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|
# Owner(s): ["module: inductor"]
import importlib
import os
import sys
import torch
from torch._inductor.compile_fx import compile_fx
from torch._inductor.test_case import TestCase
from torch.testing._internal.common_utils import TEST_WITH_ASAN, TEST_WITH_ROCM
from torch.testing._internal.inductor_utils import (
_check_has_dynamic_shape,
GPU_TYPE,
HAS_CPU,
HAS_GPU,
)
importlib.import_module("filelock")
# Make the helper files in test/ importable
pytorch_test_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
sys.path.append(pytorch_test_dir)
from inductor.test_torchinductor import ( # @manual=fbcode//caffe2/test/inductor:test_inductor-library
CommonTemplate,
copy_tests,
run_and_get_cpp_code,
run_and_get_triton_code,
TestFailure,
)
from inductor.test_torchinductor_dynamic_shapes import ( # @manual
make_dynamic_cls,
test_failures as dynamic_shapes_test_failures,
)
# Checks for patterns in generated C++/Triton code to see if it's dynamic
def check_codegen(
self: TestCase,
model,
example_inputs,
kwargs=None,
*,
is_cpp_code: bool,
):
kwargs = kwargs or {}
if is_cpp_code is False:
if hasattr(model, "to"):
model = model.to(device=GPU_TYPE)
def copy_fn(x):
# preserve strides of the input on the device
if not isinstance(x, torch.Tensor):
return x
return torch.empty_strided(
x.size(), x.stride(), device=GPU_TYPE, dtype=x.dtype
).copy_(x)
example_inputs = tuple(copy_fn(x) for x in example_inputs)
torch._dynamo.reset()
torch._inductor.codecache.FxGraphCache.clear()
torch._inductor.metrics.reset()
called = False
def compile_fx_wrapper(model_, example_inputs_):
nonlocal called
called = True
return compile_fx(model_, example_inputs_)
def run(*ex, **kwargs):
return model(*ex, **kwargs)
run = torch._dynamo.optimize(compile_fx_wrapper, nopython=True)(run)
if is_cpp_code:
_, code = run_and_get_cpp_code(run, *example_inputs, **kwargs)
_check_has_dynamic_shape(self, code)
else:
code = run_and_get_triton_code(run, *example_inputs, **kwargs)
self.assertTrue("def triton" in code, f"Failed to find triton kernel\n{code}")
assert called, "Ran graph without calling compile_fx"
torch._dynamo.reset()
# xfail by default, set is_skip=True to skip
test_failures = {
#
# Failed to find dynamic for loop variable (no kernels generated)
#
"test_fft_real_input_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_fft_real_input_real_output_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_to_device_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
#
# Failed to find dynamic for loop variable:
#
"test_arange1_dynamic_shapes": TestFailure(("cpu",)),
"test_arange2_dynamic_shapes": TestFailure(("cpu",)),
"test_arange3_dynamic_shapes": TestFailure(("cpu",)),
"test_arange4_dynamic_shapes": TestFailure(("cpu",)),
"test_arange6_dynamic_shapes": TestFailure(("cpu",)),
"test_clamp_type_promotion_dynamic_shapes": TestFailure(("cpu",)),
"test_conv2d_channels_last_dynamic_shapes": TestFailure(("cpu",)),
"test_conv3d_dynamic_shapes": TestFailure(("cpu",)),
"test_conv3d_channels_last_dynamic_shapes": TestFailure(("cpu",)),
"test_mutable_custom_op_fixed_layout2_dynamic_shapes": TestFailure(("cpu",)),
"test_expand_dynamic_shapes": TestFailure(("cpu",)),
"test_full_boolean_dynamic_shapes": TestFailure(("cpu",)),
"test_glu_dynamic_shapes": TestFailure(("cpu",)),
"test_isinf2_dynamic_shapes": TestFailure(("cpu",)),
"test_linspace1_dynamic_shapes": TestFailure(("cpu",)),
"test_masked_scatter_dynamic_shapes": TestFailure(("cpu",)),
"test_stack_dynamic_shapes": TestFailure(("cpu",)),
"test_tensor2_dynamic_shapes": TestFailure(("cpu",)),
"test_tensor3_dynamic_shapes": TestFailure(("cpu",)),
"test_to_device_constant_dynamic_shapes": TestFailure(("cpu",)),
"test_upsample_nearest2d_backward_dynamic_shapes": TestFailure(("cpu",)),
"test_views3_dynamic_shapes": TestFailure(("cpu",)),
"test_views4_dynamic_shapes": TestFailure(("cpu",)),
"test_zeros_dynamic_shapes": TestFailure(("cpu",)),
"test_uint_dynamic_shapes": TestFailure(("cpu",)),
"test_issue102546_dynamic_shapes": TestFailure(("cpu",)),
"test_repeat_as_strided_dynamic_shapes": TestFailure(("cpu",)),
"test_mul_index_expr_dynamic_shapes": TestFailure(("cpu",)),
"test_flip_cat_dynamic_shapes": TestFailure(("cpu",)),
#
# Failed to find for loop/triton kernel:
#
"test_complex_fallback_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_adaptive_avg_pool2d2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_adaptive_max_pool2d2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_adaptive_max_pool2d3_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_fractional_max_pool2d2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_argmax_to_float_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_avg_pool2d7_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_avg_pool2d_backward4_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_avg_pool3d_backward4_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_baddbmm_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_bmm2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_both_scalars_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_compar_dynamic_shapes": TestFailure(("cpu",)),
"test_const_int32_to_float_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_conv2d_backward_channels_last_dynamic_shapes": TestFailure(("cpu",)),
"test_conv_backward_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_conv_functional_bn_fuse_dynamic_shapes": TestFailure(("cpu",), is_skip=True),
"test_convolution2_dynamic_shapes": TestFailure(("cpu",)),
"test_cumprod_zero_dim_dynamic_shapes": TestFailure(("cpu",)),
"test_cumsum_dynamic_shapes": TestFailure(("cpu",)),
"test_cumsum_no_mask_dynamic_shapes": TestFailure(("cpu",)),
"test_cumsum_zero_dim_dynamic_shapes": TestFailure(("cpu",)),
"test_div8_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_embedding_bag_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_empty1_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_empty2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_empty_strided_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_bucketize_dynamic_shapes": TestFailure(("cpu",)),
"test_bucketize_default_kwargs_dynamic_shapes": TestFailure(("cpu",)),
"test_bucketize_int_dynamic_shapes": TestFailure(("cpu",)),
"test_searchsorted_dynamic_shapes": TestFailure(("cpu",)),
"test_like_rands_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_linspace2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_linspace3_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_logcumsumexp_dynamic_shapes": TestFailure(("cpu",)),
"test_logcumsumexp_zero_dim_dynamic_shapes": TestFailure(("cpu",)),
"test_max_pool2d6_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_max_pool2d8_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_max_pool2d_with_indices_backward5_dynamic_shapes": TestFailure(
("cpu", "cuda")
),
"test_max_pool2d_with_indices_backward6_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu")
),
"test_misaligned_address_issue1_dynamic_shapes": TestFailure(("cpu",)),
"test_mm_views_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_new_empty_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_new_empty_strided_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_new_ones_dynamic_shapes": TestFailure(("cpu",)),
"test_permute2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_pointwise_airy_ai_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_digamma_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_gammainc_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_gammaincc_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_i0e_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_i1e_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_modified_bessel_k0_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_modified_bessel_k1_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_ndtri_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_polygamma_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_psi_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_scaled_modified_bessel_k0_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_scaled_modified_bessel_k1_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_spherical_bessel_j0_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_zeta_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_chebyshev_polynomial_t_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_chebyshev_polynomial_u_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_chebyshev_polynomial_v_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_chebyshev_polynomial_w_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_shifted_chebyshev_polynomial_t_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_shifted_chebyshev_polynomial_u_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_shifted_chebyshev_polynomial_v_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_shifted_chebyshev_polynomial_w_dynamic_shapes": TestFailure(
("cuda", "xpu")
),
"test_pointwise_hermite_polynomial_h_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_hermite_polynomial_he_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_laguerre_polynomial_l_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_pointwise_legendre_polynomial_p_dynamic_shapes": TestFailure(("cuda", "xpu")),
"test_polar_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_randn_generator_dynamic_shapes": TestFailure(("cpu",)),
"test_randn_like_empty_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_single_elem_dynamic_shapes": TestFailure(("cpu",)),
"test_single_elem_indirect_dynamic_shapes": TestFailure(("cpu",)),
"test_sort_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_sort_stable_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_sort_transpose_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_split_cumsum_dynamic_shapes": TestFailure(("cpu",)),
"test_split_cumsum_low_prec_dynamic_shapes": TestFailure(("cpu",)),
"test_split_cumprod_dynamic_shapes": TestFailure(("cpu",)),
"test_split_cumprod_low_prec_dynamic_shapes": TestFailure(("cpu",)),
"test_split_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_topk_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_unbind_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_views5_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_view_detach_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_view_on_aliased_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_linear_float64_dynamic_shapes": TestFailure(("cpu",)),
"test_adaptive_avg_pool_with_output_size_0_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu")
),
"test_zero_element_mutation_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_custom_op_3_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_custom_op_fixed_layout_sequential_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu")
),
"test_cat_uint8_dynamic_shapes": TestFailure(
("cpu",)
), # cat on uint8 input is using aten fallback on cpu
#
# Tests not using 'common' or directly calling 'assertEqual':
#
"test_arange5_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_cat_inplace_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_cat_of_loops_and_extern_kernel_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
# need to enable CL with dynamic shapes
"test_scaled_dot_product_efficient_attention_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_dropout_deterministic_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_dropout_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_dtype_mismatch_issue_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_forced_buffer_realize_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_tmp_not_defined_issue3_dynamic_shapes": TestFailure(("cpu",), is_skip=True),
"test_gather2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_inplace_add_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_inplace_mixed_dtype_ops_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_input_mutation1_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_input_mutation2_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_input_mutation3_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_input_mutation4_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_kernel_names_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_lerp_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_linear_buffer_reuse_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_list_clearing_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_dropout_trivial_1_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_dropout2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_dropout3_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_masked_fill_promotion_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_min_max_reduction_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_multi_gpu_recompile_on_index_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_output_strides_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_pow3_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu"), is_skip=True),
"test_profiler_mark_wrapper_call_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_rand_like_deterministic_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_repeat_interleave_2_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_slice_mutation2_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_strided_inputs_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_transposed_propagates_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_require_stride_expanded_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_unspec_inputs_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_zero_dim_reductions_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
"test_sdpa_dynamic_shapes": TestFailure(("cpu",), is_skip=True),
"test_sdpa_unaligned_mask_dynamic_shapes": TestFailure(("cpu",), is_skip=True),
#
# The following tests do not support dynamic shapes yet:
#
"test_cudnn_rnn_dynamic_shapes": TestFailure(("cuda",)),
# test_roi_align uses torchvision, which doesn't work with dynamic shapes
"test_roi_align_dynamic_shapes": TestFailure(("cpu", "cuda", "xpu")),
"test_aliased_buffer_reuse_dynamic_shapes": TestFailure(("cpu",)),
# The input of this case has only 1 elements
"test_mutations_loop_fusion_dynamic_shapes": TestFailure(
("cpu", "cuda", "xpu"), is_skip=True
),
# Refinement means we don't actually generate dynamic shapes (but only on
# cpu apparently?!)
"test_nonzero_unbacked_refinement_dynamic_shapes": TestFailure(("cpu",)),
**dynamic_shapes_test_failures,
}
if TEST_WITH_ROCM:
test_failures.update(
{
"test_split_cumsum_dynamic_shapes": TestFailure(("cpu", "cuda")),
"test_split_cumsum_low_prec_dynamic_shapes": TestFailure(("cpu", "cuda")),
"test_split_cumprod_dynamic_shapes": TestFailure(("cpu", "cuda")),
"test_split_cumprod_low_prec_dynamic_shapes": TestFailure(("cpu", "cuda")),
}
)
DynamicShapesCodegenCommonTemplate = make_dynamic_cls(
CommonTemplate, xfail_prop="_expected_failure_codegen_dynamic"
)
if HAS_CPU:
class DynamicShapesCodegenCpuTests(TestCase):
maxDiff = None
device = "cpu"
def common(self: TestCase, model, example_inputs, kwargs=None, **_rest):
return check_codegen(
self=self,
model=model,
example_inputs=example_inputs,
kwargs=kwargs,
is_cpp_code=True,
)
copy_tests(
DynamicShapesCodegenCommonTemplate,
DynamicShapesCodegenCpuTests,
"cpu",
test_failures,
)
if HAS_GPU and not TEST_WITH_ASAN:
class DynamicShapesCodegenGPUTests(TestCase):
maxDiff = None
device = GPU_TYPE
def common(self: TestCase, model, example_inputs, kwargs=None, **_rest):
return check_codegen(
self=self,
model=model,
example_inputs=example_inputs,
kwargs=kwargs,
is_cpp_code=False,
)
copy_tests(
DynamicShapesCodegenCommonTemplate,
DynamicShapesCodegenGPUTests,
GPU_TYPE,
test_failures,
)
if __name__ == "__main__":
from torch._inductor.test_case import run_tests
if HAS_CPU or HAS_GPU:
run_tests(needs="filelock")
|
