diff --git a/python/tvm/arith/__init__.py b/python/tvm/arith/__init__.py
index 77ec869a171e..05843ede9284 100644
--- a/python/tvm/arith/__init__.py
+++ b/python/tvm/arith/__init__.py
@@ -22,4 +22,4 @@
 from .pattern import detect_linear_equation, detect_clip_bound
 from .int_solver import solve_linear_equations, solve_linear_inequalities
 from .iter_affine_map import IterMapExpr, IterMark, IterSplitExpr, IterSumExpr
-from .iter_affine_map import detect_iter_map
+from .iter_affine_map import detect_iter_map, normalize_iter_map_to_expr
diff --git a/python/tvm/arith/iter_affine_map.py b/python/tvm/arith/iter_affine_map.py
index 4033d797dff8..5aa817bd7a24 100644
--- a/python/tvm/arith/iter_affine_map.py
+++ b/python/tvm/arith/iter_affine_map.py
@@ -112,3 +112,19 @@ def detect_iter_map(indices, input_iters, predicate=True, require_bijective=Fals
         Empty array if no match can be found.
     """
     return _ffi_api.DetectIterMap(indices, input_iters, predicate, require_bijective)
+
+
+def normalize_iter_map_to_expr(expr):
+    """Given an IterMapExpr, transform it to normal PrimExpr
+
+    Parameters
+    ----------
+    expr : IterMapExpr
+        the input IterMapExpr
+
+    Returns
+    -------
+    result : PrimExpr
+        the corresponding normal PrimExpr
+    """
+    return _ffi_api.NormalizeIterMapToExpr(expr)
diff --git a/src/arith/iter_affine_map.cc b/src/arith/iter_affine_map.cc
index 3757b5eb0d51..a49478a43635 100644
--- a/src/arith/iter_affine_map.cc
+++ b/src/arith/iter_affine_map.cc
@@ -1028,5 +1028,63 @@ PrimExpr IterMapRewriter::VisitExpr_(const FloorModNode* op) {
   }
 }
 
+/*! * \brief Given an IterVarMapExpr, transform it to normal PrimExpr. */
+class IterMapToExprNormalizer {
+ public:
+  explicit IterMapToExprNormalizer(Analyzer* analyzer) : analyzer_(analyzer) {}
+
+  PrimExpr Convert(const IterMapExpr& expr) {
+    if (const auto* op = expr.as<IterSplitExprNode>()) {
+      return ConvertIterSplitExpr(GetRef<IterSplitExpr>(op));
+    } else if (const auto* op = expr.as<IterSumExprNode>()) {
+      return ConvertIterSumExpr(GetRef<IterSumExpr>(op));
+    } else {
+      ICHECK(expr.defined());
+      LOG(FATAL) << "Unknown IterMapExpr type " << expr->GetTypeKey();
+      return 0;
+    }
+  }
+
+  PrimExpr ConvertIterSumExpr(const IterSumExpr& expr) {
+    PrimExpr res = 0;
+    for (const IterSplitExpr& arg : expr->args) {
+      res += ConvertIterSplitExpr(arg);
+    }
+    res += expr->base;
+    return res;
+  }
+
+  PrimExpr ConvertIterSplitExpr(const IterSplitExpr& expr) {
+    PrimExpr source;
+    if (const auto* op = expr->source->source.as<VarNode>()) {
+      source = GetRef<Var>(op);
+    } else if (const auto* op = expr->source->source.as<IterSumExprNode>()) {
+      source = ConvertIterSumExpr(GetRef<IterSumExpr>(op));
+    } else {
+      LOG(FATAL) << "Unexpected source of IterSplitExpr";
+    }
+    if (analyzer_->CanProve(expr->extent == expr->source->extent) && is_one(expr->lower_factor)) {
+      return source * expr->scale;
+    } else if (analyzer_->CanProve(expr->source->extent == expr->lower_factor * expr->extent)) {
+      return floordiv(source, expr->lower_factor) * expr->scale;
+    } else {
+      return floormod(floordiv(source, expr->lower_factor), expr->extent) * expr->scale;
+    }
+  }
+
+ private:
+  Analyzer* analyzer_;
+};
+
+PrimExpr NormalizeIterMapToExpr(const IterMapExpr& expr) {
+  arith::Analyzer analyzer;
+  IterMapToExprNormalizer normalizer(&analyzer);
+  return normalizer.Convert(expr);
+}
+
+TVM_REGISTER_GLOBAL("arith.NormalizeIterMapToExpr").set_body_typed([](const IterMapExpr& expr) {
+  return NormalizeIterMapToExpr(expr);
+});
+
 }  // namespace arith
 }  // namespace tvm
diff --git a/src/arith/expr_complexity.cc b/src/tir/analysis/expr_complexity.cc
similarity index 100%
rename from src/arith/expr_complexity.cc
rename to src/tir/analysis/expr_complexity.cc
diff --git a/tests/python/unittest/test_arith_iter_affine_map.py b/tests/python/unittest/test_arith_iter_affine_map.py
index ac05809449bd..5ce68aaaf51b 100644
--- a/tests/python/unittest/test_arith_iter_affine_map.py
+++ b/tests/python/unittest/test_arith_iter_affine_map.py
@@ -285,9 +285,30 @@ def test_predicate():
     assert len(res) == 0
 
 
+def test_normalize_iter_map_to_expr():
+    fld = tvm.tir.floordiv
+    flm = tvm.tir.floormod
+
+    x = tvm.tir.Var("x", "int32"), 10
+    y = tvm.tir.Var("y", "int32"), 9
+
+    xo, xi = isplit(x, 5)
+    yo, yi = isplit(y, 3)
+    z = ifuse([yo, xo, yi])
+
+    res = tvm.arith.detect_iter_map([z[0], xi[0]], var_dom([x, y]))
+
+    tvm.ir.assert_structural_equal(
+        tvm.arith.normalize_iter_map_to_expr(res[0]),
+        fld(y[0], 3) * 6 + fld(x[0], 5) * 3 + flm(y[0], 3),
+    )
+    tvm.ir.assert_structural_equal(tvm.arith.normalize_iter_map_to_expr(res[1]), flm(x[0], 5))
+
+
 if __name__ == "__main__":
     test_split()
     test_trivial()
     test_fuse()
     test_compound()
     test_predicate()
+    test_normalize_iter_map_to_expr()