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Add large tensor support binary arithmetic (apache#15785)
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* test rdiv

* floating_point exception handle

* add 10 other ops

* added rpow and made numpy consistent

* attempt to solve memory issue

* linting fix

* Trigger notification

* lint
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ChaiBapchya authored and Rohit Kumar Srivastava committed Sep 25, 2019
1 parent 7a92637 commit 018fee7
Showing 1 changed file with 109 additions and 2 deletions.
111 changes: 109 additions & 2 deletions tests/nightly/test_large_array.py
Original file line number Diff line number Diff line change
Expand Up @@ -291,10 +291,10 @@ def test_unravel_index():
assert (indices_2d.asnumpy() == np.array(original_2d_indices)).all()


def create_2d_tensor(rows, columns):
def create_2d_tensor(rows, columns, dtype=np.int64):
a = np.arange(0, rows).reshape(rows, 1)
b = np.broadcast_to(a, shape=(a.shape[0], columns))
return nd.array(b, dtype=np.int64)
return nd.array(b, dtype=dtype)


def test_transpose():
Expand Down Expand Up @@ -351,6 +351,113 @@ def test_topk():
assert l.sum() == np.sum(np.arange(0, SMALL_Y))


def test_add():
a = nd.ones(shape=(LARGE_X, SMALL_Y))
b = nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__add__(a)
assert c[0][-1] == 2
assert c.shape == a.shape


def test_sub():
a = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
b = nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__sub__(a)
assert c[0][-1] == -2
assert c.shape == a.shape


def test_rsub():
a = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
b = nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__rsub__(a)
assert c[0][-1] == 2
assert c.shape == a.shape


def test_neg():
a = nd.ones(shape=(LARGE_X, SMALL_Y))
c = a
c = c.__neg__()
assert c[0][-1] == -1
assert c.shape == a.shape


def test_mul():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__mul__(a)
assert c[0][-1] == 6
assert c.shape == a.shape


def test_div():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__div__(a)
assert c[0][-1] == 3/2
assert c.shape == a.shape


def test_rdiv():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__rdiv__(a)
assert c[0][-1] == 2/3
assert c.shape == a.shape


def test_mod():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__mod__(a)
assert c[0][-1] == 1
assert c.shape == a.shape


def test_rmod():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__rmod__(a)
assert c[0][-1] == 2
assert c.shape == a.shape


def test_imod():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__imod__(a)
assert c[0][-1] == 1
assert c.shape == a.shape


def test_pow():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__pow__(a)
assert c[0][-1] == 9
assert c.shape == a.shape


def test_rpow():
a = 2*nd.ones(shape=(LARGE_X, SMALL_Y))
b = 3*nd.ones(shape=(LARGE_X, SMALL_Y))
c = b
c = c.__rpow__(a)
assert c[0][-1] == 8
assert c.shape == a.shape


if __name__ == '__main__':
import nose
nose.runmodule()

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