diff --git a/integration_tests/run_tests.py b/integration_tests/run_tests.py
index d144ea8d5a..1bea39b346 100755
--- a/integration_tests/run_tests.py
+++ b/integration_tests/run_tests.py
@@ -29,17 +29,17 @@
     "test_math1.py",
     "test_math_02.py",
     "test_c_interop_01.py",
+    "test_generics_01.py",
 ]
 
 # CPython tests only
 test_cpython = [
-    "test_generics_01.py",
     "test_builtin_bin.py",
     "test_builtin_hex.py",
     "test_builtin_oct.py"
 ]
 
-CUR_DIR = ROOT_DIR = os.path.abspath(os.path.join(os.path.dirname(__file__)))
+CUR_DIR = os.path.abspath(os.path.join(os.path.dirname(__file__)))
 
 def main():
     if not os.path.exists(os.path.join(CUR_DIR, 'tmp')):
diff --git a/integration_tests/test_generics_01.py b/integration_tests/test_generics_01.py
index 5419ad8a5b..442c63e24a 100644
--- a/integration_tests/test_generics_01.py
+++ b/integration_tests/test_generics_01.py
@@ -23,8 +23,11 @@ def test(a: bool) -> i32:
     return -10
 
 
-assert foo(2) == 4
-assert foo(2, 10) == 20
-assert foo("hello") == "lpython-hello"
-assert test(10) == 20
-assert test(False) == -test(True) and test(True) == 10
+def check():
+    assert foo(2) == 4
+    assert foo(2, 10) == 20
+    assert foo("hello") == "lpython-hello"
+    assert test(10) == 20
+    assert test(False) == -test(True) and test(True) == 10
+
+check()
diff --git a/src/lpython/semantics/python_ast_to_asr.cpp b/src/lpython/semantics/python_ast_to_asr.cpp
index 3dd332ad1e..a3a3ff15b8 100644
--- a/src/lpython/semantics/python_ast_to_asr.cpp
+++ b/src/lpython/semantics/python_ast_to_asr.cpp
@@ -139,6 +139,7 @@ ASR::Module_t* load_module(Allocator &al, SymbolTable *symtab,
     return mod2;
 }
 
+
 template <class Derived>
 class CommonVisitor : public AST::BaseVisitor<Derived> {
 public:
@@ -156,10 +157,13 @@ class CommonVisitor : public AST::BaseVisitor<Derived> {
     // The main module is stored directly in TranslationUnit, other modules are Modules
     bool main_module;
     PythonIntrinsicProcedures intrinsic_procedures;
+    std::map<int, ASR::symbol_t*> &ast_overload;
 
     CommonVisitor(Allocator &al, SymbolTable *symbol_table,
-            diag::Diagnostics &diagnostics, bool main_module)
-        : diag{diagnostics}, al{al}, current_scope{symbol_table}, main_module{main_module} {
+            diag::Diagnostics &diagnostics, bool main_module,
+            std::map<int, ASR::symbol_t*> &ast_overload)
+        : diag{diagnostics}, al{al}, current_scope{symbol_table}, main_module{main_module},
+            ast_overload{ast_overload} {
         current_module_dependencies.reserve(al, 4);
     }
 
@@ -445,7 +449,7 @@ ASR::symbol_t* import_from_module(Allocator &al, ASR::Module_t *m, SymbolTable *
         throw SemanticError("Only Subroutines, Functions and Variables are currently supported in 'import'",
             loc);
     }
-    // should not reach here
+    LFORTRAN_ASSERT(false);
     return nullptr;
 }
 
@@ -469,11 +473,13 @@ class SymbolTableVisitor : public CommonVisitor<SymbolTableVisitor> {
     std::map<SymbolTable*, ASR::accessType> assgn;
     ASR::symbol_t *current_module_sym;
     std::vector<std::string> excluded_from_symtab;
+    std::map<std::string, Vec<ASR::symbol_t* >> overload_defs;
 
 
     SymbolTableVisitor(Allocator &al, SymbolTable *symbol_table,
-        diag::Diagnostics &diagnostics, bool main_module)
-      : CommonVisitor(al, symbol_table, diagnostics, main_module), is_derived_type{false} {}
+        diag::Diagnostics &diagnostics, bool main_module,
+        std::map<int, ASR::symbol_t*> &ast_overload)
+      : CommonVisitor(al, symbol_table, diagnostics, main_module, ast_overload), is_derived_type{false} {}
 
 
     ASR::symbol_t* resolve_symbol(const Location &loc, const std::string &sub_name) {
@@ -522,7 +528,9 @@ class SymbolTableVisitor : public CommonVisitor<SymbolTableVisitor> {
         for (size_t i=0; i<x.n_body; i++) {
             visit_stmt(*x.m_body[i]);
         }
-
+        if (!overload_defs.empty()) {
+            create_GenericProcedure(x.base.base.loc);
+        }
         global_scope = nullptr;
         tmp = tmp0;
     }
@@ -534,12 +542,23 @@ class SymbolTableVisitor : public CommonVisitor<SymbolTableVisitor> {
         Vec<ASR::expr_t*> args;
         args.reserve(al, x.m_args.n_args);
         current_procedure_abi_type = ASR::abiType::Source;
-        if (x.n_decorator_list == 1) {
-            AST::expr_t *dec = x.m_decorator_list[0];
-            if (AST::is_a<AST::Name_t>(*dec)) {
-                std::string name = AST::down_cast<AST::Name_t>(dec)->m_id;
-                if (name == "ccall") {
-                    current_procedure_abi_type = ASR::abiType::BindC;
+        bool overload = false;
+        if (x.n_decorator_list > 0) {
+            for(size_t i=0; i<x.n_decorator_list; i++) {
+                AST::expr_t *dec = x.m_decorator_list[i];
+                if (AST::is_a<AST::Name_t>(*dec)) {
+                    std::string name = AST::down_cast<AST::Name_t>(dec)->m_id;
+                    if (name == "ccall") {
+                        current_procedure_abi_type = ASR::abiType::BindC;
+                    } else if (name == "overload") {
+                        overload = true;
+                    } else {
+                        throw SemanticError("Decorator: " + name + " is not supported",
+                            x.base.base.loc);
+                    }
+                } else {
+                    throw SemanticError("Unsupported Decorator type",
+                        x.base.base.loc);
                 }
             }
         }
@@ -578,6 +597,18 @@ class SymbolTableVisitor : public CommonVisitor<SymbolTableVisitor> {
                 var)));
         }
         std::string sym_name = x.m_name;
+        if (overload) {
+            std::string overload_number;
+            if (overload_defs.find(sym_name) == overload_defs.end()){
+                overload_number = "0";
+                Vec<ASR::symbol_t *> v;
+                v.reserve(al, 1);
+                overload_defs[sym_name] = v;
+            } else {
+                overload_number = std::to_string(overload_defs[sym_name].size());
+            }
+            sym_name = "__lpython_overloaded_" + overload_number + "__" + sym_name;
+        }
         if (parent_scope->scope.find(sym_name) != parent_scope->scope.end()) {
             throw SemanticError("Subroutine already defined", tmp->loc);
         }
@@ -631,8 +662,23 @@ class SymbolTableVisitor : public CommonVisitor<SymbolTableVisitor> {
                 s_access, deftype, bindc_name,
                 is_pure, is_module);
         }
-        parent_scope->scope[sym_name] = ASR::down_cast<ASR::symbol_t>(tmp);
+        ASR::symbol_t * t = ASR::down_cast<ASR::symbol_t>(tmp);
+        parent_scope->scope[sym_name] = t;
         current_scope = parent_scope;
+        if (overload) {
+            overload_defs[x.m_name].push_back(al, t);
+            ast_overload[(int64_t)&x] = t;
+        }
+    }
+
+    void create_GenericProcedure(const Location &loc) {
+        for(auto &p: overload_defs) {
+            std::string def_name = p.first;
+            tmp = ASR::make_GenericProcedure_t(al, loc, current_scope, s2c(al, def_name),
+                        p.second.p, p.second.size(), ASR::accessType::Public);
+            ASR::symbol_t *t = ASR::down_cast<ASR::symbol_t>(tmp);
+            current_scope->scope[def_name] = t;
+        }
     }
 
     void visit_ImportFrom(const AST::ImportFrom_t &x) {
@@ -724,9 +770,10 @@ class SymbolTableVisitor : public CommonVisitor<SymbolTableVisitor> {
 };
 
 Result<ASR::asr_t*> symbol_table_visitor(Allocator &al, const AST::Module_t &ast,
-        diag::Diagnostics &diagnostics, bool main_module)
+        diag::Diagnostics &diagnostics, bool main_module,
+        std::map<int, ASR::symbol_t*> &ast_overload)
 {
-    SymbolTableVisitor v(al, nullptr, diagnostics, main_module);
+    SymbolTableVisitor v(al, nullptr, diagnostics, main_module, ast_overload);
     try {
         v.visit_Module(ast);
     } catch (const SemanticError &e) {
@@ -748,8 +795,9 @@ class BodyVisitor : public CommonVisitor<BodyVisitor> {
     ASR::asr_t *asr;
     Vec<ASR::stmt_t*> *current_body;
 
-    BodyVisitor(Allocator &al, ASR::asr_t *unit, diag::Diagnostics &diagnostics, bool main_module)
-         : CommonVisitor(al, nullptr, diagnostics, main_module), asr{unit} {}
+    BodyVisitor(Allocator &al, ASR::asr_t *unit, diag::Diagnostics &diagnostics,
+         bool main_module, std::map<int, ASR::symbol_t*> &ast_overload)
+         : CommonVisitor(al, nullptr, diagnostics, main_module, ast_overload), asr{unit} {}
 
     // Transforms statements to a list of ASR statements
     // In addition, it also inserts the following nodes if needed:
@@ -817,6 +865,16 @@ class BodyVisitor : public CommonVisitor<BodyVisitor> {
         } else if (ASR::is_a<ASR::Function_t>(*t)) {
             ASR::Function_t *f = ASR::down_cast<ASR::Function_t>(t);
             handle_fn(x, *f);
+        } else if (ASR::is_a<ASR::GenericProcedure_t>(*t)) {
+            ASR::symbol_t *s = ast_overload[(int64_t)&x];
+            if (ASR::is_a<ASR::Subroutine_t>(*s)) {
+                handle_fn(x, *ASR::down_cast<ASR::Subroutine_t>(s));
+            } else if (ASR::is_a<ASR::Function_t>(*s)) {
+                ASR::Function_t *f = ASR::down_cast<ASR::Function_t>(s);
+                handle_fn(x, *f);
+            } else {
+                LFORTRAN_ASSERT(false);
+            }
         } else {
             LFORTRAN_ASSERT(false);
         }
@@ -2108,8 +2166,15 @@ class BodyVisitor : public CommonVisitor<BodyVisitor> {
                 x.base.base.loc);
         }
 
-        ASR::symbol_t *s = current_scope->resolve_symbol(call_name);
-
+        ASR::symbol_t *s = current_scope->resolve_symbol(call_name), *s_generic = nullptr;
+        if (s!=nullptr && s->type == ASR::symbolType::GenericProcedure) {
+            ASR::GenericProcedure_t *p = ASR::down_cast<ASR::GenericProcedure_t>(s);
+            int idx = ASRUtils::select_generic_procedure(args, *p, x.base.base.loc,
+            [&](const std::string &msg, const Location &loc) { throw SemanticError(msg, loc); });
+            // Create ExternalSymbol for procedures in different modules.
+            s_generic = s;
+            s = p->m_procs[idx];
+        }
 
         if (!s) {
             if (intrinsic_procedures.is_intrinsic(call_name)) {
@@ -2246,10 +2311,10 @@ class BodyVisitor : public CommonVisitor<BodyVisitor> {
                 value = intrinsic_procedures.comptime_eval(call_name, al, x.base.base.loc, args);
             }
             tmp = ASR::make_FunctionCall_t(al, x.base.base.loc, stemp,
-                nullptr, args.p, args.size(), nullptr, 0, a_type, value, nullptr);
+                s_generic, args.p, args.size(), nullptr, 0, a_type, value, nullptr);
         } else if(ASR::is_a<ASR::Subroutine_t>(*s)) {
             tmp = ASR::make_SubroutineCall_t(al, x.base.base.loc, stemp,
-                nullptr, args.p, args.size(), nullptr);
+                s_generic, args.p, args.size(), nullptr);
         } else {
             throw SemanticError("Unsupported call type for " + call_name,
                 x.base.base.loc);
@@ -2265,9 +2330,10 @@ class BodyVisitor : public CommonVisitor<BodyVisitor> {
 Result<ASR::TranslationUnit_t*> body_visitor(Allocator &al,
         const AST::Module_t &ast,
         diag::Diagnostics &diagnostics,
-        ASR::asr_t *unit, bool main_module)
+        ASR::asr_t *unit, bool main_module,
+        std::map<int, ASR::symbol_t*> &ast_overload)
 {
-    BodyVisitor b(al, unit, diagnostics, main_module);
+    BodyVisitor b(al, unit, diagnostics, main_module, ast_overload);
     try {
         b.visit_Module(ast);
     } catch (const SemanticError &e) {
@@ -2301,10 +2367,13 @@ std::string pickle_python(AST::ast_t &ast, bool colors, bool indent) {
 Result<ASR::TranslationUnit_t*> python_ast_to_asr(Allocator &al,
     AST::ast_t &ast, diag::Diagnostics &diagnostics, bool main_module)
 {
+    std::map<int, ASR::symbol_t*> ast_overload;
+
     AST::Module_t *ast_m = AST::down_cast2<AST::Module_t>(&ast);
 
     ASR::asr_t *unit;
-    auto res = symbol_table_visitor(al, *ast_m, diagnostics, main_module);
+    auto res = symbol_table_visitor(al, *ast_m, diagnostics, main_module,
+        ast_overload);
     if (res.ok) {
         unit = res.result;
     } else {
@@ -2313,7 +2382,8 @@ Result<ASR::TranslationUnit_t*> python_ast_to_asr(Allocator &al,
     ASR::TranslationUnit_t *tu = ASR::down_cast2<ASR::TranslationUnit_t>(unit);
     LFORTRAN_ASSERT(asr_verify(*tu));
 
-    auto res2 = body_visitor(al, *ast_m, diagnostics, unit, main_module);
+    auto res2 = body_visitor(al, *ast_m, diagnostics, unit, main_module,
+        ast_overload);
     if (res2.ok) {
         tu = res2.result;
     } else {