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NamedTuple example (#36)
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+31
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@@ -17,7 +17,7 @@
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# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
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# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
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from typing import Tuple, Union
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from typing import NamedTuple, Tuple, Union
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import equinox as eqx
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import jax
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@@ -155,3 +155,33 @@ def test_pytree_tuple(typecheck):
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g([1, 1])
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with pytest.raises(ParamError):
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g([(1, 1), "hi"])
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def test_pytree_namedtuple(typecheck):
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class CustomNamedTuple(NamedTuple):
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x: Float[jnp.ndarray, "a b"]
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y: Float[jnp.ndarray, "b c"]
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class OtherCustomNamedTuple(NamedTuple):
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x: Float[jnp.ndarray, "a b"]
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y: Float[jnp.ndarray, "b c"]
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@typecheck
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def g(x: PyTree[CustomNamedTuple]):
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...
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g(
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CustomNamedTuple(
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x=jax.random.normal(jax.random.PRNGKey(42), (3, 2)),
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y=jax.random.normal(jax.random.PRNGKey(420), (2, 5)),
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)
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)
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with pytest.raises(ParamError):
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g(object())
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with pytest.raises(ParamError):
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g(
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OtherCustomNamedTuple(
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x=jax.random.normal(jax.random.PRNGKey(42), (3, 2)),
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y=jax.random.normal(jax.random.PRNGKey(420), (2, 5)),
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)
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)
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