diff --git a/src/PIM/Conversion/ONNXToSpatial/ONNXToSpatialPass.cpp b/src/PIM/Conversion/ONNXToSpatial/ONNXToSpatialPass.cpp
index 1c47aba..862fa72 100644
--- a/src/PIM/Conversion/ONNXToSpatial/ONNXToSpatialPass.cpp
+++ b/src/PIM/Conversion/ONNXToSpatial/ONNXToSpatialPass.cpp
@@ -1,6 +1,7 @@
 #include "mlir/Dialect/Func/IR/FuncOps.h"
 #include "mlir/Dialect/SCF/IR/SCF.h"
 #include "mlir/Dialect/Tensor/IR/Tensor.h"
+#include "mlir/IR/IRMapping.h"
 #include "mlir/Pass/Pass.h"
 #include "mlir/Pass/PassManager.h"
 #include "mlir/Transforms/GreedyPatternRewriteDriver.h"
@@ -13,6 +14,8 @@
 #include "llvm/Support/raw_os_ostream.h"
 
 #include <fstream>
+#include <iterator>
+#include <utility>
 
 #include "Common.hpp"
 #include "Common/PimCommon.hpp"
@@ -48,6 +51,7 @@ struct ONNXToSpatialPass : PassWrapper<ONNXToSpatialPass, OperationPass<ModuleOp
 private:
   void annotateWeightsConstants(func::FuncOp funcOp) const;
   void encapsulateGlobalInstruction(func::FuncOp funcOp);
+  void mergeSingleChildCompute(func::FuncOp funcOp);
 };
 
 } // namespace
@@ -144,6 +148,7 @@ void ONNXToSpatialPass::runOnOperation() {
 
   annotateWeightsConstants(*entryFunc);
   encapsulateGlobalInstruction(*entryFunc);
+  mergeSingleChildCompute(*entryFunc);
 
   // Dump to file for debug
   dumpModule(moduleOp, "spatial0");
@@ -225,6 +230,69 @@ void ONNXToSpatialPass::encapsulateGlobalInstruction(func::FuncOp funcOp) {
   }
 }
 
+void ONNXToSpatialPass::mergeSingleChildCompute(func::FuncOp funcOp) {
+  llvm::SmallVector<spatial::SpatWeightedCompute> computeSingleChild;
+  Location loc = funcOp.getLoc();
+  IRRewriter rewriter(&getContext());
+  for (auto compute : funcOp.getOps<spatial::SpatWeightedCompute>())
+    if (std::distance(compute->getUses().begin(), compute->getUses().end()) == 1) {
+      auto user = *compute->getUsers().begin();
+      if (user->getNumOperands() == 1)
+        if (llvm::isa<spatial::SpatWeightedCompute>(user))
+          computeSingleChild.push_back(compute);
+    }
+
+  IRMapping mapper;
+  while (!computeSingleChild.empty()) {
+    auto compute = computeSingleChild.front();
+    auto child = dyn_cast_if_present<spatial::SpatWeightedCompute>(*compute->getUsers().begin());
+    assert(child && "Child required!");
+    rewriter.setInsertionPointAfter(compute.getOperation());
+    auto newCompute =
+      spatial::SpatWeightedCompute::create(rewriter, loc, child.getResultTypes(), compute.getOperands());
+    newCompute.getProperties().setOperandSegmentSizes(
+      {(int) compute.getWeights().size(), (int) compute.getInputs().size()});
+    llvm::dbgs() << "After Creation\n";
+    newCompute.dump();
+
+    compute.getBodyRegion().cloneInto(&newCompute.getBodyRegion(), mapper);
+    llvm::dbgs() << "After Clone\n";
+    newCompute.dump();
+    auto newTerminator = newCompute.getBody().front().getTerminator();
+    mapper.map(*child.getBody().front().getArguments().begin(), newTerminator->getOperand(0));
+    newTerminator->erase();
+    llvm::dbgs() << "After terminator\n";
+    newCompute.dump();
+    rewriter.setInsertionPoint(&newCompute.getBody().front(), newCompute.getBody().front().end());
+
+    for (auto& op : child.getBody().front())
+      rewriter.clone(op, mapper);
+
+    child.replaceAllUsesWith(newCompute);
+    assert(child->getUses().empty() && "It's not obvius");
+    llvm::dbgs() << "Node\n";
+    newCompute.dump();
+
+    llvm::dbgs() << "Parent\n";
+    compute.dump();
+
+    llvm::dbgs() << "Child\n";
+    child.dump();
+
+    child.erase();
+    compute.erase();
+
+    if (std::distance(newCompute->getUses().begin(), newCompute->getUses().end()) == 1) {
+      auto user = *newCompute->getUsers().begin();
+      if (user->getNumOperands() == 1)
+        if (llvm::isa<spatial::SpatWeightedCompute>(user))
+          computeSingleChild.push_back(newCompute);
+    }
+    std::swap(computeSingleChild.front(), computeSingleChild.back());
+    computeSingleChild.pop_back();
+  }
+}
+
 void ONNXToSpatialPass::annotateWeightsConstants(func::FuncOp funcOp) const {
   funcOp.walk([&](arith::ConstantOp constantOp) {
     bool isAlwaysWeight =