diff --git a/executor/aggfuncs/aggfuncs.go b/executor/aggfuncs/aggfuncs.go
new file mode 100644
index 0000000000000..7e82e2c11ff75
--- /dev/null
+++ b/executor/aggfuncs/aggfuncs.go
@@ -0,0 +1,82 @@
+// Copyright 2018 PingCAP, Inc.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package aggfuncs
+
+import (
+	"unsafe"
+
+	"github.com/pingcap/tidb/expression"
+	"github.com/pingcap/tidb/sessionctx"
+	"github.com/pingcap/tidb/util/chunk"
+)
+
+// All the AggFunc implementations are listed here for navigation.
+var (
+// All the AggFunc implementations for "COUNT" are listed here.
+// All the AggFunc implementations for "SUM" are listed here.
+// All the AggFunc implementations for "AVG" are listed here.
+// All the AggFunc implementations for "FIRSTROW" are listed here.
+// All the AggFunc implementations for "MAX" are listed here.
+// All the AggFunc implementations for "MIN" are listed here.
+// All the AggFunc implementations for "GROUP_CONCAT" are listed here.
+// All the AggFunc implementations for "BIT_OR" are listed here.
+// All the AggFunc implementations for "BIT_XOR" are listed here.
+// All the AggFunc implementations for "BIT_AND" are listed here.
+)
+
+// PartialResult represents data structure to store the partial result for the
+// aggregate functions. Here we use unsafe.Pointer to allow the partial result
+// to be any type.
+type PartialResult unsafe.Pointer
+
+// AggFunc is the interface to evaluate the aggregate functions.
+type AggFunc interface {
+	// AllocPartialResult allocates a specific data structure to store the
+	// partial result, initializes it, and converts it to PartialResult to
+	// return back. Aggregate operator implementation, no matter it's a hash
+	// or stream, should hold this allocated PartialResult for the further
+	// operations like: "ResetPartialResult", "UpdatePartialResult".
+	AllocPartialResult() PartialResult
+
+	// ResetPartialResult resets the partial result to the original state for a
+	// specific aggregate function. It converts the input PartialResult to the
+	// specific data structure which stores the partial result and then reset
+	// every field to the proper original state.
+	ResetPartialResult(pr PartialResult)
+
+	// UpdatePartialResult updates the specific partial result for an aggregate
+	// function using the input rows which all belonging to the same data group.
+	// It converts the PartialResult to the specific data structure which stores
+	// the partial result and then iterates on the input rows and update that
+	// partial result according to the functionality and the state of the
+	// aggregate function.
+	UpdatePartialResult(sctx sessionctx.Context, rowsInGroup []chunk.Row, pr PartialResult) error
+
+	// AppendFinalResult2Chunk finalizes the partial result and append the
+	// final result to the input chunk. Like other operations, it converts the
+	// input PartialResult to the specific data structure which stores the
+	// partial result and then calculates the final result and append that
+	// final result to the chunk provided.
+	AppendFinalResult2Chunk(sctx sessionctx.Context, pr PartialResult, chk *chunk.Chunk) error
+}
+
+type baseAggFunc struct {
+	// args stores the input arguments for an aggregate function, we should
+	// call arg.EvalXXX to get the actual input data for this function.
+	args []expression.Expression
+
+	// ordinal stores the ordinal of the columns in the output chunk, which is
+	// used to append the final result of this function.
+	ordinal int
+}
diff --git a/executor/aggfuncs/builder.go b/executor/aggfuncs/builder.go
new file mode 100644
index 0000000000000..09fab4126eeee
--- /dev/null
+++ b/executor/aggfuncs/builder.go
@@ -0,0 +1,97 @@
+// Copyright 2018 PingCAP, Inc.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package aggfuncs
+
+import (
+	"github.com/pingcap/tidb/ast"
+	"github.com/pingcap/tidb/expression/aggregation"
+)
+
+// Build is used to build a specific AggFunc implementation according to the
+// input aggFuncDesc.
+func Build(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	switch aggFuncDesc.Name {
+	case ast.AggFuncCount:
+		return buildCount(aggFuncDesc, ordinal)
+	case ast.AggFuncSum:
+		return buildSum(aggFuncDesc, ordinal)
+	case ast.AggFuncAvg:
+		return buildAvg(aggFuncDesc, ordinal)
+	case ast.AggFuncFirstRow:
+		return buildFirstRow(aggFuncDesc, ordinal)
+	case ast.AggFuncMax:
+		return buildMax(aggFuncDesc, ordinal)
+	case ast.AggFuncMin:
+		return buildMin(aggFuncDesc, ordinal)
+	case ast.AggFuncGroupConcat:
+		return buildGroupConcat(aggFuncDesc, ordinal)
+	case ast.AggFuncBitOr:
+		return buildBitOr(aggFuncDesc, ordinal)
+	case ast.AggFuncBitXor:
+		return buildBitXor(aggFuncDesc, ordinal)
+	case ast.AggFuncBitAnd:
+		return buildBitAnd(aggFuncDesc, ordinal)
+	}
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "COUNT".
+func buildCount(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "SUM".
+func buildSum(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "AVG".
+func buildAvg(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "FIRST_ROW".
+func buildFirstRow(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "MAX".
+func buildMax(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "MIN".
+func buildMin(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "GROUP_CONCAT".
+func buildGroupConcat(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "BIT_OR".
+func buildBitOr(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "BIT_XOR".
+func buildBitXor(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
+
+// buildCount builds the AggFunc implementation for function "BIT_AND".
+func buildBitAnd(aggFuncDesc *aggregation.AggFuncDesc, ordinal int) AggFunc {
+	return nil
+}
diff --git a/executor/aggregate.go b/executor/aggregate.go
index ab94b2f138d98..0b5336392fc7b 100644
--- a/executor/aggregate.go
+++ b/executor/aggregate.go
@@ -15,6 +15,7 @@ package executor
 
 import (
 	"github.com/juju/errors"
+	"github.com/pingcap/tidb/executor/aggfuncs"
 	"github.com/pingcap/tidb/expression"
 	"github.com/pingcap/tidb/expression/aggregation"
 	"github.com/pingcap/tidb/mysql"
@@ -189,11 +190,15 @@ type StreamAggExec struct {
 	curGroupKey  []types.Datum
 	tmpGroupKey  []types.Datum
 
-	// for chunk execution.
 	inputIter  *chunk.Iterator4Chunk
 	inputRow   chunk.Row
 	mutableRow chunk.MutRow
 	rowBuffer  []types.Datum
+
+	// for the new execution framework of aggregate functions
+	newAggFuncs    []aggfuncs.AggFunc
+	partialResults []aggfuncs.PartialResult
+	groupRows      []chunk.Row
 }
 
 // Open implements the Executor Open interface.
@@ -209,9 +214,16 @@ func (e *StreamAggExec) Open(ctx context.Context) error {
 	e.mutableRow = chunk.MutRowFromTypes(e.retTypes())
 	e.rowBuffer = make([]types.Datum, 0, e.Schema().Len())
 
-	e.aggCtxs = make([]*aggregation.AggEvaluateContext, 0, len(e.AggFuncs))
-	for _, agg := range e.AggFuncs {
-		e.aggCtxs = append(e.aggCtxs, agg.CreateContext(e.ctx.GetSessionVars().StmtCtx))
+	if e.newAggFuncs != nil {
+		e.partialResults = make([]aggfuncs.PartialResult, 0, len(e.newAggFuncs))
+		for _, newAggFunc := range e.newAggFuncs {
+			e.partialResults = append(e.partialResults, newAggFunc.AllocPartialResult())
+		}
+	} else {
+		e.aggCtxs = make([]*aggregation.AggEvaluateContext, 0, len(e.AggFuncs))
+		for _, agg := range e.AggFuncs {
+			e.aggCtxs = append(e.aggCtxs, agg.CreateContext(e.ctx.GetSessionVars().StmtCtx))
+		}
 	}
 
 	return nil
@@ -242,23 +254,55 @@ func (e *StreamAggExec) consumeOneGroup(ctx context.Context, chk *chunk.Chunk) e
 				return errors.Trace(err)
 			}
 			if meetNewGroup {
-				e.appendResult2Chunk(chk)
-			}
-			for i, af := range e.AggFuncs {
-				err := af.Update(e.aggCtxs[i], e.StmtCtx, e.inputRow)
+				err := e.consumeGroupRows()
 				if err != nil {
 					return errors.Trace(err)
 				}
+				err = e.appendResult2Chunk(chk)
+				if err != nil {
+					return errors.Trace(err)
+				}
+			}
+			if e.newAggFuncs != nil {
+				e.groupRows = append(e.groupRows, e.inputRow)
+			} else {
+				for i, af := range e.AggFuncs {
+					err := af.Update(e.aggCtxs[i], e.StmtCtx, e.inputRow)
+					if err != nil {
+						return errors.Trace(err)
+					}
+				}
 			}
 			if meetNewGroup {
 				e.inputRow = e.inputIter.Next()
 				return nil
 			}
 		}
+		if e.newAggFuncs != nil {
+			err := e.consumeGroupRows()
+			if err != nil {
+				return errors.Trace(err)
+			}
+		}
 	}
 	return nil
 }
 
+func (e *StreamAggExec) consumeGroupRows() error {
+	if len(e.groupRows) == 0 {
+		return nil
+	}
+
+	for i, newAggFunc := range e.newAggFuncs {
+		err := newAggFunc.UpdatePartialResult(e.ctx, e.groupRows, e.partialResults[i])
+		if err != nil {
+			return errors.Trace(err)
+		}
+	}
+	e.groupRows = e.groupRows[:0]
+	return nil
+}
+
 func (e *StreamAggExec) fetchChildIfNecessary(ctx context.Context, chk *chunk.Chunk) error {
 	if e.inputRow != e.inputIter.End() {
 		return nil
@@ -271,7 +315,10 @@ func (e *StreamAggExec) fetchChildIfNecessary(ctx context.Context, chk *chunk.Ch
 	// No more data.
 	if e.childrenResults[0].NumRows() == 0 {
 		if e.hasData || len(e.GroupByItems) == 0 {
-			e.appendResult2Chunk(chk)
+			err := e.appendResult2Chunk(chk)
+			if err != nil {
+				return errors.Trace(err)
+			}
 		}
 		e.executed = true
 		return nil
@@ -285,7 +332,20 @@ func (e *StreamAggExec) fetchChildIfNecessary(ctx context.Context, chk *chunk.Ch
 
 // appendResult2Chunk appends result of all the aggregation functions to the
 // result chunk, and reset the evaluation context for each aggregation.
-func (e *StreamAggExec) appendResult2Chunk(chk *chunk.Chunk) {
+func (e *StreamAggExec) appendResult2Chunk(chk *chunk.Chunk) error {
+	if e.newAggFuncs != nil {
+		for i, newAggFunc := range e.newAggFuncs {
+			err := newAggFunc.AppendFinalResult2Chunk(e.ctx, e.partialResults[i], chk)
+			if err != nil {
+				return errors.Trace(err)
+			}
+			newAggFunc.ResetPartialResult(e.partialResults[i])
+		}
+		if len(e.newAggFuncs) == 0 {
+			chk.SetNumVirtualRows(chk.NumRows() + 1)
+		}
+		return nil
+	}
 	e.rowBuffer = e.rowBuffer[:0]
 	for i, af := range e.AggFuncs {
 		e.rowBuffer = append(e.rowBuffer, af.GetResult(e.aggCtxs[i]))
@@ -293,6 +353,7 @@ func (e *StreamAggExec) appendResult2Chunk(chk *chunk.Chunk) {
 	}
 	e.mutableRow.SetDatums(e.rowBuffer...)
 	chk.AppendRow(e.mutableRow.ToRow())
+	return nil
 }
 
 // meetNewGroup returns a value that represents if the new group is different from last group.
diff --git a/executor/builder.go b/executor/builder.go
index c78326d423c74..41ce6246a18b1 100644
--- a/executor/builder.go
+++ b/executor/builder.go
@@ -27,6 +27,7 @@ import (
 	"github.com/pingcap/tidb/ast"
 	"github.com/pingcap/tidb/distsql"
 	"github.com/pingcap/tidb/domain"
+	"github.com/pingcap/tidb/executor/aggfuncs"
 	"github.com/pingcap/tidb/expression"
 	"github.com/pingcap/tidb/expression/aggregation"
 	"github.com/pingcap/tidb/infoschema"
@@ -919,8 +920,20 @@ func (b *executorBuilder) buildStreamAgg(v *plan.PhysicalStreamAgg) Executor {
 		AggFuncs:     make([]aggregation.Aggregation, 0, len(v.AggFuncs)),
 		GroupByItems: v.GroupByItems,
 	}
-	for _, aggDesc := range v.AggFuncs {
+	newAggFuncs := make([]aggfuncs.AggFunc, 0, len(v.AggFuncs))
+	for i, aggDesc := range v.AggFuncs {
 		e.AggFuncs = append(e.AggFuncs, aggDesc.GetAggFunc())
+		newAggFunc := aggfuncs.Build(aggDesc, i)
+		if newAggFunc != nil {
+			newAggFuncs = append(newAggFuncs, newAggFunc)
+		}
+	}
+
+	// Once we have successfully build all the aggregate functions to the new
+	// aggregate function execution framework, we can store them to the stream
+	// aggregate operator to indicate it using the new execution framework.
+	if len(newAggFuncs) == len(v.AggFuncs) {
+		e.newAggFuncs = newAggFuncs
 	}
 	metrics.ExecutorCounter.WithLabelValues("StreamAggExec").Inc()
 	return e