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coordinax

Coordinates in JAX

PyPI: coordinax PyPI versions: coordinax ReadTheDocs coordinax license

CI status ReadTheDocs codecov ruff ruff pre-commit


Coordinax enables calculations with coordinates in JAX. Built on Equinox and Quax.

Installation

PyPI platforms PyPI version

pip install coordinax

Documentation

Read The Docs

Quick example

import jax.numpy as jnp
import unxt as u
import coordinax as cx

q = cx.CartesianPos3D(
    x=u.Q(jnp.arange(0, 10.0), "kpc"),
    y=u.Q(jnp.arange(5, 15.0), "kpc"),
    z=u.Q(jnp.arange(10, 20.0), "kpc"),
)
print(q)
# <CartesianPos3D: (x, y, z) [kpc]
#     [[ 0.  5. 10.]
#      [ 1.  6. 11.]
#      ...
#      [ 8. 13. 18.]
#      [ 9. 14. 19.]]>

q2 = cx.vconvert(cx.SphericalPos, q)
print(q2)
# <SphericalPos: (r[kpc], theta[rad], phi[rad])
#     [[11.18   0.464  1.571]
#      [12.57   0.505  1.406]
#      ...
#      [23.601  0.703  1.019]
#      [25.259  0.719  0.999]]>

p = cx.CartesianVel3D(
    x=u.Q(jnp.arange(0, 10.0), "km/s"),
    y=u.Q(jnp.arange(5, 15.0), "km/s"),
    z=u.Q(jnp.arange(10, 20.0), "km/s"),
)
print(p)
# <CartesianVel3D: (x, y, z) [km / s]
#     [[ 0.  5. 10.]
#      [ 1.  6. 11.]
#      ...
#      [ 8. 13. 18.]
#      [ 9. 14. 19.]]>

p2 = cx.vconvert(cx.SphericalVel, p, q)
print(p2)
# <SphericalVel: (r[km / s], theta[km rad / (kpc s)], phi[km rad / (kpc s)])
#     [[ 1.118e+01  2.980e-08  0.000e+00]
#      [ 1.257e+01  1.192e-07  1.490e-08]
#      ...
#      [ 2.360e+01  8.941e-08  0.000e+00]
#      [ 2.526e+01  2.086e-07  2.980e-08]]>


# Transforming between frames
icrs_frame = cx.frames.ICRS()
gc_frame = cx.frames.Galactocentric()
op = cx.frames.frame_transform_op(icrs_frame, gc_frame)
q_gc, p_gc = op(q, p)
print(q_gc, p_gc, sep="\n")
# <CartesianPos3D: (x, y, z) [kpc]
#     [[-1.732e+01  5.246e+00  3.614e+00]
#      ...
#      [-3.004e+01  1.241e+01 -1.841e+00]]>
# <CartesianVel3D: (x, y, z) [km / s]
#      [[  3.704 250.846  11.373]
#       ...
#       [ -9.02  258.012   5.918]]>

coord = cx.Coordinate({"length": q, "speed": p}, frame=icrs_frame)
print(coord)
# Coordinate(
#   {
#     'length':
#     <CartesianPos3D: (x, y, z) [kpc]
#         [[ 0.  5. 10.]
#          ...
#          [ 9. 14. 19.]]>,
#     'speed':
#     <CartesianVel3D: (x, y, z) [km / s]
#         [[ 0.  5. 10.]
#          ...
#          [ 9. 14. 19.]]>
#   },
#   frame=ICRS()
# )

print(coord.to_frame(gc_frame))
# Coordinate(
#   {
#     'length':
#     <CartesianPos3D: (x, y, z) [kpc]
#         [[-1.732e+01  5.246e+00  3.614e+00]
#          ...
#          [-3.004e+01  1.241e+01 -1.841e+00]]>,
#     'speed':
#     <CartesianVel3D: (x, y, z) [km / s]
#         [[  3.704 250.846  11.373]
#          ...
#          [ -9.02  258.012   5.918]]>
#   },
#   frame=Galactocentric( ... )
# )

Citation

DOI

If you found this library to be useful in academic work, then please cite.

Development

Actions Status Documentation Status codecov SPEC 0 — Minimum Supported Dependencies pre-commit ruff

We welcome contributions!

Metadata

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