diff --git a/ivy_tests/test_ivy/helpers/function_testing.py b/ivy_tests/test_ivy/helpers/function_testing.py
index 28bf2ad96d175..ee97da28a12ff 100644
--- a/ivy_tests/test_ivy/helpers/function_testing.py
+++ b/ivy_tests/test_ivy/helpers/function_testing.py
@@ -954,13 +954,16 @@ def test_frontend_function(
     frontend_fw_fn = frontend_fw.__dict__[gt_fn_name]
     frontend_ret = frontend_fw_fn(*args_frontend, **kwargs_frontend)
 
-    # ToDo: only traces and does inference on ivy arrays for now
-    if test_flags.transpile and hasattr(frontend_config, "backend_str"):
+    if test_flags.transpile:
         _get_transpiled_data_if_required(
             frontend_fn,
             frontend_fw_fn,
             frontend,
+            backend_to_test,
             fn_name=f"{gt_frontend_submods}.{gt_fn_name}",
+            generate_frontend_arrays=test_flags.generate_frontend_arrays,
+            args_for_test=args_for_test,
+            kwargs_for_test=kwargs_for_test,
             frontend_fw_args=args_frontend,
             frontend_fw_kwargs=kwargs_frontend,
         )
@@ -2437,31 +2440,41 @@ def _get_transpiled_data_if_required(
     frontend_fn,
     frontend_fw_fn,
     frontend,
+    backend,
     fn_name,
+    generate_frontend_arrays,
+    args_for_test,
+    kwargs_for_test,
     frontend_fw_args,
     frontend_fw_kwargs,
 ):
     iterations = 1
-
-    # to trace the frontend function on ivy arrays
-    with BackendHandler.update_backend(frontend) as ivy_backend:
-        args, kwargs = ivy_backend.args_to_ivy(*frontend_fw_args, **frontend_fw_kwargs)
-
+    # for backend transpilation
+    with BackendHandler.update_backend(backend) as ivy_backend:
+        if generate_frontend_arrays:
+            args_for_test, kwargs_for_test = ivy.nested_map(
+                _frontend_array_to_ivy,
+                (args_for_test, kwargs_for_test),
+                include_derived={"tuple": True},
+            )
+        else:
+            args_for_test, kwargs_for_test = ivy_backend.args_to_ivy(
+                *args_for_test, **kwargs_for_test
+            )
     traced_fn = traced_if_required(
-        frontend,
+        backend,
         frontend_fn,
         test_trace=True,
-        args=args,
-        kwargs=kwargs,
+        args=args_for_test,
+        kwargs=kwargs_for_test,
     )
-
     # running inference to get runtime
     frontend_timings = []
     frontend_fw_timings = []
     for i in range(0, iterations):
         # timing the traced_fn
         start = time.time()
-        traced_fn(*args, **kwargs)
+        traced_fn(*args_for_test, **kwargs_for_test)
         end = time.time()
         frontend_timings.append(end - start)
 
@@ -2471,12 +2484,11 @@ def _get_transpiled_data_if_required(
         end = time.time()
         frontend_fw_timings.append(end - start)
 
-    # trace to get ivy nodes
-    with BackendHandler.update_backend(frontend) as ivy_backend:
+    # compile to get ivy nodes
+    with BackendHandler.update_backend(backend) as ivy_backend:
         traced_fn_to_ivy = ivy_backend.trace_graph(
-            frontend_fn, to="ivy", args=args, kwargs=kwargs
+            frontend_fn, to="ivy", args=args_for_test, kwargs=kwargs_for_test
         )
-
     frontend_time = np.mean(frontend_timings).item()
     frontend_fw_time = np.mean(frontend_fw_timings).item()
     backend_nodes = len(traced_fn._functions)
@@ -2485,6 +2497,8 @@ def _get_transpiled_data_if_required(
     data = {
         "frontend": frontend,
         "frontend_func": fn_name,
+        "args": str(args_for_test),
+        "kwargs": str(kwargs_for_test),
         "frontend_time": frontend_time,
         "frontend_fw_time": frontend_fw_time,
         "backend_nodes": backend_nodes,
@@ -2492,7 +2506,7 @@ def _get_transpiled_data_if_required(
     }
 
     # creating json object and creating a file
-    _create_transpile_report(data, "report.json")
+    _create_transpile_report(data, backend, "report.json")
 
 
 def args_to_container(array_args):
diff --git a/ivy_tests/test_ivy/helpers/testing_helpers.py b/ivy_tests/test_ivy/helpers/testing_helpers.py
index 962318d3084af..41061e0fe3700 100644
--- a/ivy_tests/test_ivy/helpers/testing_helpers.py
+++ b/ivy_tests/test_ivy/helpers/testing_helpers.py
@@ -901,13 +901,27 @@ def seed(draw):
     return draw(st.integers(min_value=0, max_value=2**8 - 1))
 
 
-def _create_transpile_report(data: dict, file_name: str):
-    json_object = json.dumps(data, indent=6)
+def _create_transpile_report(data: dict, backend: str, file_name: str):
     if os.path.isfile(file_name):
         with open(file_name, "r") as outfile:
             # Load the file's existing data
-            data = json.load(outfile)
-            if data["backend_nodes"] > data["backend_nodes"]:
+            file_data = json.load(outfile)
+            if file_data["backend_nodes"].get(backend, 0) > data["backend_nodes"]:
                 return
+            file_data["backend_nodes"][backend] = data["backend_nodes"]
+            file_data["frontend_time"][backend] = data["frontend_time"]
+            file_data["args"][backend] = data["args"]
+            file_data["kwargs"][backend] = data["kwargs"]
+            file_data["ivy_nodes"] = data["ivy_nodes"]
+            file_data["frontend_fw_time"] = data["frontend_fw_time"]
+            json_object = json.dumps(file_data, indent=6)
+            with open(file_name, "w") as outfile:
+                outfile.write(json_object)
+            return
+    data["backend_nodes"] = {backend: data["backend_nodes"]}
+    data["frontend_time"] = {backend: data["frontend_time"]}
+    data["args"] = {backend: data["args"]}
+    data["kwargs"] = {backend: data["kwargs"]}
+    json_object = json.dumps(data, indent=6)
     with open(file_name, "w") as outfile:
         outfile.write(json_object)