Hi,
I’m trying to index the tensor in the following fashion:
where x is the input tensor (e.g. (2, 3) shape), while the mask is a boolean array (e.g. (3,) shape). For a better example, here are example values:
x = [
[1, 2, 3],
[4, 5, 6]
]
mask = [True, True, False]
Therefore, when using NumPy as a reference, the results of x[0, mask] should be [1, 2] tensor. However, as TVM output I’m getting something like [2, 2, 1]. Can someone provide me with more information on this topic?
Also, for easier reproduction, below is TVM test similar to the example below (test is added and run from the following test file):
tests/python/relay/test_op_level3.py
Unit test:
def test_adv_index_with_mask(target, dev, executor_kind):
def verify_adv_index(data_shape, index, bool_mask_shape):
dtype = "float32"
inputs = [relay.var("data", relay.TensorType(data_shape, dtype))]
np_data = np.random.uniform(size=data_shape).astype(dtype)
np_indices = np.ones(bool_mask_shape, dtype=bool)
np_indices[-1] = False
inputs.append(relay.var("index_{}".format(index), shape=(), dtype="int"))
inputs.append(relay.var("mask_{}".format(index), relay.TensorType(bool_mask_shape, "bool")))
np_out = np_data[index, np_indices]
np_args = [np_data] + [index, np_indices]
out = relay.op.adv_index(inputs)
func = relay.Function(inputs, out)
op_res = relay.create_executor(executor_kind, device=dev, target=target).evaluate(func)(
*np_args
)
tvm.testing.assert_allclose(op_res.numpy(), np_out, rtol=1e-5)
verify_adv_index((2, 3), 1, (3,))Lastly, this issue is also posted yesterday on the discussion board
Hi,
I’m trying to index the tensor in the following fashion:
where x is the input tensor (e.g. (2, 3) shape), while the mask is a boolean array (e.g. (3,) shape). For a better example, here are example values:
Therefore, when using NumPy as a reference, the results of
x[0, mask]should be[1, 2]tensor. However, as TVM output I’m getting something like[2, 2, 1]. Can someone provide me with more information on this topic?Also, for easier reproduction, below is TVM test similar to the example below (test is added and run from the following test file):
Unit test:
Lastly, this issue is also posted yesterday on the discussion board