eric-haibin-lin commented on a change in pull request #10371: [MXNET-263] [WIP]
Support for dot(dns, csr) = dns and dot(dns, csr.T) = dns on GPU
URL: https://github.com/apache/incubator-mxnet/pull/10371#discussion_r182914225
##########
File path: tests/python/unittest/test_sparse_operator.py
##########
@@ -1209,6 +1209,27 @@ def check_cast_storage(shape, density, from_stype,
to_stype, check_numeric_grad=
@with_seed()
def test_sparse_dot():
+ def test_infer_forward_stype(lhs_shape, rhs_shape, lhs_density,
rhs_density, trans_a, trans_b):
+ all_stypes = ["default", "csr", "row_sparse"]
+ lhs_nd = rand_ndarray(lhs_shape, 'default', density=lhs_density)
+ rhs_nd = rand_ndarray(rhs_shape, 'default', density=rhs_density)
+ out_nd = mx.nd.dot(lhs_nd, rhs_nd, transpose_a=trans_a,
transpose_b=trans_b)
+ out_np = out_nd.asnumpy()
+ for lhs_stype in all_stypes:
+ for rhs_stype in all_stypes:
+ for forward_stype in all_stypes:
+ lhs = lhs_nd.tostype(lhs_stype)
+ rhs = rhs_nd.tostype(rhs_stype)
+ out = mx.nd.dot(lhs, rhs, forward_stype_hint=forward_stype,
+ transpose_a=trans_a, transpose_b=trans_b)
+ assert_almost_equal(out.tostype('default').asnumpy(),
out_np, rtol=1e-4, atol=1e-5)
+ lhs_var = mx.symbol.Variable('lhs', stype=lhs_stype)
+ rhs_var = mx.symbol.Variable('rhs', stype=rhs_stype)
+ out = mx.symbol.sparse.dot(lhs_var, rhs_var,
+
forward_stype_hint=forward_stype,
+ transpose_a=trans_a,
transpose_b=trans_b)
+ location = {'lhs': lhs, 'rhs': rhs}
+ check_symbolic_forward(out, location, [out_np], rtol=1e-3,
atol=1e-4)
Review comment:
Also check_symbolic_backward?
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