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feat: register broadcasting primitive
Signed-off-by: nstarman <nstarman@users.noreply.github.com>
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"""Representation of coordinates in different systems.""" | ||
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__all__: list[str] = [] | ||
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from typing import Any | ||
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import jax | ||
from quax import quaxify, register | ||
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import quaxed.numpy as jnp | ||
from dataclassish import field_items, replace | ||
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from .base import AbstractVector | ||
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@register(jax.lax.convert_element_type_p) # type: ignore[misc] | ||
def _convert_element_type_p(operand: AbstractVector, **kwargs: Any) -> AbstractVector: | ||
"""Convert the element type of a quantity.""" | ||
# TODO: examples | ||
convert_p = quaxify(jax.lax.convert_element_type_p.bind) | ||
return replace( | ||
operand, | ||
**{k: convert_p(v, **kwargs) for k, v in field_items(operand)}, | ||
) | ||
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@register(jax.lax.broadcast_in_dim_p) # type: ignore[misc] | ||
def _broadcast_in_dim_p( | ||
operand: AbstractVector, *, shape: tuple[int, ...], **kwargs: Any | ||
) -> AbstractVector: | ||
"""Broadcast in a dimension. | ||
Examples | ||
-------- | ||
>>> import quaxed.numpy as jnp | ||
>>> import coordinax as cx | ||
Cartesian 1D position, velocity, and acceleration: | ||
>>> q = cx.CartesianPosition1D.constructor([1], "m") | ||
>>> q.x | ||
Quantity['length'](Array(1., dtype=float32), unit='m') | ||
>>> jnp.broadcast_to(q, (1, 1)).x | ||
Quantity['length'](Array([1.], dtype=float32), unit='m') | ||
>>> p = cx.CartesianVelocity1D.constructor([1], "m/s") | ||
>>> p.d_x | ||
Quantity['speed'](Array(1, dtype=int32), unit='m / s') | ||
>>> jnp.broadcast_to(p, (1, 1)).d_x | ||
Quantity['speed'](Array([1], dtype=int32), unit='m / s') | ||
>>> a = cx.CartesianAcceleration1D.constructor([1], "m/s2") | ||
>>> a.d2_x | ||
Quantity['acceleration'](Array(1, dtype=int32), unit='m / s2') | ||
>>> jnp.broadcast_to(a, (1, 1)).d2_x | ||
Quantity['acceleration'](Array([1], dtype=int32), unit='m / s2') | ||
Radial 1D position, velocity, and acceleration: | ||
>>> q = cx.RadialPosition.constructor([1], "m") | ||
>>> q.r | ||
Distance(Array(1., dtype=float32), unit='m') | ||
>>> jnp.broadcast_to(q, (1, 1)).r | ||
Distance(Array([1.], dtype=float32), unit='m') | ||
>>> p = cx.RadialVelocity.constructor([1], "m/s") | ||
>>> p.d_r | ||
Quantity['speed'](Array(1, dtype=int32), unit='m / s') | ||
>>> jnp.broadcast_to(p, (1, 1)).d_r | ||
Quantity['speed'](Array([1], dtype=int32), unit='m / s') | ||
>>> a = cx.RadialAcceleration.constructor([1], "m/s2") | ||
>>> a.d2_r | ||
Quantity['acceleration'](Array(1, dtype=int32), unit='m / s2') | ||
>>> jnp.broadcast_to(a, (1, 1)).d2_r | ||
Quantity['acceleration'](Array([1], dtype=int32), unit='m / s2') | ||
Cartesian 2D position, velocity, and acceleration: | ||
>>> q = cx.CartesianPosition2D.constructor([1, 2], "m") | ||
>>> q.x | ||
Quantity['length'](Array(1., dtype=float32), unit='m') | ||
>>> jnp.broadcast_to(q, (1, 2)).x | ||
Quantity['length'](Array([1.], dtype=float32), unit='m') | ||
>>> p = cx.CartesianVelocity2D.constructor([1, 2], "m/s") | ||
>>> p.d_x | ||
Quantity['speed'](Array(1., dtype=float32), unit='m / s') | ||
>>> jnp.broadcast_to(p, (1, 2)).d_x | ||
Quantity['speed'](Array([1.], dtype=float32), unit='m / s') | ||
>>> a = cx.CartesianAcceleration2D.constructor([1, 2], "m/s2") | ||
>>> a.d2_x | ||
Quantity['acceleration'](Array(1., dtype=float32), unit='m / s2') | ||
>>> jnp.broadcast_to(a, (1, 2)).d2_x | ||
Quantity['acceleration'](Array([1.], dtype=float32), unit='m / s2') | ||
Cartesian 3D position, velocity, and acceleration: | ||
>>> q = cx.CartesianPosition3D.constructor([1, 2, 3], "m") | ||
>>> q.x | ||
Quantity['length'](Array(1., dtype=float32), unit='m') | ||
>>> jnp.broadcast_to(q, (1, 3)).x | ||
Quantity['length'](Array([1.], dtype=float32), unit='m') | ||
>>> p = cx.CartesianVelocity3D.constructor([1, 2, 3], "m/s") | ||
>>> p.d_x | ||
Quantity['speed'](Array(1., dtype=float32), unit='m / s') | ||
>>> jnp.broadcast_to(p, (1, 3)).d_x | ||
Quantity['speed'](Array([1.], dtype=float32), unit='m / s') | ||
>>> a = cx.CartesianAcceleration3D.constructor([1, 2, 3], "m/s2") | ||
>>> a.d2_x | ||
Quantity['acceleration'](Array(1., dtype=float32), unit='m / s2') | ||
>>> jnp.broadcast_to(a, (1, 3)).d2_x | ||
Quantity['acceleration'](Array([1.], dtype=float32), unit='m / s2') | ||
""" | ||
# TODO: use `jax.lax.broadcast_in_dim_p` | ||
c_shape = shape[:-1] | ||
return replace( | ||
operand, | ||
**{k: jnp.broadcast_to(v, c_shape) for k, v in field_items(operand)}, | ||
) |