diff --git a/include/matxscript/ir/printer/ir_docsifier.h b/include/matxscript/ir/printer/ir_docsifier.h
index cdfac31d..515dc67e 100644
--- a/include/matxscript/ir/printer/ir_docsifier.h
+++ b/include/matxscript/ir/printer/ir_docsifier.h
@@ -333,6 +333,12 @@ inline void FrameNode::AddDispatchToken(const IRDocsifier& d, const StringRef& t
   this->AddExitCallback([doc = d.get()]() { doc->dispatch_tokens.pop_back(); });
 }
 
+/*! \brief Creates the matx common prefix, which is by default `T` */
+inline ExprDoc Dialect(const IRDocsifier& d, const StringRef& attr) {
+  d->ir_usage.insert("matx");
+  return IdDoc(d->cfg->dialect_prefix)->Attr(attr);
+}
+
 }  // namespace printer
 }  // namespace ir
 }  // namespace matxscript
diff --git a/include/matxscript/ir/printer/text_printer.h b/include/matxscript/ir/printer/text_printer.h
index 5f3b544b..3a024cbe 100644
--- a/include/matxscript/ir/printer/text_printer.h
+++ b/include/matxscript/ir/printer/text_printer.h
@@ -45,10 +45,8 @@ class PrinterConfigNode : public Object {
  public:
   /*! \brief A stack that tracks the names of the binding hierarchy */
   Array<StringRef> binding_names = {};
-  /*! \brief The prefix of IR nodes */
-  StringRef ir_prefix = "I";
-  /*! \brief The prefix of TIR nodes */
-  StringRef tir_prefix = "T";
+  /*! \brief The prefix of module */
+  StringRef dialect_prefix = "matx";
   /*! \brief Number of spaces used for indentation*/
   int indent_spaces = 4;
   /*! \brief Whether to print line numbers */
@@ -66,7 +64,7 @@ class PrinterConfigNode : public Object {
 
   void VisitAttrs(AttrVisitor* v) {
     v->Visit("binding_names", &binding_names);
-    v->Visit("ir_prefix", &ir_prefix);
+    v->Visit("dialect_prefix", &dialect_prefix);
     v->Visit("indent_spaces", &indent_spaces);
     v->Visit("print_line_numbers", &print_line_numbers);
     v->Visit("num_context_lines", &num_context_lines);
diff --git a/src/ir/prim_expr.cc b/src/ir/prim_expr.cc
index d1b93873..a319f903 100644
--- a/src/ir/prim_expr.cc
+++ b/src/ir/prim_expr.cc
@@ -101,6 +101,11 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       }
     });
 
+MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<FloatImm>("", [](FloatImm s, ObjectPath p, IRDocsifier d) -> Doc {
+      return LiteralDoc::Float(s->value, p->Attr("value"));
+    });
+
 // PrimCast
 PrimCast::PrimCast(DataType t, PrimExpr value, Span span) {
   MXCHECK(value.defined());
@@ -128,6 +133,13 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<PrimCast>("", [](PrimCast s, ObjectPath p, IRDocsifier d) -> Doc {
+      ExprDoc dtype = LiteralDoc::DataType(s->dtype, p->Attr("dtype"));
+      ExprDoc value = d->AsDoc<ExprDoc>(s->value, p->Attr("value"));
+      return Dialect(d, "PrimCast")->Call({dtype, value});
+    });
+
 // HLOCastPrim
 HLOCastPrim::HLOCastPrim(DataType t, BaseExpr value, Span span) {
   MXCHECK(value.defined());
@@ -154,6 +166,13 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<HLOCastPrim>("", [](HLOCastPrim s, ObjectPath p, IRDocsifier d) -> Doc {
+      ExprDoc dtype = LiteralDoc::DataType(s->dtype, p->Attr("dtype"));
+      ExprDoc value = d->AsDoc<ExprDoc>(s->value, p->Attr("value"));
+      return Dialect(d, "HLOCastPrim")->Call({dtype, value});
+    });
+
 #define MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(Name)                       \
   Name::Name(PrimExpr a, PrimExpr b, Span span) {                       \
     using T = Name::ContainerType;                                      \
@@ -184,6 +203,28 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
     data_ = std::move(node);                                            \
   }
 
+#define MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(                                          \
+    NodeType, NodeObj, NodeFunc, OpString, OpKind)                                                \
+  MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)                                               \
+      .set_dispatch<ir::NodeType>("", [](ir::NodeType node, ObjectPath p, IRDocsifier d) -> Doc { \
+        ExprDoc a = d->AsDoc<ExprDoc>(node->a, p->Attr("a"));                                     \
+        ExprDoc b = d->AsDoc<ExprDoc>(node->b, p->Attr("b"));                                     \
+        PrimExpr ret = matxscript::ir::NodeFunc(node->a, node->b);                                \
+        if (!ret->IsInstance<ir::NodeObj>() && ret->IsInstance<ir::IntImmNode>() &&               \
+            ret->IsInstance<ir::FloatImmNode>()) {                                                \
+          return Dialect(d, OpString)->Call({a, b});                                              \
+        }                                                                                         \
+        return OperationDoc(OperationDocNode::Kind::OpKind, {a, b});                              \
+      });
+
+#define MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY(NodeType, OpString)                                  \
+  MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)                                               \
+      .set_dispatch<ir::NodeType>("", [](ir::NodeType node, ObjectPath p, IRDocsifier d) -> Doc { \
+        ExprDoc a = d->AsDoc<ExprDoc>(node->a, p->Attr("a"));                                     \
+        ExprDoc b = d->AsDoc<ExprDoc>(node->b, p->Attr("b"));                                     \
+        return Dialect(d, OpString)->Call({a, b});                                                \
+      });
+
 // PrimAdd
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimAdd);
 
@@ -203,6 +244,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimAdd, PrimAddNode, add, "Add", kAdd);
+
 // PrimSub
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimSub);
 
@@ -222,6 +265,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimSub, PrimSubNode, sub, "Sub", kSub);
+
 // PrimMul
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimMul);
 
@@ -241,6 +286,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimMul, PrimMulNode, mul, "Mul", kMult);
+
 // PrimDiv
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimDiv);
 
@@ -260,6 +307,21 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<PrimDiv>("", [](PrimDiv node, ObjectPath p, IRDocsifier d) -> Doc {
+      ExprDoc a = d->AsDoc<ExprDoc>(node->a, p->Attr("a"));
+      ExprDoc b = d->AsDoc<ExprDoc>(node->b, p->Attr("b"));
+      PrimExpr ret = matxscript::ir::div(node->a, node->b);
+      if (!ret->IsInstance<PrimDivNode>()) {
+        return Dialect(d, "PrimDiv")->Call({a, b});
+      }
+      if ((node->a->dtype.is_int() || node->a->dtype.is_uint()) &&
+          (node->b->dtype.is_int() || node->b->dtype.is_uint())) {
+        return Dialect(d, "PrimDiv")->Call({a, b});
+      }
+      return OperationDoc(OperationDocNode::Kind::kDiv, {a, b});
+    });
+
 // PrimMod
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimMod);
 
@@ -279,6 +341,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY(PrimMod, "truncmod");
+
 // PrimFloorDiv
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimFloorDiv);
 
@@ -294,6 +358,9 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << "floordiv(" << op->a << ", " << op->b << ")";
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(
+    PrimFloorDiv, PrimFloorDivNode, floordiv, "FloorDiv", kFloorDiv);
+
 // PrimFloorMod
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimFloorMod);
 
@@ -309,6 +376,9 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << "floormod(" << op->a << ", " << op->b << ")";
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(
+    PrimFloorMod, PrimFloorModNode, floormod, "FloorMod", kMod);
+
 // PrimMin
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimMin);
 
@@ -328,6 +398,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ")";
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY(PrimMin, "min");
+
 // PrimMax
 MATXSCRIPT_DEFINE_BINOP_CONSTRUCTOR(PrimMax);
 
@@ -347,6 +419,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ")";
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY(PrimMax, "max");
+
 // PrimEQ
 MATXSCRIPT_DEFINE_CMPOP_CONSTRUCTOR(PrimEQ);
 
@@ -366,6 +440,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimEQ, PrimEQNode, equal, "EQ", kEq);
+
 // PrimNE
 MATXSCRIPT_DEFINE_CMPOP_CONSTRUCTOR(PrimNE);
 
@@ -385,6 +461,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimNE, PrimNENode, not_equal, "NE", kNotEq);
+
 // PrimLT
 MATXSCRIPT_DEFINE_CMPOP_CONSTRUCTOR(PrimLT);
 
@@ -404,6 +482,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimLT, PrimLTNode, less_than, "LT", kLt);
+
 // PrimLE
 MATXSCRIPT_DEFINE_CMPOP_CONSTRUCTOR(PrimLE);
 
@@ -423,6 +503,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimLE, PrimLENode, less_or_equal, "LE", kLtE);
+
 // PrimGT
 MATXSCRIPT_DEFINE_CMPOP_CONSTRUCTOR(PrimGT);
 
@@ -442,6 +524,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimGT, PrimGTNode, greater_than, "GT", kGt);
+
 // PrimGE
 MATXSCRIPT_DEFINE_CMPOP_CONSTRUCTOR(PrimGE);
 
@@ -461,6 +545,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimGE, PrimGENode, greater_or_equal, "GE", kGtE);
+
 // PrimAnd
 PrimAnd::PrimAnd(PrimExpr a, PrimExpr b, Span span) {
   MXCHECK(a.defined()) << "ValueError: a is undefined";
@@ -493,6 +579,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimAnd, PrimAndNode, logic_and, "And", kAnd);
+
 // PrimOr
 PrimOr::PrimOr(PrimExpr a, PrimExpr b, Span span) {
   MXCHECK(a.defined()) << "ValueError: a is undefined";
@@ -525,6 +613,8 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ')';
     });
 
+MATXSCRIPT_SCRIPT_PRINTER_DEF_BINARY_WITH_SUGAR(PrimOr, PrimOrNode, logic_or, "Or", kOr);
+
 // PrimNot
 PrimNot::PrimNot(PrimExpr a, Span span) {
   MXCHECK(a.defined()) << "ValueError: a is undefined";
@@ -590,6 +680,17 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ")";
     });
 
+MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<ir::PrimSelect>(
+        "", [](ir::PrimSelect select, ObjectPath p, IRDocsifier d) -> Doc {
+          return Dialect(d, "PrimSelect")
+              ->Call({
+                  d->AsDoc<ExprDoc>(select->condition, p->Attr("condition")),
+                  d->AsDoc<ExprDoc>(select->true_value, p->Attr("true_value")),
+                  d->AsDoc<ExprDoc>(select->false_value, p->Attr("false_value")),
+              });
+        });
+
 // Let
 PrimLet::PrimLet(PrimVar var, PrimExpr value, PrimExpr body, Span span) {
   MXCHECK(value.defined());
@@ -607,8 +708,8 @@ PrimLet::PrimLet(PrimVar var, PrimExpr value, PrimExpr body, Span span) {
   data_ = std::move(node);
 }
 
-MATXSCRIPT_REGISTER_GLOBAL("ir.Let").set_body_typed(
-    [](PrimVar var, PrimExpr value, PrimExpr body, Span span) {
+MATXSCRIPT_REGISTER_GLOBAL("ir.PrimLet")
+    .set_body_typed([](PrimVar var, PrimExpr value, PrimExpr body, Span span) {
       return PrimLet(var, value, body, span);
     });
 
@@ -624,6 +725,16 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       p->stream << ")";
     });
 
+MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<ir::PrimLet>("", [](ir::PrimLet let, ObjectPath p, IRDocsifier d) -> Doc {
+      DictDoc where({d->AsDoc<ExprDoc>(let->var, p->Attr("var"))},
+                    {d->AsDoc<ExprDoc>(let->value, p->Attr("value"))});
+      return Dialect(d, "PrimLet")
+          ->Call({d->AsDoc<ExprDoc>(let->body, p->Attr("body"))},  //
+                 {"where"},
+                 {where});
+    });
+
 // Call
 PrimCall::PrimCall(DataType dtype, HLOExpr op, Array<PrimExpr> args, Span span) {
   for (size_t i = 0; i < args.size(); ++i) {
@@ -671,6 +782,27 @@ MATXSCRIPT_STATIC_IR_FUNCTOR(ReprPrinter, vtable)
       //      p->stream << ")";
     });
 
+MATXSCRIPT_STATIC_IR_FUNCTOR(IRDocsifier, vtable)
+    .set_dispatch<ir::PrimCall>("", [](ir::PrimCall call, ObjectPath call_p, IRDocsifier d) -> Doc {
+      ExprDoc prefix{nullptr};
+      if (const auto* op = call->op.as<OpNode>()) {
+        // TODO: fix prim op name
+        StringRef name = op->name;
+        prefix = Dialect(d, name);
+      } else if (const auto* gv = call->op.as<GlobalVarNode>()) {
+        prefix = LiteralDoc::Str(gv->name_hint, call_p->Attr("op"));
+      } else {
+        MXLOG(FATAL) << "call: " << call;
+      }
+      Array<ExprDoc> args;
+      int n_args = call->args.size();
+      args.reserve(n_args + 1);
+      for (int i = 0; i < n_args; ++i) {
+        args.push_back(d->AsDoc<ExprDoc>(call->args[i], call_p->Attr("args")->ArrayIndex(i)));
+      }
+      return prefix->Call(args);
+    });
+
 MATXSCRIPT_REGISTER_GLOBAL("runtime.GetIntImm").set_body_typed([](IntImm i) { return i->value; });
 
 MATXSCRIPT_REGISTER_GLOBAL("runtime.GetFloatImm").set_body_typed([](FloatImm f) {
diff --git a/src/ir/printer/text_printer.cc b/src/ir/printer/text_printer.cc
index 68d76394..0cd8ad01 100644
--- a/src/ir/printer/text_printer.cc
+++ b/src/ir/printer/text_printer.cc
@@ -99,11 +99,8 @@ PrinterConfig::PrinterConfig(Map<StringRef, ObjectRef> config_dict) {
   if (auto v = config_dict.Get("name")) {
     n->binding_names.push_back(Downcast<StringRef>(v));
   }
-  if (auto v = config_dict.Get("ir_prefix")) {
-    n->ir_prefix = Downcast<StringRef>(v);
-  }
-  if (auto v = config_dict.Get("tir_prefix")) {
-    n->tir_prefix = Downcast<StringRef>(v);
+  if (auto v = config_dict.Get("dialect_prefix")) {
+    n->dialect_prefix = Downcast<StringRef>(v);
   }
   if (auto v = config_dict.Get("indent_spaces")) {
     n->indent_spaces = Downcast<IntImm>(v)->value;
diff --git a/test/cc/test_ir_new_printer.cc b/test/cc/test_ir_new_printer.cc
index d8e64076..ba23b01f 100644
--- a/test/cc/test_ir_new_printer.cc
+++ b/test/cc/test_ir_new_printer.cc
@@ -21,6 +21,7 @@
 
 #include <gtest/gtest.h>
 
+#include <matxscript/ir/prim_builtin.h>
 #include <matxscript/ir/prim_expr.h>
 #include <matxscript/ir/printer/text_printer.h>
 #include <matxscript/ir/stmt.h>
@@ -30,8 +31,20 @@ namespace matxscript {
 namespace ir {
 
 TEST(IRTextPrinter, PrintAllocaVar) {
+  PrimExpr a(3);
+  PrimExpr b(4);
+
+  PrimAdd c(a, b);
+  PrimMul d(c, a);
+
+  Bool cond(true);
+  PrimCall if_expr(d.dtype(), builtin::if_then_else(), {cond, d, c});
+
+  PrimCast cast_expr(runtime::DataType::Int(32), if_expr);
+
   runtime::DataType int_ty = runtime::DataType::Int(64);
-  AllocaVarStmt alloca_stmt("b", PrimType(int_ty), IntImm(int_ty, 0));
+  AllocaVarStmt alloca_stmt("b", PrimType(int_ty), cast_expr);
+
   auto ir_text = printer::IRTextPrinter::Print(alloca_stmt, printer::PrinterConfig());
   // b: "int" = 0
   std::cout << ir_text << std::endl;