diff --git a/test/expect/TestTensorBoard.test_pytorch_graph.expect b/test/expect/TestTensorBoard.test_pytorch_graph.expect
index b13e4a80c381a6..52d232c98778e5 100644
--- a/test/expect/TestTensorBoard.test_pytorch_graph.expect
+++ b/test/expect/TestTensorBoard.test_pytorch_graph.expect
@@ -26,7 +26,7 @@ node {
 node {
   name: "output/output.1"
   op: "IO Node"
-  input: "myLinear/Linear[l]/22"
+  input: "myLinear/Linear[l]/21"
   attr {
     key: "_output_shapes"
     value {
@@ -50,7 +50,17 @@ node {
   }
 }
 node {
-  name: "myLinear/Linear[l]/bias/17"
+  name: "myLinear/Linear[l]/17"
+  op: "prim::Constant"
+  attr {
+    key: "attr"
+    value {
+      s: "{ value : 1}"
+    }
+  }
+}
+node {
+  name: "myLinear/Linear[l]/bias/18"
   op: "prim::GetAttr"
   input: "myLinear/Linear[l]/weight/14"
   attr {
@@ -61,7 +71,7 @@ node {
   }
 }
 node {
-  name: "myLinear/Linear[l]/weight/18"
+  name: "myLinear/Linear[l]/weight/19"
   op: "prim::GetAttr"
   input: "myLinear/Linear[l]/weight/14"
   attr {
@@ -72,9 +82,9 @@ node {
   }
 }
 node {
-  name: "myLinear/Linear[l]/19"
+  name: "myLinear/Linear[l]/20"
   op: "aten::t"
-  input: "myLinear/Linear[l]/weight/18"
+  input: "myLinear/Linear[l]/weight/19"
   attr {
     key: "_output_shapes"
     value {
@@ -97,34 +107,14 @@ node {
     }
   }
 }
-node {
-  name: "myLinear/Linear[l]/20"
-  op: "prim::Constant"
-  attr {
-    key: "attr"
-    value {
-      s: "{ value : 1}"
-    }
-  }
-}
 node {
   name: "myLinear/Linear[l]/21"
-  op: "prim::Constant"
-  attr {
-    key: "attr"
-    value {
-      s: "{ value : 1}"
-    }
-  }
-}
-node {
-  name: "myLinear/Linear[l]/22"
   op: "aten::addmm"
-  input: "myLinear/Linear[l]/bias/17"
+  input: "myLinear/Linear[l]/bias/18"
   input: "input/input"
-  input: "myLinear/Linear[l]/19"
   input: "myLinear/Linear[l]/20"
-  input: "myLinear/Linear[l]/21"
+  input: "myLinear/Linear[l]/17"
+  input: "myLinear/Linear[l]/17"
   attr {
     key: "_output_shapes"
     value {
diff --git a/test/test_jit.py b/test/test_jit.py
index 82538a96d3c4a7..bca71e629e4fb5 100644
--- a/test/test_jit.py
+++ b/test/test_jit.py
@@ -5089,7 +5089,7 @@ def fn2(x):
         with self.capture_stdout():
             traced = torch.jit.trace(fn, [torch.ones(2, 2)])
 
-        FileCheck().check("goodbye").check("hello").run(traced.graph)
+        FileCheck().check("goodbye").run(traced.graph)
 
     def test_big_int_literals(self):
         def ok():
@@ -11360,6 +11360,18 @@ def check(mod):
         imported = self.getExportImportCopy(traced)
         check(imported)
 
+    def test_inlining_cleanup(self):
+        def foo(x):
+            return F.linear(x, x)
+
+        @torch.jit.script
+        def fee(x):
+            return foo(x)
+
+        # inlining optimizations should have cleaned up linear if statement
+        self.run_pass("inline", fee.graph)
+        FileCheck().check_not("prim::If").run(fee.graph)
+
     def test_trace_export_fns_recursive(self):
         class Foo(torch.nn.Module):
             def __init__(self):
diff --git a/torch/csrc/jit/api/function_impl.cpp b/torch/csrc/jit/api/function_impl.cpp
index c4eabda759ab1a..712f501d43eda6 100644
--- a/torch/csrc/jit/api/function_impl.cpp
+++ b/torch/csrc/jit/api/function_impl.cpp
@@ -2,6 +2,9 @@
 #include <torch/csrc/jit/passes/inliner.h>
 
 #include <torch/csrc/jit/frontend/error_report.h>
+#include <torch/csrc/jit/passes/constant_pooling.h>
+#include <torch/csrc/jit/passes/constant_propagation.h>
+#include <torch/csrc/jit/passes/peephole.h>
 
 namespace torch {
 namespace jit {
@@ -66,9 +69,14 @@ const c10::FunctionSchema& GraphFunction::getSchema() const {
 }
 
 void preoptimizeGraph(std::shared_ptr<Graph>& graph) {
-  // TODO: Invoke cleanup passes before and after inlining to reduce amount of
-  // code we're copying.
   Inline(*graph);
+  // Peephole Optimize cleans up many "is None" checks and creates constant prop
+  // opportunities
+  PeepholeOptimize(graph);
+  // // AliasDb construction can be slow, so run it just on immutable types
+  // // to clean up constant Ifs & other easy wins
+  ConstantPropagationImmutableTypes(graph);
+  ConstantPooling(graph);
 }
 
 } // namespace jit