espdev

I have the same problem with aiofiles. My simple benchmark and results on linux/uvloop: ```python import time import asyncio import aiofiles import uvloop uvloop.install() async def _async_file_reader(file_name): async with aiofiles.open(file_name,...

Thanks @MrMrRobat for investigating.

Hi, The smoothing parameter is computed just like in MATLAB implementation. See: https://csaps.readthedocs.io/en/latest/formulation.html#definition > The calculation of the smoothing spline requires the solution of a linear system whose coefficient matrix...

Only the following description from Matlab documentation without any links and citations, unfortunately.  Matlab implementation also has roughness weights through smoothing parameter vector. Currently, this is not implemented in...

Have you considered the possibility to use bivariate spline (`xs = u(t), ys = v(t)`) for your data with close X-values? For example this can be implemented something like this:...

@shusheer, Thank you for your report. You are right, periodic extrapolation from scipy PPoly seems to work incorrectly with smoothing spline. Unfortunately, I have never tested this feature. If we...

Thanks for the explanation and the code example! > There does appear to be some kind of discontinuity in the first derivative of the CubicSmoothingSpline with smoothing=1.0 case (orange line...

> My understanding of the csaps code is insufficiently deep to actually implement it, but I think in _sspumv.py at def _make_spline(x, y, w, smooth, shape) you would introduce this...

> There's no good reason for this to break the code I think explicit is better than implicit. Also if we try to set the same x values to CubicSpline...

Hello @Amit-Nayak-2000, I think in your case the factorization does not work for some reason. https://github.com/espdev/csaps-cpp/blob/41a67952e7ea71c05f76b6cb1f178825c576a981/src/csaps.cpp#L107-L121 See also notes from the [documentation](https://eigen.tuxfamily.org/dox/classEigen_1_1SparseLU.html): > Unlike the initial [SuperLU](https://eigen.tuxfamily.org/dox/classEigen_1_1SuperLU.html) implementation, there is...