quadrature_jax#
- s2fft.utils.quadrature_jax.mw_weights(m: int) float #
Compute MW weights given as a function of index m.
MW weights are defined by
\[w(m^\prime) = \int_0^\pi \text{d} \theta \sin \theta \exp(i m^\prime\theta),\]which can be computed analytically.
- Parameters:
m (int) – Harmonic weight index.
- Returns:
MW weight.
- Return type:
float
- s2fft.utils.quadrature_jax.quad_weight_dh_theta_only(theta: float, L: int) float #
Compute DH quadrature weight for \(\theta\) integration (only), for given \(\theta\). JAX implementation of
s2fft.quadrature.quad_weights_dh_theta_only()
.- Parameters:
theta (float) – \(\theta\) angle for which to compute weight.
L (int) – Harmonic band-limit.
- Returns:
Weight computed for each \(\theta\).
- Return type:
float
- s2fft.utils.quadrature_jax.quad_weights(L: int = None, sampling: str = 'mw', nside: int = None) Array #
Compute quadrature weights for \(\theta\) and \(\phi\) integration for various sampling schemes. JAX implementation of
quad_weights()
.- Parameters:
L (int, optional) – Harmonic band-limit. Required if sampling not healpix. Defaults to None.
sampling (str, optional) – Sampling scheme. Supported sampling schemes include {“mw”, “mwss”, “dh”, “gl”, “healpix”}. Defaults to “mw”.
spin (int, optional) – Harmonic spin. Defaults to 0.
nside (int, optional) – HEALPix Nside resolution parameter. Only required if sampling=”healpix”. Defaults to None.
- Raises:
ValueError – Invalid sampling scheme.
- Returns:
Quadrature weights for sampling scheme for each \(\theta\) (weights are identical as \(\phi\) varies for given \(\theta\)).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_dh(L: int) Array #
Compute DH quadrature weights for \(\theta\) and \(\phi\) integration. JAX implementation of
s2fft.quadrature.quad_weights_dh()
.- Parameters:
L (int) – Harmonic band-limit.
- Returns:
Weights computed for each \(\theta\) (weights are identical as \(\phi\) varies for given \(\theta\)).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_gl(L: int) Array #
Compute GL quadrature weights for \(\theta\) and \(\phi\) integration.
- Parameters:
L (int) – Harmonic band-limit.
- Returns:
Weights computed for each \(\theta\) (weights are identical as \(\phi\) varies for given \(\theta\)).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_hp(nside: int) Array #
Compute HEALPix quadrature weights for \(\theta\) and \(\phi\) integration. JAX implementation of
s2fft.quadrature.quad_weights_hp()
.Note
HEALPix weights are identical for all pixels. Nevertheless, an array of weights is returned (with identical values) for consistency of interface across other sampling schemes.
- Parameters:
nside (int) – HEALPix Nside resolution parameter.
- Returns:
Weights computed for each \(\theta\) (all weights in array are identical).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_mw(L: int) Array #
Compute MW quadrature weights for \(\theta\) and \(\phi\) integration. JAX implementation of
s2fft.quadrature.quad_weights_mw()
.- Parameters:
L (int) – Harmonic band-limit.
spin (int, optional) – Harmonic spin. Defaults to 0.
- Returns:
Weights computed for each \(\theta\) (weights are identical as \(\phi\) varies for given \(\theta\)).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_mw_theta_only(L: int) Array #
Compute MW quadrature weights for \(\theta\) integration (only). JAX implementation of
s2fft.quadrature.quad_weights_mw_theta_only()
.- Parameters:
L (int) – Harmonic band-limit.
spin (int, optional) – Harmonic spin. Defaults to 0.
- Returns:
Weights computed for each \(\theta\).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_mwss(L: int) Array #
Compute MWSS quadrature weights for \(\theta\) and \(\phi\) integration. JAX implementation of
s2fft.quadrature.quad_weights_mwss()
.- Parameters:
L (int) – Harmonic band-limit.
spin (int, optional) – Harmonic spin. Defaults to 0.
- Returns:
Weights computed for each \(\theta\) (weights are identical as \(\phi\) varies for given \(\theta\)).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_mwss_theta_only(L: int) Array #
Compute MWSS quadrature weights for \(\theta\) integration (only). JAX implementation of
s2fft.quadrature.quad_weights_mwss_theta_only()
.- Parameters:
L (int) – Harmonic band-limit.
spin (int, optional) – Harmonic spin. Defaults to 0.
- Returns:
Weights computed for each \(\theta\).
- Return type:
jnp.ndarray
- s2fft.utils.quadrature_jax.quad_weights_transform(L: int, sampling: str = 'mwss', nside: int = 0) Array #
Compute quadrature weights for \(\theta\) and \(\phi\) integration to use in transform for various sampling schemes. JAX implementation of
quad_weights_transform()
.Quadrature weights to use in transform for MWSS correspond to quadrature weights are twice the base resolution, i.e. 2 * L.
- Parameters:
L (int) – Harmonic band-limit.
sampling (str, optional) – Sampling scheme. Supported sampling schemes include {“mwss”, “dh”, “gl”, “healpix}. Defaults to “mwss”.
nside (int, optional) – HEALPix Nside resolution parameter. Only required if sampling=”healpix”. Defaults to None.
- Raises:
ValueError – Invalid sampling scheme.
- Returns:
Quadrature weights to use in transform for sampling scheme for each \(\theta\) (weights are identical as \(\phi\) varies for given \(\theta\)).
- Return type:
jnp.ndarray