feat[next]: warn in case python is run without -O for non-embedded

pyproject.toml

@@ -284,6 +284,7 @@ markers = [
   'requires_atlas: tests that require `atlas4py` bindings package',
   'requires_dace: tests that require `dace` package',
   'requires_gpu: tests that require a NVidia GPU (`cupy` and `cudatoolkit` are required)',
+  'requires_jax: tests that require `jax` package',
   'uses_applied_shifts: tests that require backend support for applied-shifts',
   'uses_can_deref: tests that require backend support for can_deref builtin function',
   'uses_composite_shifts: tests that use composite shifts in unstructured domain',

src/gt4py/next/otf/compiled_program.py

@@ -113,6 +113,16 @@ def compile_variant_hook(
             },
         )
 
+    if __debug__:
+        # Note: We set the stack level to point to something internally as we don't want to show this warning more than once.
+        # It's an ad-hoc pragramatic choice that could be revisited in the future.
+        warnings.warn(
+            "Python is not running in optimized mode, which may impact performance when using a"
+            " compiled backend. Consider running with `python -O` or setting the environment"
+            " variable `PYTHONOPTIMIZE=1`.",
+            stacklevel=3,
+        )
+
 
 @hook_machinery.context_hook
 def compiled_program_call_context(
@@ -379,11 +389,12 @@ def __call__(
             # type, add the argument types to the cache key as the argument types are used during
             # compilation. In case the program is not generic we can avoid the potentially
             # expensive type deduction for all arguments and not include it in the key.
-            warnings.warn(
-                "Calling generic programs / direct calls to scan operators are not optimized. "
-                "Consider calling a specialized version instead.",
-                stacklevel=2,
-            )
+            if enable_jit:
+                warnings.warn(
+                    "Calling generic programs / direct calls to scan operators are not optimized. "
+                    "Consider calling a specialized version instead.",
+                    stacklevel=3,
+                )
             arg_specialization_key = eve_utils.content_hash(
                 (
                     tuple(type_translation.from_value(arg) for arg in canonical_args),

tests/next_tests/integration_tests/feature_tests/ffront_tests/test_compiled_program.py

@@ -5,6 +5,8 @@
 #
 # Please, refer to the LICENSE file in the root directory.
 # SPDX-License-Identifier: BSD-3-Clause
+import inspect
+import warnings
 from typing import Optional, NamedTuple
 from unittest import mock
 
@@ -991,3 +993,39 @@ def testee(inp: tuple[cases.IField, cases.IField, float], out: NamedTupleNamedCo
             arguments.FieldDomainDescriptor(out[1].domain),
         ),
     }
+
+
+@pytest.fixture
+def scan_operator_testee(cartesian_case):
+    """A scan operator called directly as a FieldOperator — the only case where _is_generic=True."""
+    if cartesian_case.backend is None:
+        pytest.skip("Embedded compiled program doesn't make sense.")
+
+    @gtx.scan_operator(axis=KDim, forward=True, init=0, backend=cartesian_case.backend)
+    def testee(carry: gtx.int32, inp: gtx.int32) -> gtx.int32:
+        return carry + inp
+
+    return testee
+
+
+@pytest.mark.uses_scan
+def test_warn_on_direct_scan_operator_call(cartesian_case, scan_operator_testee):
+    """A warning is emitted when a scan operator is called directly as a FieldOperator.
+
+    Scan operators called directly (not wrapped in a @program) are the only case where
+    _is_generic is True, triggering the 'not optimized' generic-program warning.
+    """
+    k_size = cartesian_case.default_sizes[KDim]
+    inp = cartesian_case.as_field([KDim], np.arange(k_size, dtype=np.int32))
+    out = cartesian_case.as_field([KDim], np.zeros(k_size, dtype=np.int32))
+
+    with warnings.catch_warnings(record=True) as caught:
+        warnings.simplefilter("always")
+        call_lineno = inspect.currentframe().f_lineno + 1
+        scan_operator_testee(inp, out=out, offset_provider=cartesian_case.offset_provider)
+
+    generic_warnings = [w for w in caught if "generic" in str(w.message)]
+    assert len(generic_warnings) == 1
+    w = generic_warnings[0]
+    assert w.filename == __file__
+    assert w.lineno == call_lineno