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Handle some numpy functions with out arguments correctly in dynamo (#118248)
Dynamo creates Tensors when tracing through numpy ufuncs like np.sin, np.minimum etc. When running, np functions generally return Tensors when run with `torch.compile`. However, we currently require when normalizing `out` arguments that the input is an ndarray. This creates assertion errors when running torch.compile on any numpy function with an out argument:
```
def test_numpy_ufunc_out(self):
@torch.compile(backend="eager")
def foo():
x = np.arange(5)
out = np.empty((x.shape[0], x.shape[0]))
res_out = np.sin(x, out=out)
assert res_out is out
foo()
```
Failure with stack trace: https://gist.github.com/jamesjwu/68e217638d735678b3de968584dba23f
Instead, we can wrap tensors in an ndarray in normalize_outarray to handle the case correctly. Fixing this resolves ~220 tests under dynamo_test_failures, but also exposes a followup bug.
In the presence of a graph break, ndarrays don't preserve their id, which can affect assertions and `is` checks between numpy arrays:
```
def test_x_and_out_broadcast(self, ufunc):
x = self.get_x(ufunc)
out = np.empty((x.shape[0], x.shape[0]))
x_b = np.broadcast_to(x, out.shape)
# ufunc is just np.sin here
res_out = ufunc(x, out=out)
res_bcast = ufunc(x_b)
# passes
assert res_out is out
graph_break()
# fails
assert res_out is out
```
Regular tensors preserve their id because Dynamo caches their example tensor values across a graph break. However, with ndarrays, we only store their converted tensor values, and construct new ndarrays around those values:
eebe7e1d37/torch/_dynamo/variables/builder.py (L1083)
Added a test with expected failure to showcase this — we can then fix that issue separately.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/118248
Approved by: https://github.com/lezcano
This commit is contained in:
James Wu
PyTorch MergeBot
parent
4d1bb2175a
commit
41dfdde9f5
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@ -9090,6 +9090,30 @@ ShapeEnv not equal: field values don't match:
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with set_default_dtype(torch.double):
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foo()
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def test_numpy_ufunc_out(self):
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@torch.compile(backend="eager")
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def foo():
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x = np.arange(5)
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out = np.empty((x.shape[0], x.shape[0]))
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res_out = np.sin(x, out=out)
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assert res_out is out
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foo()
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# Unfortunately, we don't currently preserve the ids of
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# res_out and out correctly across the graph break
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@unittest.expectedFailure
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def test_numpy_ufunc_out_graph_break(self):
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@torch.compile(backend="eager")
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def foo():
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x = np.arange(5)
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out = np.empty((x.shape[0], x.shape[0]))
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res_out = np.sin(x, out=out)
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torch._dynamo.graph_break()
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assert res_out is out
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foo()
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def test_dict_subclass_cannot_be_initialized_in_graph(self):
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for super_class in (
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collections.OrderedDict,
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@ -89,16 +89,18 @@ class TestUnaryUfuncs(TestCase):
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res_out = ufunc(x, out=out)
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res_bcast = ufunc(x_b)
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assert_equal(res_out, res_bcast)
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# TODO: switching the order causes a graph break, failing the test.
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# See test/dynamo/test_misc.py -k test_numpy_graph_break
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assert res_out is out
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assert_equal(res_out, res_bcast)
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out = np.empty((1, x.shape[0]))
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x_b = np.broadcast_to(x, out.shape)
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res_out = ufunc(x, out=out)
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res_bcast = ufunc(x_b)
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assert_equal(res_out, res_bcast)
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assert res_out is out
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assert_equal(res_out, res_bcast)
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ufunc_op_iop_numeric = [
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@ -206,8 +208,10 @@ class TestBinaryUfuncs(TestCase):
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res_out = ufunc(x, y, out=out)
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res_bcast = ufunc(x_b, y_b)
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assert_equal(res_out, res_bcast)
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# TODO: switching the order causes a graph break, failing the test.
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# See test/dynamo/test_misc.py -k test_numpy_graph_break
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assert res_out is out
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assert_equal(res_out, res_bcast)
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dtypes_numeric = [np.int32, np.float32, np.float64, np.complex128]
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@ -108,9 +108,13 @@ def normalize_outarray(arg, parm=None):
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# almost normalize_ndarray, only return the array, not its tensor
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if arg is None:
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return arg
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from ._ndarray import ndarray
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# Dynamo can pass torch tensors as out arguments,
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# wrap it in an ndarray before processing
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if isinstance(arg, torch.Tensor):
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arg = ndarray(arg)
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if not isinstance(arg, ndarray):
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raise TypeError(f"'{parm.name}' must be an array")
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return arg
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@ -34,8 +34,6 @@ dynamo_expected_failures = {
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"TestCppExtensionJIT.test_custom_compound_op_autograd",
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"TestCppExtensionJIT.test_cpp_frontend_module_has_up_to_date_attributes",
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"TestCppExtensionOpenRgistration.test_open_device_registration",
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"TestAutogradFallback.test_inplace_autograd_function_registered_to_cpu_mode_warn",
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"TestAutogradFallback.test_inplace_autograd_function_registered_to_cpu_mode_nothing",
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"TestIndexingCPU.test_invalid_index_cpu",
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"NumpyTestsCPU.test_boolean_shape_mismatch_cpu",
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"TestIndexingCPU.test_empty_ndim_index_bool_cpu",
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@ -237,229 +235,6 @@ dynamo_expected_failures = {
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"TestModuleInitCPU.test_quantized_BatchNorm3d_cpu_float32",
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"TestModuleInitCPU.test_nn_LSTM_cpu_float32",
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"TestModuleInitCPU.test_qat_Conv1d_cpu_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc10_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc9_out_dtype_float64",
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"TestUnaryUfuncs.test_x_and_out_casting_casting_same_kind_ufunc0_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc8_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc1_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc12_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc4_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc16_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc6_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc0_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc11_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc1_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc16",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc14_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc8_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc1_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc5",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc14_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc2_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc15_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc0_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc12_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc11_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc16_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc4_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc15_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc3_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc1_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc12_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc12_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc12_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc0_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc16_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc13_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc4_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc9_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc12_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc0_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc11_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc15_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc8_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc0_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc10_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc13_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc8_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc9_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc7_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc8_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc0_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc6_out_dtype_float32",
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"TestUnaryUfuncs.test_x_and_out_casting_casting_unsafe_ufunc0_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc7",
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"TestUnaryUfuncs.test_x_and_out_casting_casting_equiv_ufunc0_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc9_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc0_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc4",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc14_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc13_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc9_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc7_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc6_out_dtype_float64",
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"TestUnaryUfuncs.test_x_and_out_casting_casting_safe_ufunc0_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc5_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc4_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc9_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc8_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc7_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc14_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc10_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc9_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc4_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc8_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc8_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc0",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc7_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc6_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc15_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc12_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc11_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc1_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc0_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc2_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc15",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc16_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc12_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc16_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc1_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc2_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc3_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc6_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc3",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc5_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc3_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc7_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc6_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc5_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc7_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc2_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc10_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc10",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc16_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc5_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc2_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc5_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc3_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc7_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc15_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc5_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc15_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc11_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc14_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc2_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc2_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc11_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc12_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc8_out_dtype_float64",
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"TestUnaryUfuncs.test_x_and_out_casting_casting_same_kind_ufunc0_out_dtype_float64",
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"TestUfuncDtypeKwd.test_binary_ufunc_dtype_and_out",
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"TestUnaryUfuncs.test_x_and_out_casting_casting_same_kind_ufunc0_out_dtype_complex128",
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"TestUnaryUfuncs.test_x_and_out_casting_casting_unsafe_ufunc0_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc1_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc12_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc13_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc5_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc14_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc9_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc14_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc13_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc10_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc3_out_dtype_float64",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc11",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc7_out_dtype_complex128",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc13_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc6_out_dtype_float32",
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"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc1",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc0_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc9_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc16_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc16_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc5_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc12",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc3_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc6_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc14_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc15_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc13_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc7_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc14_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc4_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc6_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc4_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc11_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc3_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc9",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc10_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc3_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc11_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc15_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc14",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc15_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc6",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc16_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc5_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc9_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc16_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc4_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc5_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc6_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc11_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc13_out_dtype_float64",
|
||||
"TestUnaryUfuncs.test_x_and_out_casting_casting_unsafe_ufunc0_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc14_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc15_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc15_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc4_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc14_out_dtype_complex128",
|
||||
"TestUnaryUfuncs.test_x_and_out_casting_casting_no_ufunc0_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc10_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc13_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc12_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc2_out_dtype_float64",
|
||||
"TestUnaryUfuncs.test_x_and_out_broadcast_ufunc0",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc16_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc13_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc5_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc8_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc3_out_dtype_complex128",
|
||||
"TestUnaryUfuncs.test_x_and_out_casting_casting_safe_ufunc0_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc15_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc12_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc6_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc8_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc11_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc8_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc14_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc10_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc7_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc11_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc9_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc10_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc16_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc9_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc1_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc3_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc10_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc7_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc7_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc0_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc8",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc11_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_no_ufunc13_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc13_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc2_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc1_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc10_out_dtype_float64",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc5_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_unsafe_ufunc4_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_equiv_ufunc6_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc13",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc2_out_dtype_float32",
|
||||
"TestBinaryUfuncs.test_xy_and_out_broadcast_ufunc2",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_safe_ufunc10_out_dtype_complex128",
|
||||
"TestBinaryUfuncs.test_xy_and_out_casting_casting_same_kind_ufunc1_out_dtype_float64",
|
||||
"TestIsScalar.test_is_not_scalar_value6",
|
||||
"TestGenericReductions.test_bad_axis_func0",
|
||||
"TestGenericReductions.test_bad_axis_func11",
|
||||
|
|
@ -475,38 +250,30 @@ dynamo_expected_failures = {
|
|||
"TestGenericReductions.test_bad_axis_func1",
|
||||
"TestGenericCumSumProd.test_bad_axis_func0",
|
||||
"TestGenericReductions.test_bad_axis_func9",
|
||||
"TestWritebackIfCopy.test_take_mode_raise",
|
||||
"TestArange.test_infinite",
|
||||
"TestArrayConstruction.test_array_empty",
|
||||
"TestAttributes.test_fill_readonly",
|
||||
"TestArrayAttributeDeletion.test_multiarray_writable_attributes_deletion",
|
||||
"TestMatmul.test_out_contiguous",
|
||||
"TestMinMax.test_scalar",
|
||||
"TestFromBuffer.test_basic_little_dtype2",
|
||||
"TestArrayCreationCopyArgument.test_striding_not_ok",
|
||||
"TestArange.test_require_range",
|
||||
"TestArange.test_nan_step",
|
||||
"TestWritebackIfCopy.test_argmin_with_out",
|
||||
"TestArrayAttributeDeletion.test_multiarray_not_writable_attributes_deletion",
|
||||
"TestLexsort.test_datetime",
|
||||
"TestMinMax.test_axis",
|
||||
"TestLexsort.test_mixed",
|
||||
"TestWritebackIfCopy.test_dot_out",
|
||||
"TestAttributes.test_fill_struct_array",
|
||||
"TestFromBuffer.test_empty",
|
||||
"TestAssignment.test_assignment_broadcasting",
|
||||
"TestMatmul.test_out_arg",
|
||||
"TestAttributes.test_set_stridesattr",
|
||||
"TestStats.test_out",
|
||||
"TestScalarIndexing.test_invalid_subscript",
|
||||
"TestWhere.test_error",
|
||||
"TestWritebackIfCopy.test_argmax_with_out",
|
||||
"TestBool.test_sum_2",
|
||||
"TestScalarIndexing.test_invalid_newaxis",
|
||||
"TestTake.test_out_overlap",
|
||||
"TestScalarIndexing.test_invalid_subscript_assignment",
|
||||
"TestFromBuffer.test_basic_little_dtype1",
|
||||
"TestWritebackIfCopy.test_choose_mod_raise",
|
||||
"TestAttributes.test_fill_max_uint64",
|
||||
"TestPutmask.test_byteorder_dtype_<i4",
|
||||
"TestPutmask.test_byteorder_dtype_>i4",
|
||||
|
|
@ -520,12 +287,6 @@ dynamo_expected_failures = {
|
|||
"TestFromBuffer.test_basic_little_dtype0",
|
||||
"TestMatmul.test_exceptions",
|
||||
"TestFlag.test_writeable_from_readonly",
|
||||
"TestArgmaxArgminCommon.test_np_vs_ndarray_positional_arr_method_argmax_np_method0",
|
||||
"TestArgmaxArgminCommon.test_ret_is_out_ndim_1_method_argmin",
|
||||
"TestArgmaxArgminCommon.test_ret_is_out_ndim_0_method_argmax",
|
||||
"TestArgmaxArgminCommon.test_np_vs_ndarray_positional_arr_method_argmin_np_method1",
|
||||
"TestArgmaxArgminCommon.test_ret_is_out_ndim_1_method_argmax",
|
||||
"TestArgmaxArgminCommon.test_ret_is_out_ndim_0_method_argmin",
|
||||
"TestArgmax.test_combinations_data66",
|
||||
"TestArgmax.test_combinations_data65",
|
||||
"TestArgmax.test_combinations_data63",
|
||||
|
|
@ -601,42 +362,25 @@ dynamo_expected_failures = {
|
|||
"TestCov.test_aweights",
|
||||
"TestQuantile.test_quantile_monotonic_method_interpolated_inverted_cdf",
|
||||
"TestQuantile.test_quantile_monotonic_method_inverted_cdf",
|
||||
"TestPercentile.test_keepdims_out_q1_axis_1",
|
||||
"TestSortComplex.test_sort_real_type_in_g_type_out_G",
|
||||
"TestMedian.test_keepdims_out_axis2",
|
||||
"TestMeshgrid.test_invalid_arguments",
|
||||
"TestGradient.test_specific_axes",
|
||||
"TestPercentile.test_keepdims_out_q_7_axis4",
|
||||
"TestPercentile.test_keepdims_out_q1_axis4",
|
||||
"TestDelete.test_slices",
|
||||
"TestPercentile.test_extended_axis_invalid",
|
||||
"TestGradient.test_second_order_accurate",
|
||||
"TestMedian.test_keepdims_out_axis0",
|
||||
"TestDiff.test_prepend",
|
||||
"TestMedian.test_keepdims_out_axis_1",
|
||||
"TestPercentile.test_keepdims_out_q1_axis0",
|
||||
"TestQuantile.test_quantile_monotonic_method_averaged_inverted_cdf",
|
||||
"TestMedian.test_keepdims_out_axis4",
|
||||
"TestBincount.test_with_incorrect_minlength",
|
||||
"TestSortComplex.test_sort_real_type_in_H_type_out_F",
|
||||
"TestDiff.test_n",
|
||||
"TestMeshgrid.test_indexing",
|
||||
"TestQuantile.test_quantile_monotonic_method_closest_observation",
|
||||
"TestFlip.test_axes",
|
||||
"TestPercentile.test_keepdims_out_q1_axis3",
|
||||
"TestPercentile.test_keepdims_out_q_7_axis0",
|
||||
"TestMedian.test_keepdims_out_axis3",
|
||||
"TestCov.test_fweights",
|
||||
"TestDiff.test_append",
|
||||
"TestPercentile.test_scalar_q",
|
||||
"TestMedian.test_extended_axis_invalid",
|
||||
"TestMedian.test_out",
|
||||
"TestPercentile.test_keepdims_out_q_7_axis2",
|
||||
"TestPercentile.test_keepdims_out_q1_axis2",
|
||||
"TestQuantile.test_quantile_monotonic_method_hazen",
|
||||
"TestPercentile.test_keepdims_out_q_7_axis3",
|
||||
"TestPercentile.test_keepdims_out_q_7_axis_1",
|
||||
"TestPercentile.test_api",
|
||||
"TestQuantile.test_quantile_monotonic_method_normal_unbiased",
|
||||
"TestSetOps.test_in1d_table_timedelta_fails",
|
||||
"TestUnique.test_unique_axis_errors",
|
||||
|
|
@ -646,47 +390,15 @@ dynamo_expected_failures = {
|
|||
"TestUnique.test_unique_axis",
|
||||
"TestConstant.test_check_constant_float3",
|
||||
"TestConstant.test_check_constant_pad_2d",
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_f8_casting_safe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_c8_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_f8_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_f8_casting_no", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_exceptions", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_c8_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_i8_casting_equiv", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_large_concatenate_axis_None", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_concatenate", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestVstack.test_empty_input", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_i8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_i8_casting_no", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_f8_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_f8_casting_no", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_f4_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_f8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestVstack.test_non_iterable", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_i8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_f4_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_f8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_f8_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_f8_casting_safe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_f4_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_i8_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_c8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_f8_casting_safe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_c8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_f4_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_f4_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_c8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_f8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_i8_casting_safe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_bad_out_shape", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_f8_casting_equiv", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestHstack.test_non_iterable", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis0_out_dtype_c8_casting_same_kind", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestHstack.test_empty_input", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_f4_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestConcatenate.test_out_and_dtype_axis_0_out_dtype_f8_casting_equiv", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestStackMisc.test_stack_out_and_dtype_axis_0_out_dtype_i8_casting_unsafe", # torch_np/numpy_tests/core/test_shape_base
|
||||
"TestNegative.test_exceptions", # torch_np/numpy_tests/core/test_scalarmath
|
||||
"TestPower.test_modular_power", # torch_np/numpy_tests/core/test_scalarmath
|
||||
"TestBaseMath.test_lower_align", # torch_np/numpy_tests/core/test_scalarmath
|
||||
|
|
@ -707,37 +419,20 @@ dynamo_expected_failures = {
|
|||
"TestScalarTypeNames.test_names_reflect_attributes_t8", # torch_np/numpy_tests/core/test_numerictypes
|
||||
"TestScalarTypeNames.test_names_reflect_attributes_t0", # torch_np/numpy_tests/core/test_numerictypes
|
||||
"TestScalarTypeNames.test_names_reflect_attributes_t3", # torch_np/numpy_tests/core/test_numerictypes
|
||||
"TestClip.test_clip_inplace_array", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestRequire.test_require_each", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_clip_with_out_simple_int32", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_simple_inplace_01", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestStdVar.test_out_scalar", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_simple_int32_inout_casting_unsafe", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestMoveaxis.test_errors", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestNonzeroAndCountNonzero.test_count_nonzero_axis", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_clip_with_out_memory_overlap", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_clip_func_takes_out", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_noncontig_inplace", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_type_cast_12", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_simple_int64_out", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestRollaxis.test_exceptions", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_simple_inplace_02", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestRequire.test_C_and_F_simul", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestNonarrayArgs.test_dunder_round_edgecases_val_2147483647_ndigits_-1", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_simple_complex", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestBoolArray.test_logical_not_abs", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_simple_out", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestBroadcast.test_broadcast_single_arg", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestRequire.test_unknown_requirement", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestBoolArray.test_logical_and_or_xor", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestBroadcast.test_broadcast_error_kwargs", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestNonarrayArgs.test_dunder_round_edgecases_val_2147483647_ndigits_-9", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestNonarrayArgs.test_dunder_round_edgecases_val_2147483647_ndigits_-10", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_type_cast_10", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestOuterMisc.test_outer_out_param", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_clip_inplace_simple", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_clip_with_out_transposed", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestClip.test_clip_with_out_simple", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestCross.test_broadcasting_shapes", # torch_np/numpy_tests/core/test_numeric
|
||||
"TestIndexing.test_index_no_floats", # torch_np/numpy_tests/core/test_indexing
|
||||
"TestBooleanIndexing.test_boolean_indexing_weirdness", # torch_np/numpy_tests/core/test_indexing
|
||||
|
|
|
|||
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Reference in New Issue
Block a user