregate->grouping_expressions(),
+          aggregate->aggregate_expressions(),
+          aggregate->filter_predicate(),
+          attach_it->second);
+    }
+  }
+
   if (has_changed) {
     return node->copyWithNewChildren(new_children);
   }

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
index 42a7402..22485b2 100644
--- a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
+++ b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.cpp
@@ -150,7 +150,8 @@ physical::PhysicalPtr StarSchemaHashJoinOrderOptimization::generatePlan(
         cost_model_->estimateCardinality(tables[i]),
         cost_model_->estimateSelectivity(tables[i]),
         CountSharedAttributes(join_group.referenced_attributes,
-                              tables[i]->getOutputAttributes()));
+                              tables[i]->getOutputAttributes()),
+        tables[i]->getPhysicalType() == physical::PhysicalType::kAggregate);
   }
 
   // Auxiliary mapping info.
@@ -316,6 +317,7 @@ physical::PhysicalPtr StarSchemaHashJoinOrderOptimization::generatePlan(
       selected_probe_table_info->estimated_num_output_attributes =
           CountSharedAttributes(join_group.referenced_attributes,
                                 output->getOutputAttributes());
+      selected_probe_table_info->is_aggregation = false;
 
       remaining_tables.emplace(selected_probe_table_info);
 

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
----------------------------------------------------------------------
diff --git a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
index a0e34ce..7a6fa81 100644
--- a/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
+++ b/query_optimizer/rules/StarSchemaHashJoinOrderOptimization.hpp
@@ -75,12 +75,14 @@ class StarSchemaHashJoinOrderOptimization : public Rule<physical::Physical> {
               const physical::PhysicalPtr &table_in,
               const std::size_t estimated_cardinality_in,
               const double estimated_selectivity_in,
-              const std::size_t estimated_num_output_attributes_in)
+              const std::size_t estimated_num_output_attributes_in,
+              const bool is_aggregation_in)
         : table_info_id(table_info_id_in),
           table(table_in),
           estimated_cardinality(estimated_cardinality_in),
           estimated_selectivity(estimated_selectivity_in),
-          estimated_num_output_attributes(estimated_num_output_attributes_in) {
+          estimated_num_output_attributes(estimated_num_output_attributes_in),
+          is_aggregation(is_aggregation_in) {
     }
 
     const std::size_t table_info_id;
@@ -88,6 +90,7 @@ class StarSchemaHashJoinOrderOptimization : public Rule<physical::Physical> {
     std::size_t estimated_cardinality;
     double estimated_selectivity;
     std::size_t estimated_num_output_attributes;
+    bool is_aggregation;
   };
 
   struct JoinPair {
@@ -107,13 +110,17 @@ class StarSchemaHashJoinOrderOptimization : public Rule<physical::Physical> {
         return rhs_has_large_output;
       }
 
-//      const bool lhs_has_small_build =
-//          !lhs_has_large_output && lhs.build->estimated_cardinality < 0x1000;
-//      const bool rhs_has_small_build =
-//          !rhs_has_large_output && rhs.build->estimated_cardinality < 0x1000;
-//      if (lhs_has_small_build != rhs_has_small_build) {
-//        return lhs_has_small_build;
-//      }
+      const bool lhs_has_small_build =
+          !lhs_has_large_output && lhs.build->estimated_cardinality < 0x100;
+      const bool rhs_has_small_build =
+          !rhs_has_large_output && rhs.build->estimated_cardinality < 0x100;
+      if (lhs_has_small_build != rhs_has_small_build) {
+        return lhs_has_small_build;
+      }
+
+      if (lhs.probe->is_aggregation != rhs.probe->is_aggregation) {
+        return lhs.probe->is_aggregation;
+      }
 
       if (lhs.probe->estimated_cardinality != rhs.probe->estimated_cardinality) {
         return lhs.probe->estimated_cardinality < rhs.probe->estimated_cardinality;

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/AggregationOperationState.cpp
----------------------------------------------------------------------
diff --git a/storage/AggregationOperationState.cpp b/storage/AggregationOperationState.cpp
index 4878cf1..8c9e8b6 100644
--- a/storage/AggregationOperationState.cpp
+++ b/storage/AggregationOperationState.cpp
@@ -46,10 +46,13 @@
 #include "storage/StorageBlock.hpp"
 #include "storage/StorageBlockInfo.hpp"
 #include "storage/StorageManager.hpp"
+#include "storage/ValueAccessor.hpp"
+#include "storage/ValueAccessorUtil.hpp"
 #include "types/TypedValue.hpp"
 #include "types/containers/ColumnVector.hpp"
 #include "types/containers/ColumnVectorsValueAccessor.hpp"
 #include "types/containers/Tuple.hpp"
+#include "utility/BloomFilterAdapter.hpp"
 
 #include "glog/logging.h"
 
@@ -57,6 +60,8 @@ using std::unique_ptr;
 
 namespace quickstep {
 
+DECLARE_int64(bloom_adapter_batch_size);
+
 AggregationOperationState::AggregationOperationState(
     const CatalogRelationSchema &input_relation,
     const std::vector<const AggregateFunction*> &aggregate_functions,
@@ -64,12 +69,16 @@ AggregationOperationState::AggregationOperationState(
     std::vector<bool> &&is_distinct,
     std::vector<std::unique_ptr<const Scalar>> &&group_by,
     const Predicate *predicate,
+    std::vector<const BloomFilter *> &&bloom_filters,
+    std::vector<attribute_id> &&bloom_filter_attribute_ids,
     const std::size_t estimated_num_entries,
     const HashTableImplType hash_table_impl_type,
     const std::vector<HashTableImplType> &distinctify_hash_table_impl_types,
     StorageManager *storage_manager)
     : input_relation_(input_relation),
       predicate_(predicate),
+      bloom_filters_(std::move(bloom_filters)),
+      bloom_filter_attribute_ids_(std::move(bloom_filter_attribute_ids)),
       group_by_list_(std::move(group_by)),
       arguments_(std::move(arguments)),
       is_distinct_(std::move(is_distinct)),
@@ -183,7 +192,8 @@ AggregationOperationState::AggregationOperationState(
 AggregationOperationState* AggregationOperationState::ReconstructFromProto(
     const serialization::AggregationOperationState &proto,
     const CatalogDatabaseLite &database,
-    StorageManager *storage_manager) {
+    StorageManager *storage_manager,
+    const std::vector<std::unique_ptr<BloomFilter>> &bloom_filters) {
   DCHECK(ProtoIsValid(proto, database));
 
   // Rebuild contructor arguments from their representation in 'proto'.
@@ -232,12 +242,25 @@ AggregationOperationState* AggregationOperationState::ReconstructFromProto(
                                                database));
   }
 
+  std::vector<const BloomFilter*> bloom_filter_vector;
+  std::vector<attribute_id> bloom_filter_attribute_ids;
+  for (int i = 0; i < proto.bloom_filters_size(); ++i) {
+    std::cerr << "Add bloom filter " << i << "\n";
+    // Add the pointer to the probe bloom filter within the list of probe bloom filters to use.
+    const auto bloom_filter_proto = proto.bloom_filters(i);
+    bloom_filter_vector.emplace_back(
+        bloom_filters[bloom_filter_proto.bloom_filter_id()].get());
+    bloom_filter_attribute_ids.emplace_back(bloom_filter_proto.attr_id());
+  }
+
   return new AggregationOperationState(database.getRelationSchemaById(proto.relation_id()),
                                        aggregate_functions,
                                        std::move(arguments),
                                        std::move(is_distinct),
                                        std::move(group_by_expressions),
                                        predicate.release(),
+                                       std::move(bloom_filter_vector),
+                                       std::move(bloom_filter_attribute_ids),
                                        proto.estimated_num_entries(),
                                        HashTableImplTypeFromProto(proto.hash_table_impl_type()),
                                        distinctify_hash_table_impl_types,
@@ -340,6 +363,10 @@ void AggregationOperationState::aggregateBlockSingleState(const block_id input_b
   // tuples so that it can be reused across multiple aggregates (i.e. we only
   // pay the cost of evaluating the predicate once).
   std::unique_ptr<TupleIdSequence> reuse_matches;
+  if (predicate_) {
+    reuse_matches.reset(block->getMatchesForPredicate(predicate_.get()));
+  }
+
   for (std::size_t agg_idx = 0;
        agg_idx < handles_.size();
        ++agg_idx) {
@@ -358,7 +385,6 @@ void AggregationOperationState::aggregateBlockSingleState(const block_id input_b
                                arguments_[agg_idx],
                                local_arguments_as_attributes,
                                {}, /* group_by */
-                               predicate_.get(),
                                distinctify_hashtables_[agg_idx].get(),
                                &reuse_matches,
                                nullptr /* reuse_group_by_vectors */);
@@ -369,7 +395,6 @@ void AggregationOperationState::aggregateBlockSingleState(const block_id input_b
           block->aggregate(*handles_[agg_idx],
                            arguments_[agg_idx],
                            local_arguments_as_attributes,
-                           predicate_.get(),
                            &reuse_matches));
     }
   }
@@ -391,6 +416,71 @@ void AggregationOperationState::aggregateBlockHashTable(const block_id input_blo
   // GROUP BY expressions once).
   std::vector<std::unique_ptr<ColumnVector>> reuse_group_by_vectors;
 
+  if (predicate_) {
+    reuse_matches.reset(block->getMatchesForPredicate(predicate_.get()));
+  }
+
+  if (bloom_filters_.size() > 0) {
+    const std::size_t num_tuples = block->getNumTuples();
+//    std::cerr << "Before: "
+//              << (reuse_matches ? reuse_matches->numTuples() : num_tuples)
+//              << "\n";
+    std::unique_ptr<ValueAccessor> accessor;
+    if (reuse_matches) {
+      accessor.reset(
+          block->getTupleStorageSubBlock().createValueAccessor(reuse_matches.get()));
+    } else {
+      accessor.reset(
+          block->getTupleStorageSubBlock().createValueAccessor());
+    }
+    InvokeOnAnyValueAccessor(
+        accessor.get(),
+        [&](auto *accessor) -> void {  // NOLINT(build/c++11)
+      std::unique_ptr<TupleIdSequence> filtered(new TupleIdSequence(num_tuples));
+
+      std::vector<std::size_t> attr_size_vector;
+      attr_size_vector.reserve(bloom_filter_attribute_ids_.size());
+      for (const auto &attr : bloom_filter_attribute_ids_) {
+        auto val_and_size =
+            accessor->template getUntypedValueAndByteLengthAtAbsolutePosition<false>(0, attr);
+        attr_size_vector.emplace_back(val_and_size.second);
+      }
+
+      std::unique_ptr<BloomFilterAdapter> bloom_filter_adapter;
+      bloom_filter_adapter.reset(new BloomFilterAdapter(
+          bloom_filters_, bloom_filter_attribute_ids_, attr_size_vector));
+
+      std::uint32_t batch_size_try = FLAGS_bloom_adapter_batch_size;
+      std::uint32_t num_tuples_left = accessor->getNumTuples();
+      std::vector<tuple_id> batch(num_tuples_left);
+
+      do {
+        std::uint32_t batch_size =
+            batch_size_try < num_tuples_left ? batch_size_try : num_tuples_left;
+        for (std::size_t i = 0; i < batch_size; ++i) {
+          accessor->next();
+          batch.push_back(accessor->getCurrentPosition());
+        }
+
+        std::size_t num_hits = bloom_filter_adapter->bulkProbe<true>(accessor, batch);
+        for (std::size_t t = 0; t < num_hits; ++t){
+          filtered->set(batch[t], true);
+        }
+
+        batch.clear();
+        num_tuples_left -= batch_size;
+        batch_size_try = batch_size * 2;
+      } while (num_tuples_left > 0);
+
+      if (reuse_matches) {
+        reuse_matches->intersectWith(*filtered);
+      } else {
+        reuse_matches.reset(filtered.release());
+      }
+    });
+//    std::cerr << "After: " << reuse_matches->numTuples() << "\n";
+  }
+
   for (std::size_t agg_idx = 0;
        agg_idx < handles_.size();
        ++agg_idx) {
@@ -402,7 +492,6 @@ void AggregationOperationState::aggregateBlockHashTable(const block_id input_blo
                                arguments_[agg_idx],
                                nullptr, /* arguments_as_attributes */
                                group_by_list_,
-                               predicate_.get(),
                                distinctify_hashtables_[agg_idx].get(),
                                &reuse_matches,
                                &reuse_group_by_vectors);
@@ -416,7 +505,6 @@ void AggregationOperationState::aggregateBlockHashTable(const block_id input_blo
       block->aggregateGroupBy(*handles_[agg_idx],
                               arguments_[agg_idx],
                               group_by_list_,
-                              predicate_.get(),
                               agg_hash_table,
                               &reuse_matches,
                               &reuse_group_by_vectors);

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/AggregationOperationState.hpp
----------------------------------------------------------------------
diff --git a/storage/AggregationOperationState.hpp b/storage/AggregationOperationState.hpp
index 0199749..5db7325 100644
--- a/storage/AggregationOperationState.hpp
+++ b/storage/AggregationOperationState.hpp
@@ -33,6 +33,7 @@
 #include "storage/HashTableBase.hpp"
 #include "storage/HashTablePool.hpp"
 #include "storage/StorageBlockInfo.hpp"
+#include "utility/BloomFilter.hpp"
 #include "utility/Macros.hpp"
 
 namespace quickstep {
@@ -108,6 +109,8 @@ class AggregationOperationState {
                             std::vector<bool> &&is_distinct,
                             std::vector<std::unique_ptr<const Scalar>> &&group_by,
                             const Predicate *predicate,
+                            std::vector<const BloomFilter *> &&bloom_filters,
+                            std::vector<attribute_id> &&bloom_filter_attribute_ids,
                             const std::size_t estimated_num_entries,
                             const HashTableImplType hash_table_impl_type,
                             const std::vector<HashTableImplType> &distinctify_hash_table_impl_types,
@@ -131,7 +134,8 @@ class AggregationOperationState {
   static AggregationOperationState* ReconstructFromProto(
       const serialization::AggregationOperationState &proto,
       const CatalogDatabaseLite &database,
-      StorageManager *storage_manager);
+      StorageManager *storage_manager,
+      const std::vector<std::unique_ptr<BloomFilter>> &bloom_filters);
 
   /**
    * @brief Check whether a serialization::AggregationOperationState is
@@ -181,6 +185,10 @@ class AggregationOperationState {
   // filter predicate (if any), and the list of GROUP BY expressions (if any).
   const CatalogRelationSchema &input_relation_;
   std::unique_ptr<const Predicate> predicate_;
+
+  std::vector<const BloomFilter*> bloom_filters_;
+  std::vector<attribute_id> bloom_filter_attribute_ids_;
+
   std::vector<std::unique_ptr<const Scalar>> group_by_list_;
 
   // Each individual aggregate in this operation has an AggregationHandle and

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/AggregationOperationState.proto
----------------------------------------------------------------------
diff --git a/storage/AggregationOperationState.proto b/storage/AggregationOperationState.proto
index bf78e3a..165148e 100644
--- a/storage/AggregationOperationState.proto
+++ b/storage/AggregationOperationState.proto
@@ -42,4 +42,10 @@ message AggregationOperationState {
 
   // Each DISTINCT aggregation has its distinctify hash table impl type.
   repeated HashTableImplType distinctify_hash_table_impl_types = 7;
+
+  message BloomFilter {
+    required uint32 bloom_filter_id = 1;
+    required uint32 attr_id = 2;
+  }
+  repeated BloomFilter bloom_filters = 8;
 }

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/HashTable.hpp
----------------------------------------------------------------------
diff --git a/storage/HashTable.hpp b/storage/HashTable.hpp
index 2c526c2..04c2ca8 100644
--- a/storage/HashTable.hpp
+++ b/storage/HashTable.hpp
@@ -41,14 +41,12 @@
 #include "types/TypedValue.hpp"
 #include "utility/BloomFilter.hpp"
 #include "utility/BloomFilterAdapter.hpp"
-#include "utility/EventProfiler.hpp"
 #include "utility/HashPair.hpp"
 #include "utility/Macros.hpp"
 
 namespace quickstep {
 
 DECLARE_int64(bloom_adapter_batch_size);
-DECLARE_bool(adapt_bloom_filters);
 
 /** \addtogroup Storage
  *  @{
@@ -1048,7 +1046,7 @@ class HashTable : public HashTableBase<resizable,
    * @param probe_attribute_ids The vector of attribute ids to use for probing
    *        the bloom filter.
    **/
-  inline void addProbeSideAttributeIds(const attribute_id &probe_attribute_id) {
+  inline void addProbeSideAttributeId(const attribute_id probe_attribute_id) {
     probe_attribute_ids_.push_back(probe_attribute_id);
   }
 
@@ -2263,7 +2261,7 @@ void HashTable<ValueT, resizable, serializable, force_key_copy, allow_duplicate_
       for (const auto &probe_attr : probe_attribute_ids_) {
         auto val_and_size =
             accessor->template getUntypedValueAndByteLengthAtAbsolutePosition<false>(0, probe_attr);
-        attr_size_vector.push_back(val_and_size.second);
+        attr_size_vector.emplace_back(val_and_size.second);
       }
 
       bloom_filter_adapter.reset(new BloomFilterAdapter(
@@ -2280,30 +2278,18 @@ void HashTable<ValueT, resizable, serializable, force_key_copy, allow_duplicate_
       std::uint32_t num_tuples_left = accessor->getNumTuples();
       std::vector<tuple_id> batch(num_tuples_left);
 
-      auto *container = simple_profiler.getContainer();
-      auto *line = container->getEventLine(0);
-
       do {
-        const std::uint32_t batch_size =
+        std::uint32_t batch_size =
             batch_size_try < num_tuples_left ? batch_size_try : num_tuples_left;
         for (std::size_t i = 0; i < batch_size; ++i) {
           accessor->next();
           batch.push_back(accessor->getCurrentPosition());
         }
 
-        line->emplace_back();
-        std::size_t num_hits;
-        if (FLAGS_adapt_bloom_filters) {
-          num_hits = bloom_filter_adapter->bulkProbe<true>(accessor, batch);
-        } else {
-          num_hits = bloom_filter_adapter->bulkProbe<false>(accessor, batch);
-        }
-        line->back().setPayload(num_hits+0);
-        line->back().endEvent();
-//        std::size_t num_hits = batch_size;
+        std::size_t num_hits = bloom_filter_adapter->bulkProbe<true>(accessor, batch);
 
-        for (std::size_t i = 0; i < num_hits; ++i){
-          const tuple_id probe_tid = batch[i];
+        for (std::size_t t = 0; t < num_hits; ++t){
+          tuple_id probe_tid = batch[t];
           TypedValue key = accessor->getTypedValueAtAbsolutePosition(key_attr_id, probe_tid);
           if (check_for_null_keys && key.isNull()) {
             continue;
@@ -2320,6 +2306,7 @@ void HashTable<ValueT, resizable, serializable, force_key_copy, allow_duplicate_
               break;
           }
         }
+        batch.clear();
         num_tuples_left -= batch_size;
         batch_size_try = batch_size * 2;
       } while (!accessor->iterationFinished());

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/HashTable.proto
----------------------------------------------------------------------
diff --git a/storage/HashTable.proto b/storage/HashTable.proto
index 0cf9f5e..90bc9f7 100644
--- a/storage/HashTable.proto
+++ b/storage/HashTable.proto
@@ -34,10 +34,10 @@ message HashTable {
   required HashTableImplType hash_table_impl_type = 1;
   repeated Type key_types = 2;
   required uint64 estimated_num_entries = 3;
-  message BloomFilterReference {
+  repeated uint32 build_side_bloom_filter_id = 4;
+  message ProbeSideBloomFilter {
     required uint32 bloom_filter_id = 1;
     required uint32 attr_id = 2;
   }
-  repeated BloomFilterReference build_side_bloom_filters = 4;
-  repeated BloomFilterReference probe_side_bloom_filters = 5;
+  repeated ProbeSideBloomFilter probe_side_bloom_filters = 6;
 }

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/HashTableFactory.hpp
----------------------------------------------------------------------
diff --git a/storage/HashTableFactory.hpp b/storage/HashTableFactory.hpp
index 00a09c1..df2962a 100644
--- a/storage/HashTableFactory.hpp
+++ b/storage/HashTableFactory.hpp
@@ -318,11 +318,9 @@ class HashTableFactory {
     //                 individual implementations of the hash table constructors.
 
     // Check if there are any build side bloom filter defined on the hash table.
-    if (proto.build_side_bloom_filters_size() > 0) {
-      CHECK_EQ(1u, proto.build_side_bloom_filters_size());
+    if (proto.build_side_bloom_filter_id_size() > 0) {
       hash_table->enableBuildSideBloomFilter();
-      hash_table->setBuildSideBloomFilter(
-          bloom_filters[proto.build_side_bloom_filters(0).bloom_filter_id()].get());
+      hash_table->setBuildSideBloomFilter(bloom_filters[proto.build_side_bloom_filter_id(0)].get());
     }
 
     // Check if there are any probe side bloom filters defined on the hash table.
@@ -335,8 +333,7 @@ class HashTableFactory {
         hash_table->addProbeSideBloomFilter(
             bloom_filters[probe_side_bloom_filter.bloom_filter_id()].get());
 
-        // Add the attribute ids corresponding to this probe bloom filter.
-        hash_table->addProbeSideAttributeIds(probe_side_bloom_filter.attr_id());
+        hash_table->addProbeSideAttributeId(probe_side_bloom_filter.attr_id());
       }
     }
 

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/StorageBlock.cpp
----------------------------------------------------------------------
diff --git a/storage/StorageBlock.cpp b/storage/StorageBlock.cpp
index fdd438d..78aba7c 100644
--- a/storage/StorageBlock.cpp
+++ b/storage/StorageBlock.cpp
@@ -389,15 +389,7 @@ AggregationState* StorageBlock::aggregate(
     const AggregationHandle &handle,
     const std::vector<std::unique_ptr<const Scalar>> &arguments,
     const std::vector<attribute_id> *arguments_as_attributes,
-    const Predicate *predicate,
     std::unique_ptr<TupleIdSequence> *reuse_matches) const {
-  // If there is a filter predicate that hasn't already been evaluated,
-  // evaluate it now and save the results for other aggregates on this same
-  // block.
-  if (predicate && !*reuse_matches) {
-    reuse_matches->reset(getMatchesForPredicate(predicate));
-  }
-
 #ifdef QUICKSTEP_ENABLE_VECTOR_COPY_ELISION_SELECTION
   // If all the arguments to this aggregate are plain relation attributes,
   // aggregate directly on a ValueAccessor from this block to avoid a copy.
@@ -418,7 +410,6 @@ void StorageBlock::aggregateGroupBy(
     const AggregationHandle &handle,
     const std::vector<std::unique_ptr<const Scalar>> &arguments,
     const std::vector<std::unique_ptr<const Scalar>> &group_by,
-    const Predicate *predicate,
     AggregationStateHashTableBase *hash_table,
     std::unique_ptr<TupleIdSequence> *reuse_matches,
     std::vector<std::unique_ptr<ColumnVector>> *reuse_group_by_vectors) const {
@@ -440,14 +431,7 @@ void StorageBlock::aggregateGroupBy(
   ColumnVectorsValueAccessor temp_result;
   {
     std::unique_ptr<ValueAccessor> accessor;
-    if (predicate) {
-      if (!*reuse_matches) {
-        // If there is a filter predicate that hasn't already been evaluated,
-        // evaluate it now and save the results for other aggregates on this
-        // same block.
-        reuse_matches->reset(getMatchesForPredicate(predicate));
-      }
-
+    if (reuse_matches) {
       // Create a filtered ValueAccessor that only iterates over predicate
       // matches.
       accessor.reset(tuple_store_->createValueAccessor(reuse_matches->get()));
@@ -499,7 +483,6 @@ void StorageBlock::aggregateDistinct(
     const std::vector<std::unique_ptr<const Scalar>> &arguments,
     const std::vector<attribute_id> *arguments_as_attributes,
     const std::vector<std::unique_ptr<const Scalar>> &group_by,
-    const Predicate *predicate,
     AggregationStateHashTableBase *distinctify_hash_table,
     std::unique_ptr<TupleIdSequence> *reuse_matches,
     std::vector<std::unique_ptr<ColumnVector>> *reuse_group_by_vectors) const {
@@ -514,14 +497,7 @@ void StorageBlock::aggregateDistinct(
   ColumnVectorsValueAccessor temp_result;
   {
     std::unique_ptr<ValueAccessor> accessor;
-    if (predicate) {
-      if (!*reuse_matches) {
-        // If there is a filter predicate that hasn't already been evaluated,
-        // evaluate it now and save the results for other aggregates on this
-        // same block.
-        reuse_matches->reset(getMatchesForPredicate(predicate));
-      }
-
+    if (reuse_matches) {
       // Create a filtered ValueAccessor that only iterates over predicate
       // matches.
       accessor.reset(tuple_store_->createValueAccessor(reuse_matches->get()));

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/storage/StorageBlock.hpp
----------------------------------------------------------------------
diff --git a/storage/StorageBlock.hpp b/storage/StorageBlock.hpp
index 3ae3812..3217fa2 100644
--- a/storage/StorageBlock.hpp
+++ b/storage/StorageBlock.hpp
@@ -410,7 +410,6 @@ class StorageBlock : public StorageBlockBase {
       const AggregationHandle &handle,
       const std::vector<std::unique_ptr<const Scalar>> &arguments,
       const std::vector<attribute_id> *arguments_as_attributes,
-      const Predicate *predicate,
       std::unique_ptr<TupleIdSequence> *reuse_matches) const;
 
   /**
@@ -460,7 +459,6 @@ class StorageBlock : public StorageBlockBase {
   void aggregateGroupBy(const AggregationHandle &handle,
                         const std::vector<std::unique_ptr<const Scalar>> &arguments,
                         const std::vector<std::unique_ptr<const Scalar>> &group_by,
-                        const Predicate *predicate,
                         AggregationStateHashTableBase *hash_table,
                         std::unique_ptr<TupleIdSequence> *reuse_matches,
                         std::vector<std::unique_ptr<ColumnVector>>
@@ -505,7 +503,6 @@ class StorageBlock : public StorageBlockBase {
                          const std::vector<std::unique_ptr<const Scalar>> &arguments,
                          const std::vector<attribute_id> *arguments_as_attributes,
                          const std::vector<std::unique_ptr<const Scalar>> &group_by,
-                         const Predicate *predicate,
                          AggregationStateHashTableBase *distinctify_hash_table,
                          std::unique_ptr<TupleIdSequence> *reuse_matches,
                          std::vector<std::unique_ptr<ColumnVector>> *reuse_group_by_vectors) const;
@@ -588,6 +585,8 @@ class StorageBlock : public StorageBlockBase {
    **/
   const std::size_t getNumTuples() const;
 
+  TupleIdSequence* getMatchesForPredicate(const Predicate *predicate) const;
+
  private:
   static TupleStorageSubBlock* CreateTupleStorageSubBlock(
       const CatalogRelationSchema &relation,
@@ -627,8 +626,6 @@ class StorageBlock : public StorageBlockBase {
   // StorageBlock's header.
   bool rebuildIndexes(bool short_circuit);
 
-  TupleIdSequence* getMatchesForPredicate(const Predicate *predicate) const;
-
   std::unordered_map<attribute_id, TypedValue>* generateUpdatedValues(
       const ValueAccessor &accessor,
       const tuple_id tuple,

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/91e49820/utility/PlanVisualizer.cpp
----------------------------------------------------------------------
diff --git a/utility/PlanVisualizer.cpp b/utility/PlanVisualizer.cpp
index 37fa790..4cc1b0f 100644
--- a/utility/PlanVisualizer.cpp
+++ b/utility/PlanVisualizer.cpp
@@ -29,6 +29,7 @@
 
 #include "query_optimizer/cost_model/StarSchemaSimpleCostModel.hpp"
 #include "query_optimizer/expressions/AttributeReference.hpp"
+#include "query_optimizer/physical/Aggregate.hpp"
 #include "query_optimizer/physical/HashJoin.hpp"
 #include "query_optimizer/physical/Physical.hpp"
 #include "query_optimizer/physical/PhysicalType.hpp"
@@ -155,6 +156,29 @@ void PlanVisualizer::visit(const P::PhysicalPtr &input) {
         node_info.labels.emplace_back("RIGHT join attrs unique");
       }
 
+      const auto &bf_config = hash_join->bloom_filter_config();
+      for (const auto &bf : bf_config.build_side_bloom_filters) {
+        node_info.labels.emplace_back(
+            std::string("[BF build] ") + bf.attribute->attribute_alias());
+      }
+      for (const auto &bf : bf_config.probe_side_bloom_filters) {
+        node_info.labels.emplace_back(
+            std::string("[BF probe] ") + bf.attribute->attribute_alias());
+      }
+
+      break;
+    }
+    case P::PhysicalType::kAggregate: {
+      const P::AggregatePtr aggregate =
+        std::static_pointer_cast<const P::Aggregate>(input);
+      node_info.labels.emplace_back(input->getName());
+
+      const auto &bf_config = aggregate->bloom_filter_config();
+      for (const auto &bf : bf_config.probe_side_bloom_filters) {
+        node_info.labels.emplace_back(
+            std::string("[BF probe] ") + bf.attribute->attribute_alias());
+      }
+
       break;
     }
     default: {


[3/3] incubator-quickstep git commit: Multiple build attributes

Posted by ji...@apache.org.
Multiple build attributes


Project: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/repo
Commit: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/commit/7d868b0d
Tree: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/tree/7d868b0d
Diff: http://git-wip-us.apache.org/repos/asf/incubator-quickstep/diff/7d868b0d

Branch: refs/heads/adaptive-bloom-filters
Commit: 7d868b0ddc9c59e535bade506439d9ab0b873c66
Parents: 91e4982
Author: Jianqiao Zhu <ji...@cs.wisc.edu>
Authored: Fri Jul 29 20:11:32 2016 -0500
Committer: Jianqiao Zhu <ji...@cs.wisc.edu>
Committed: Fri Jul 29 20:11:32 2016 -0500

----------------------------------------------------------------------
 query_optimizer/ExecutionHeuristics.cpp |  4 +-
 storage/HashTable.hpp                   | 66 +++++++++++++++++++---------
 storage/HashTable.proto                 |  6 +--
 storage/HashTableFactory.hpp            | 10 ++++-
 4 files changed, 60 insertions(+), 26 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/7d868b0d/query_optimizer/ExecutionHeuristics.cpp
----------------------------------------------------------------------
diff --git a/query_optimizer/ExecutionHeuristics.cpp b/query_optimizer/ExecutionHeuristics.cpp
index 26c4378..372f6f3 100644
--- a/query_optimizer/ExecutionHeuristics.cpp
+++ b/query_optimizer/ExecutionHeuristics.cpp
@@ -65,7 +65,9 @@ void ExecutionHeuristics::optimizeExecutionPlan(QueryPlan *query_plan,
                          bloom_filter_config.builder),
           std::make_pair(bloom_filter_id, info.build_operator_index_));
 
-      hash_table_proto->add_build_side_bloom_filter_id(bloom_filter_id);
+      auto *build_side_bloom_filter = hash_table_proto->add_build_side_bloom_filters();
+      build_side_bloom_filter->set_bloom_filter_id(bloom_filter_id);
+      build_side_bloom_filter->set_attr_id(info.build_side_bloom_filter_ids_[i]);
       std::cout << "Build " << build_side_bf.attribute->toString()
                 << " @" << bloom_filter_config.builder << "\n";
     }

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/7d868b0d/storage/HashTable.hpp
----------------------------------------------------------------------
diff --git a/storage/HashTable.hpp b/storage/HashTable.hpp
index 04c2ca8..bb06ace 100644
--- a/storage/HashTable.hpp
+++ b/storage/HashTable.hpp
@@ -1020,8 +1020,12 @@ class HashTable : public HashTableBase<resizable,
    *
    * @param bloom_filter The pointer to the bloom filter.
    **/
-  inline void setBuildSideBloomFilter(BloomFilter *bloom_filter) {
-    build_bloom_filter_ = bloom_filter;
+  inline void addBuildSideBloomFilter(BloomFilter *bloom_filter) {
+    build_bloom_filters_.emplace_back(bloom_filter);
+  }
+
+  inline void addBuildSideAttributeId(const attribute_id build_attribute_id) {
+    build_attribute_ids_.push_back(build_attribute_id);
   }
 
   /**
@@ -1333,7 +1337,8 @@ class HashTable : public HashTableBase<resizable,
   // Data structures used for bloom filter optimized semi-joins.
   bool has_build_side_bloom_filter_ = false;
   bool has_probe_side_bloom_filter_ = false;
-  BloomFilter *build_bloom_filter_;
+  std::vector<BloomFilter *> build_bloom_filters_;
+  std::vector<attribute_id> build_attribute_ids_;
   std::vector<const BloomFilter*> probe_bloom_filters_;
   std::vector<attribute_id> probe_attribute_ids_;
 
@@ -1481,11 +1486,26 @@ HashTablePutResult HashTable<ValueT, resizable, serializable, force_key_copy, al
                                                         &prealloc_state);
       }
     }
-    std::unique_ptr<BloomFilter> thread_local_bloom_filter;
+
     if (has_build_side_bloom_filter_) {
-      thread_local_bloom_filter.reset(new BloomFilter(build_bloom_filter_->getNumberOfHashes(),
-                                                      build_bloom_filter_->getBitArraySize()));
+      for (std::size_t i = 0; i < build_bloom_filters_.size(); ++i) {
+        auto *build_bloom_filter = build_bloom_filters_[i];
+        std::unique_ptr<BloomFilter> thread_local_bloom_filter(
+            new BloomFilter(build_bloom_filter->getNumberOfHashes(),
+                            build_bloom_filter->getBitArraySize()));
+        const auto &build_attr = build_attribute_ids_[i];
+        const std::size_t attr_size =
+            accessor->template getUntypedValueAndByteLengthAtAbsolutePosition<false>(0, build_attr).second;
+        while (accessor->next()) {
+          thread_local_bloom_filter->insertUnSafe(
+              static_cast<const std::uint8_t *>(accessor->getUntypedValue(build_attr)),
+              attr_size);
+        }
+        build_bloom_filter->bitwiseOr(thread_local_bloom_filter.get());
+        accessor->beginIteration();
+      }
     }
+
     if (resizable) {
       while (result == HashTablePutResult::kOutOfSpace) {
         {
@@ -1501,11 +1521,6 @@ HashTablePutResult HashTable<ValueT, resizable, serializable, force_key_copy, al
                                        variable_size,
                                        (*functor)(*accessor),
                                        using_prealloc ? &prealloc_state : nullptr);
-            // Insert into bloom filter, if enabled.
-            if (has_build_side_bloom_filter_) {
-              thread_local_bloom_filter->insertUnSafe(static_cast<const std::uint8_t *>(key.getDataPtr()),
-                                                      key.getDataSize());
-            }
             if (result == HashTablePutResult::kDuplicateKey) {
               DEBUG_ASSERT(!using_prealloc);
               return result;
@@ -1531,20 +1546,11 @@ HashTablePutResult HashTable<ValueT, resizable, serializable, force_key_copy, al
                                    variable_size,
                                    (*functor)(*accessor),
                                    using_prealloc ? &prealloc_state : nullptr);
-        // Insert into bloom filter, if enabled.
-        if (has_build_side_bloom_filter_) {
-          thread_local_bloom_filter->insertUnSafe(static_cast<const std::uint8_t *>(key.getDataPtr()),
-                                                  key.getDataSize());
-        }
         if (result != HashTablePutResult::kOK) {
           return result;
         }
       }
     }
-    // Update the build side bloom filter with thread local copy, if available.
-    if (has_build_side_bloom_filter_) {
-      build_bloom_filter_->bitwiseOr(thread_local_bloom_filter.get());
-    }
 
     return HashTablePutResult::kOK;
   });
@@ -1610,6 +1616,26 @@ HashTablePutResult HashTable<ValueT, resizable, serializable, force_key_copy, al
                                                         &prealloc_state);
       }
     }
+
+    if (has_build_side_bloom_filter_) {
+      for (std::size_t i = 0; i < build_bloom_filters_.size(); ++i) {
+        auto *build_bloom_filter = build_bloom_filters_[i];
+        std::unique_ptr<BloomFilter> thread_local_bloom_filter(
+            new BloomFilter(build_bloom_filter->getNumberOfHashes(),
+                            build_bloom_filter->getBitArraySize()));
+        const auto &build_attr = build_attribute_ids_[i];
+        const std::size_t attr_size =
+            accessor->template getUntypedValueAndByteLengthAtAbsolutePosition<false>(0, build_attr).second;
+        while (accessor->next()) {
+          thread_local_bloom_filter->insertUnSafe(
+              static_cast<const std::uint8_t *>(accessor->getUntypedValue(build_attr)),
+              attr_size);
+        }
+        build_bloom_filter->bitwiseOr(thread_local_bloom_filter.get());
+        accessor->beginIteration();
+      }
+    }
+
     if (resizable) {
       while (result == HashTablePutResult::kOutOfSpace) {
         {

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/7d868b0d/storage/HashTable.proto
----------------------------------------------------------------------
diff --git a/storage/HashTable.proto b/storage/HashTable.proto
index 90bc9f7..6eabf60 100644
--- a/storage/HashTable.proto
+++ b/storage/HashTable.proto
@@ -34,10 +34,10 @@ message HashTable {
   required HashTableImplType hash_table_impl_type = 1;
   repeated Type key_types = 2;
   required uint64 estimated_num_entries = 3;
-  repeated uint32 build_side_bloom_filter_id = 4;
-  message ProbeSideBloomFilter {
+  message BloomFilter {
     required uint32 bloom_filter_id = 1;
     required uint32 attr_id = 2;
   }
-  repeated ProbeSideBloomFilter probe_side_bloom_filters = 6;
+  repeated BloomFilter probe_side_bloom_filters = 4;
+  repeated BloomFilter build_side_bloom_filters = 5;  
 }

http://git-wip-us.apache.org/repos/asf/incubator-quickstep/blob/7d868b0d/storage/HashTableFactory.hpp
----------------------------------------------------------------------
diff --git a/storage/HashTableFactory.hpp b/storage/HashTableFactory.hpp
index df2962a..fbb3d41 100644
--- a/storage/HashTableFactory.hpp
+++ b/storage/HashTableFactory.hpp
@@ -318,9 +318,15 @@ class HashTableFactory {
     //                 individual implementations of the hash table constructors.
 
     // Check if there are any build side bloom filter defined on the hash table.
-    if (proto.build_side_bloom_filter_id_size() > 0) {
+    if (proto.build_side_bloom_filters_size() > 0) {
       hash_table->enableBuildSideBloomFilter();
-      hash_table->setBuildSideBloomFilter(bloom_filters[proto.build_side_bloom_filter_id(0)].get());
+      for (int j = 0; j < proto.build_side_bloom_filters_size(); ++j) {
+        const auto build_side_bloom_filter = proto.build_side_bloom_filters(j);
+        hash_table->addBuildSideBloomFilter(
+            bloom_filters[build_side_bloom_filter.bloom_filter_id()].get());
+
+        hash_table->addBuildSideAttributeId(build_side_bloom_filter.attr_id());
+      }
     }
 
     // Check if there are any probe side bloom filters defined on the hash table.