code: def test_non_final_axis(self):
      class Foo(nn.Module):
          @nn.compact
          def __call__(self, x):
              return nn.DenseGeneral(features=6, axis=1, name="dense")(
                  x
              )
  
      x = jnp.ones((2, 4, 8))
      y, variables = Foo().init_with_output(random.key(0), x)
      self.assertEqual(
          jax.tree_util.tree_map(jnp.shape, variables["params"]),
          {"dense": {"kernel": (4, 6), "bias": (6,)}},
      )
      self.assertEqual(y.shape, (2, 8, 6))
  
imports: import functools
  import jax
  import jax.numpy
  import numpy
  from absl.testing import absltest, parameterized
  from jax import random
  from jax.nn import initializers
  from flax import linen
label_desc: Use image node_id 45 for calling the LinearTest obj's underlying member method code with example usage: obj.test_non_final_axis() and returns: nn