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Fix dpnp.linalg.solve() hang on CPU (#1778)
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* Add wait() for each ht_lapack_ev(gesv) in loop on CPU

* Add wait() for each b_ht_copy_ev in the loop
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vlad-perevezentsev authored Apr 11, 2024
1 parent ceff0c7 commit ffc5429
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Showing 3 changed files with 21 additions and 10 deletions.
27 changes: 21 additions & 6 deletions dpnp/linalg/dpnp_utils_linalg.py
Original file line number Diff line number Diff line change
Expand Up @@ -1824,6 +1824,7 @@ def dpnp_solve(a, b):
return dpnp.empty_like(b, dtype=res_type, usm_type=res_usm_type)

if a.ndim > 2:
is_cpu_device = exec_q.sycl_device.has_aspect_cpu
reshape = False
orig_shape_b = b_shape
if a.ndim > 3:
Expand All @@ -1850,22 +1851,27 @@ def dpnp_solve(a, b):
for i in range(batch_size):
# oneMKL LAPACK assumes fortran-like array as input, so
# allocate a memory with 'F' order for dpnp array of coefficient matrix
# and multiple dependent variables array
coeff_vecs[i] = dpnp.empty_like(
a[i], order="F", dtype=res_type, usm_type=res_usm_type
)
val_vecs[i] = dpnp.empty_like(
b[i], order="F", dtype=res_type, usm_type=res_usm_type
)

# use DPCTL tensor function to fill the coefficient matrix array
# and the array of multiple dependent variables with content
# from the input arrays
# with content from the input array
a_ht_copy_ev[i], a_copy_ev = ti._copy_usm_ndarray_into_usm_ndarray(
src=a_usm_arr[i],
dst=coeff_vecs[i].get_array(),
sycl_queue=a.sycl_queue,
)

# oneMKL LAPACK assumes fortran-like array as input, so
# allocate a memory with 'F' order for dpnp array of multiple
# dependent variables array
val_vecs[i] = dpnp.empty_like(
b[i], order="F", dtype=res_type, usm_type=res_usm_type
)

# use DPCTL tensor function to fill the array of multiple dependent
# variables with content from the input arrays
b_ht_copy_ev[i], b_copy_ev = ti._copy_usm_ndarray_into_usm_ndarray(
src=b_usm_arr[i],
dst=val_vecs[i].get_array(),
Expand All @@ -1882,6 +1888,15 @@ def dpnp_solve(a, b):
depends=[a_copy_ev, b_copy_ev],
)

# TODO: Remove this w/a when MKLD-17201 is solved.
# Waiting for a host task executing an OneMKL LAPACK gesv call
# on CPU causes deadlock due to serialization of all host tasks
# in the queue.
# We need to wait for each host tasks before calling _gesv to avoid deadlock.
if is_cpu_device:
ht_lapack_ev[i].wait()
b_ht_copy_ev[i].wait()

for i in range(batch_size):
ht_lapack_ev[i].wait()
b_ht_copy_ev[i].wait()
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3 changes: 0 additions & 3 deletions tests/test_usm_type.py
Original file line number Diff line number Diff line change
Expand Up @@ -899,9 +899,6 @@ def test_eigenvalue(func, shape, usm_type):
)
def test_solve(matrix, vector, usm_type_matrix, usm_type_vector):
x = dp.array(matrix, usm_type=usm_type_matrix)
if x.ndim > 2 and x.device.sycl_device.is_cpu:
pytest.skip("SAT-6842: reported hanging in public CI")

y = dp.array(vector, usm_type=usm_type_vector)
z = dp.linalg.solve(x, y)

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1 change: 0 additions & 1 deletion tests/third_party/cupy/linalg_tests/test_solve.py
Original file line number Diff line number Diff line change
Expand Up @@ -47,7 +47,6 @@ def check_x(self, a_shape, b_shape, xp, dtype):
testing.assert_array_equal(b_copy, b)
return result

@pytest.mark.skipif(is_cpu_device(), reason="SAT-6842")
def test_solve(self):
self.check_x((4, 4), (4,))
self.check_x((5, 5), (5, 2))
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