diff --git a/llvm/lib/CodeGen/MachineBlockPlacement.cpp b/llvm/lib/CodeGen/MachineBlockPlacement.cpp
--- a/llvm/lib/CodeGen/MachineBlockPlacement.cpp
+++ b/llvm/lib/CodeGen/MachineBlockPlacement.cpp
@@ -177,6 +177,14 @@
     cl::init(2),
     cl::Hidden);
 
+// Heuristic for tail duplication if profile count is used in cost model.
+static cl::opt<unsigned> TailDupProfilePercentThreshold(
+    "tail-dup-profile-percent-threshold",
+    cl::desc("If profile count information is used in tail duplication cost "
+             "model, the gained fall through number from tail duplication "
+             "should be at least this percent of hot count."),
+    cl::init(50), cl::Hidden);
+
 // Heuristic for triangle chains.
 static cl::opt<unsigned> TriangleChainCount(
     "triangle-chain-count",
@@ -377,6 +385,10 @@
   /// Partial tail duplication threshold.
   BlockFrequency DupThreshold;
 
+  /// True:  use block profile count to compute tail duplication cost.
+  /// False: use block frequency to compute tail duplication cost.
+  bool UseProfileCount;
+
   /// Allocator and owner of BlockChain structures.
   ///
   /// We build BlockChains lazily while processing the loop structure of
@@ -402,6 +414,19 @@
   SmallPtrSet<MachineBasicBlock *, 4> BlocksWithUnanalyzableExits;
 #endif
 
+  /// Get block profile count or frequency according to UseProfileCount.
+  /// The return value is used to model tail duplication cost.
+  BlockFrequency getBlockCountOrFrequency(const MachineBasicBlock *BB) {
+    if (UseProfileCount) {
+      auto Count = MBFI->getMBFI().getBlockProfileCount(BB);
+      if (Count)
+        return *Count;
+      else
+        return 0;
+    } else
+      return MBFI->getBlockFreq(BB);
+  }
+
   /// Scale the DupThreshold according to basic block size.
   BlockFrequency scaleThreshold(MachineBasicBlock *BB);
   void initDupThreshold();
@@ -3120,7 +3145,7 @@
 
   // Compute the number of reduced taken branches if Pred falls through to BB
   // instead of another successor. Then compare it with threshold.
-  BlockFrequency PredFreq = MBFI->getBlockFreq(Pred);
+  BlockFrequency PredFreq = getBlockCountOrFrequency(Pred);
   BlockFrequency Gain = PredFreq * (BBProb - BestProb);
   return Gain > scaleThreshold(BB);
 }
@@ -3194,7 +3219,7 @@
   // it. But it can beneficially fall through to BB, and duplicate BB into other
   // predecessors.
   for (MachineBasicBlock *Pred : Preds) {
-    BlockFrequency PredFreq = MBFI->getBlockFreq(Pred);
+    BlockFrequency PredFreq = getBlockCountOrFrequency(Pred);
 
     if (!TailDup.canTailDuplicate(BB, Pred)) {
       // BB can't be duplicated into Pred, but it is possible to be layout
@@ -3243,6 +3268,15 @@
   if (!F->getFunction().hasProfileData())
     return;
 
+  // We prefer to use prifile count.
+  uint64_t HotThreshold = PSI->getOrCompHotCountThreshold();
+  if (HotThreshold != UINT64_MAX) {
+    UseProfileCount = true;
+    DupThreshold = HotThreshold * TailDupProfilePercentThreshold / 100;
+    return;
+  }
+
+  // Profile count is not available, we can use block frequency instead.
   BlockFrequency MaxFreq = 0;
   for (MachineBasicBlock &MBB : *F) {
     BlockFrequency Freq = MBFI->getBlockFreq(&MBB);
@@ -3250,10 +3284,9 @@
       MaxFreq = Freq;
   }
 
-  // FIXME: we may use profile count instead of frequency,
-  // and need more fine tuning.
   BranchProbability ThresholdProb(TailDupPlacementPenalty, 100);
   DupThreshold = MaxFreq * ThresholdProb;
+  UseProfileCount = false;
 }
 
 bool MachineBlockPlacement::runOnMachineFunction(MachineFunction &MF) {
diff --git a/llvm/test/CodeGen/X86/dup-cost.ll b/llvm/test/CodeGen/X86/dup-cost.ll
new file mode 100644
--- /dev/null
+++ b/llvm/test/CodeGen/X86/dup-cost.ll
@@ -0,0 +1,105 @@
+; RUN: llc < %s -mtriple=x86_64-unknown-unknown | FileCheck %s
+
+; Cold function, %dup should not be duplicated into predecessors.
+define i32 @cold(i32 %a, i32* %p, i32* %q) !prof !21 {
+; CHECK-LABEL: cold
+; CHECK:       %entry
+; CHECK:       %true1
+; CHECK:       %dup
+; CHECK:       %true2
+; CHECK:       %false1
+; CHECK:       %false2
+entry:
+  %cond1 = icmp sgt i32 %a, 1
+  br i1 %cond1, label %true1, label %false1, !prof !30
+
+true1:
+  %v1 = load i32, i32* %p, align 4
+  %v2 = add i32 %v1, 2
+  br label %dup
+
+false1:
+  %v3 = load i32, i32* %q, align 4
+  %v4 = sub i32 %v3, 3
+  br label %dup
+
+dup:
+  %v5 = phi i32 [%v2, %true1], [%v4, %false1]
+  %cond2 = icmp sgt i32 %v5, 4
+  br i1 %cond2, label %true2, label %false2, !prof !30
+
+true2:
+  %v6 = xor i32 %v5, %a
+  br label %exit
+
+false2:
+  %v7 = and i32 %v5, %a
+  br label %exit
+
+exit:
+  %v8 = phi i32 [%v6, %true2], [%v7, %false2]
+  ret i32 %v8
+}
+
+; Same code as previous function, but with hot profile count.
+; So %dup should be duplicated into predecessors.
+define i32 @hot(i32 %a, i32* %p, i32* %q) !prof !22 {
+; CHECK-LABEL: hot
+; CHECK:       %entry
+; CHECK:       %true1
+; CHECK:       %false2
+; CHECK:       %false1
+; CHECK:       %true2
+entry:
+  %cond1 = icmp sgt i32 %a, 1
+  br i1 %cond1, label %true1, label %false1, !prof !30
+
+true1:
+  %v1 = load i32, i32* %p, align 4
+  %v2 = add i32 %v1, 2
+  br label %dup
+
+false1:
+  %v3 = load i32, i32* %q, align 4
+  %v4 = sub i32 %v3, 3
+  br label %dup
+
+dup:
+  %v5 = phi i32 [%v2, %true1], [%v4, %false1]
+  %cond2 = icmp sgt i32 %v5, 4
+  br i1 %cond2, label %true2, label %false2, !prof !30
+
+true2:
+  %v6 = xor i32 %v5, %a
+  br label %exit
+
+false2:
+  %v7 = and i32 %v5, %a
+  br label %exit
+
+exit:
+  %v8 = phi i32 [%v6, %true2], [%v7, %false2]
+  ret i32 %v8
+}
+
+
+!llvm.module.flags = !{!1}
+!21 = !{!"function_entry_count", i64 10}
+!22 = !{!"function_entry_count", i64 400}
+
+!30 = !{!"branch_weights", i32 1, i32 1}
+
+!1 = !{i32 1, !"ProfileSummary", !2}
+!2 = !{!3, !4, !5, !6, !7, !8, !9, !10}
+!3 = !{!"ProfileFormat", !"InstrProf"}
+!4 = !{!"TotalCount", i64 10000}
+!5 = !{!"MaxCount", i64 10}
+!6 = !{!"MaxInternalCount", i64 1}
+!7 = !{!"MaxFunctionCount", i64 1000}
+!8 = !{!"NumCounts", i64 3}
+!9 = !{!"NumFunctions", i64 3}
+!10 = !{!"DetailedSummary", !11}
+!11 = !{!12, !13, !14}
+!12 = !{i32 10000, i64 100, i32 1}
+!13 = !{i32 999000, i64 100, i32 1}
+!14 = !{i32 999999, i64 1, i32 2}