nopenpilot/common/numpy_helpers.py
HaraldSchafer 158210cde8
Mpc rework2 (#19660)
* start again

* need that too

* this actually works

* not needed

* do properly

* still works

* still works

* still good

* all G without ll

* still works

* all still good

* cleanup building

* cleanup sconscript

* new lane planner

* how on earth is this silent too....

* update

* add rotation radius

* update

* pathplanner first pass

* misc fixes

* fix

* need deep_interp

* local again

* fix

* fix test

* very old

* new replay

* interp properly

* correct length

* another horrible silent bug

* like master

* fix that

* do doubles

* different delay compensation

* make robust to empty msg

* make pass with hack for now

* add some extra

* update ref for increased leg

* test cpu usage on this pr

* tiny bit faster

* purge numpy

* update ref

* not needed

* ready for merge

* try again after recompile

Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>
2021-01-14 18:43:50 -08:00

23 lines
690 B
Python

import numpy as np
def deep_interp_np(x, xp, fp, axis=None):
if axis is not None:
fp = fp.swapaxes(0,axis)
x = np.atleast_1d(x)
xp = np.array(xp)
if len(xp) < 2:
return np.repeat(fp, len(x), axis=0)
if min(np.diff(xp)) < 0:
raise RuntimeError('Bad x array for interpolation')
j = np.searchsorted(xp, x) - 1
j = np.clip(j, 0, len(xp)-2)
d = np.divide(x - xp[j], xp[j + 1] - xp[j], out=np.ones_like(x, dtype=np.float64), where=xp[j + 1] - xp[j] != 0)
vals_interp = (fp[j].T*(1 - d)).T + (fp[j + 1].T*d).T
if axis is not None:
vals_interp = vals_interp.swapaxes(0,axis)
if len(vals_interp) == 1:
return vals_interp[0]
else:
return vals_interp