diff --git a/bolt/lib/Profile/Heatmap.cpp b/bolt/lib/Profile/Heatmap.cpp
index 5fc3e0669352d..c86a4c9ec594a 100644
--- a/bolt/lib/Profile/Heatmap.cpp
+++ b/bolt/lib/Profile/Heatmap.cpp
@@ -297,6 +297,7 @@ void Heatmap::printSectionHotness(StringRef FileName) const {
 void Heatmap::printSectionHotness(raw_ostream &OS) const {
   uint64_t NumTotalCounts = 0;
   StringMap<uint64_t> SectionHotness;
+  StringMap<uint64_t> BucketUtilization;
   unsigned TextSectionIndex = 0;
 
   if (TextSections.empty())
@@ -325,23 +326,29 @@ void Heatmap::printSectionHotness(raw_ostream &OS) const {
       continue;
     }
     SectionHotness[TextSections[TextSectionIndex].Name] += KV.second;
+    ++BucketUtilization[TextSections[TextSectionIndex].Name];
   }
 
   assert(NumTotalCounts > 0 &&
          "total number of heatmap buckets should be greater than 0");
 
-  OS << "Section Name, Begin Address, End Address, Percentage Hotness\n";
-  for (auto &TextSection : TextSections) {
-    OS << TextSection.Name << ", 0x"
-       << Twine::utohexstr(TextSection.BeginAddress) << ", 0x"
-       << Twine::utohexstr(TextSection.EndAddress) << ", "
-       << format("%.4f",
-                 100.0 * SectionHotness[TextSection.Name] / NumTotalCounts)
-       << "\n";
+  OS << "Section Name, Begin Address, End Address, Percentage Hotness, "
+     << "Utilization Pct, Partition Score\n";
+  const uint64_t MappedCounts = NumTotalCounts - UnmappedHotness;
+  for (const auto [Name, Begin, End] : TextSections) {
+    const float Hotness = 1. * SectionHotness[Name] / NumTotalCounts;
+    const float MappedHotness =
+        MappedCounts ? 1. * SectionHotness[Name] / MappedCounts : 0;
+    const uint64_t NumBuckets =
+        End / BucketSize + !!(End % BucketSize) - Begin / BucketSize;
+    const float Utilization = 1. * BucketUtilization[Name] / NumBuckets;
+    const float PartitionScore = MappedHotness * Utilization;
+    OS << formatv("{0}, {1:x}, {2:x}, {3:f4}, {4:f4}, {5:f4}\n", Name, Begin,
+                  End, 100. * Hotness, 100. * Utilization, PartitionScore);
   }
   if (UnmappedHotness > 0)
-    OS << "[unmapped], 0x0, 0x0, "
-       << format("%.4f", 100.0 * UnmappedHotness / NumTotalCounts) << "\n";
+    OS << formatv("[unmapped], 0x0, 0x0, {0:f4}, 0, 0\n",
+                  100.0 * UnmappedHotness / NumTotalCounts);
 }
 } // namespace bolt
 } // namespace llvm
diff --git a/bolt/lib/Rewrite/RewriteInstance.cpp b/bolt/lib/Rewrite/RewriteInstance.cpp
index 520bd67f7e5b1..cf6782a8334d4 100644
--- a/bolt/lib/Rewrite/RewriteInstance.cpp
+++ b/bolt/lib/Rewrite/RewriteInstance.cpp
@@ -1453,7 +1453,7 @@ void RewriteInstance::updateRtFiniReloc() {
 }
 
 void RewriteInstance::registerFragments() {
-  if (!BC->HasSplitFunctions)
+  if (!BC->HasSplitFunctions || opts::HeatmapMode)
     return;
 
   // Process fragments with ambiguous parents separately as they are typically a
diff --git a/bolt/test/X86/heatmap-preagg.test b/bolt/test/X86/heatmap-preagg.test
index 00d4d521b1adf..702dc804f5133 100644
--- a/bolt/test/X86/heatmap-preagg.test
+++ b/bolt/test/X86/heatmap-preagg.test
@@ -17,17 +17,19 @@ RUN: FileCheck %s --check-prefix CHECK-SEC-HOT-BAT --input-file %t2-section-hotn
 CHECK-HEATMAP: PERF2BOLT: read 81 aggregated LBR entries
 CHECK-HEATMAP: HEATMAP: invalid traces: 1
 
-CHECK-SEC-HOT:      .init, 0x401000, 0x40101b, 16.8545
-CHECK-SEC-HOT-NEXT: .plt, 0x401020, 0x4010b0, 4.7583
-CHECK-SEC-HOT-NEXT: .text, 0x4010b0, 0x401c25, 78.3872
-CHECK-SEC-HOT-NEXT: .fini, 0x401c28, 0x401c35, 0.0000
+CHECK-SEC-HOT: Section Name, Begin Address, End Address, Percentage Hotness, Utilization Pct, Partition Score
+CHECK-SEC-HOT-NEXT: .init, 0x401000, 0x40101b, 16.8545, 100.0000, 0.1685
+CHECK-SEC-HOT-NEXT: .plt, 0x401020, 0x4010b0, 4.7583, 66.6667, 0.0317
+CHECK-SEC-HOT-NEXT: .text, 0x4010b0, 0x401c25, 78.3872, 85.1064, 0.6671
+CHECK-SEC-HOT-NEXT: .fini, 0x401c28, 0x401c35, 0.0000, 0.0000, 0.0000
 
 CHECK-HEATMAP-BAT: PERF2BOLT: read 79 aggregated LBR entries
 CHECK-HEATMAP-BAT: HEATMAP: invalid traces: 2
 
-CHECK-SEC-HOT-BAT:      .init, 0x401000, 0x40101b, 17.2888
-CHECK-SEC-HOT-BAT-NEXT: .plt, 0x401020, 0x4010b0, 5.6132
-CHECK-SEC-HOT-BAT-NEXT: .bolt.org.text, 0x4010b0, 0x401c25, 38.3385
-CHECK-SEC-HOT-BAT-NEXT: .fini, 0x401c28, 0x401c35, 0.0000
-CHECK-SEC-HOT-BAT-NEXT: .text, 0x800000, 0x8002cc, 38.7595
-CHECK-SEC-HOT-BAT-NEXT: .text.cold, 0x800300, 0x800415, 0.0000
+CHECK-SEC-HOT-BAT: Section Name, Begin Address, End Address, Percentage Hotness, Utilization Pct, Partition Score
+CHECK-SEC-HOT-BAT-NEXT: .init, 0x401000, 0x40101b, 17.2888, 100.0000, 0.1729
+CHECK-SEC-HOT-BAT-NEXT: .plt, 0x401020, 0x4010b0, 5.6132, 66.6667, 0.0374
+CHECK-SEC-HOT-BAT-NEXT: .bolt.org.text, 0x4010b0, 0x401c25, 38.3385, 51.0638, 0.1958
+CHECK-SEC-HOT-BAT-NEXT: .fini, 0x401c28, 0x401c35, 0.0000, 0.0000, 0.0000
+CHECK-SEC-HOT-BAT-NEXT: .text, 0x800000, 0x8002cc, 38.7595, 91.6667, 0.3553
+CHECK-SEC-HOT-BAT-NEXT: .text.cold, 0x800300, 0x800415, 0.0000, 0.0000, 0.0000