From c29aedf95de6fe9393d478b05056ad9c94e07de7 Mon Sep 17 00:00:00 2001 From: pavelkomarov Date: Tue, 2 Dec 2025 21:32:26 -0800 Subject: [PATCH 1/4] big progress toward #76 --- README.md | 10 +- .../1_basic_tutorial.ipynb | 0 .../2_optimizing_hyperparameters.ipynb | 0 .../3_automatic_method_suggestion.ipynb | 0 .../4_performance_analysis.ipynb | 0 .../5_robust_outliers_demo.ipynb | 2 +- notebooks/6_multidimensionality_demo.ipynb | 121 ++++++++++++++++++ notebooks/README.md | 10 ++ pynumdiff/finite_difference.py | 14 +- pynumdiff/tests/test_diff_methods.py | 85 ++++++++++-- pynumdiff/tests/test_utils.py | 47 ++++--- pynumdiff/utils/utility.py | 26 ++-- 12 files changed, 258 insertions(+), 57 deletions(-) rename {examples => notebooks}/1_basic_tutorial.ipynb (100%) rename {examples => notebooks}/2_optimizing_hyperparameters.ipynb (100%) rename {examples => notebooks}/3_automatic_method_suggestion.ipynb (100%) rename {examples => notebooks}/4_performance_analysis.ipynb (100%) rename {examples => notebooks}/5_robust_outliers_demo.ipynb (99%) create mode 100644 notebooks/6_multidimensionality_demo.ipynb create mode 100644 notebooks/README.md diff --git a/README.md b/README.md index 214d6d2..6029aba 100644 --- a/README.md +++ b/README.md @@ -82,15 +82,17 @@ The following heuristic works well for choosing `tvgamma`, where `cutoff_frequen ### Notebook examples Much more extensive usage is demonstrated in Jupyter notebooks: -* Differentiation with different methods: [1_basic_tutorial.ipynb](https://github.com/florisvb/PyNumDiff/blob/master/examples/1_basic_tutorial.ipynb) -* Parameter Optimization: [2_optimizing_hyperparameters.ipynb](https://github.com/florisvb/PyNumDiff/blob/master/examples/2_optimizing_hyperparameters.ipynb) -* Automatic method suggestion: [3_automatic_method_suggestion.ipynb](https://github.com/florisvb/PyNumDiff/blob/master/examples/3_automatic_method_suggestion.ipynb) +* Differentiation with different methods: [1_basic_tutorial.ipynb](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/1_basic_tutorial.ipynb) +* Parameter Optimization: [2_optimizing_hyperparameters.ipynb](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/2_optimizing_hyperparameters.ipynb) + + +See the README in the `notebooks/` folder for a full guide to all demos and experiments. ## Repo Structure - `.github/workflows` contains `.yaml` that configures our GitHub Actions continuous integration (CI) runs. - `docs/` contains `make` files and `.rst` files to govern the way `sphinx` builds documentation, either locally by navigating to this folder and calling `make html` or in the cloud by `readthedocs.io`. -- `examples/` contains Jupyter notebooks that demonstrate some usage of the library. +- `notebooks/` contains Jupyter notebooks that demonstrate some usage of the library. - `pynumdiff/` contains the source code. For a full list of modules and further navigation help, see the readme in this subfolder. - `.coveragerc` governs `coverage` runs, listing files and functions/lines that should be excluded, e.g. plotting code. - `.editorconfig` ensures tabs are displayed as 4 characters wide. diff --git a/examples/1_basic_tutorial.ipynb b/notebooks/1_basic_tutorial.ipynb similarity index 100% rename from examples/1_basic_tutorial.ipynb rename to notebooks/1_basic_tutorial.ipynb diff --git a/examples/2_optimizing_hyperparameters.ipynb b/notebooks/2_optimizing_hyperparameters.ipynb similarity index 100% rename from examples/2_optimizing_hyperparameters.ipynb rename to notebooks/2_optimizing_hyperparameters.ipynb diff --git a/examples/3_automatic_method_suggestion.ipynb b/notebooks/3_automatic_method_suggestion.ipynb similarity index 100% rename from examples/3_automatic_method_suggestion.ipynb rename to notebooks/3_automatic_method_suggestion.ipynb diff --git a/examples/4_performance_analysis.ipynb b/notebooks/4_performance_analysis.ipynb similarity index 100% rename from examples/4_performance_analysis.ipynb rename to notebooks/4_performance_analysis.ipynb diff --git a/examples/5_robust_outliers_demo.ipynb b/notebooks/5_robust_outliers_demo.ipynb similarity index 99% rename from examples/5_robust_outliers_demo.ipynb rename to notebooks/5_robust_outliers_demo.ipynb index f535181..8689707 100644 --- a/examples/5_robust_outliers_demo.ipynb +++ b/notebooks/5_robust_outliers_demo.ipynb @@ -183,7 +183,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, diff --git a/notebooks/6_multidimensionality_demo.ipynb b/notebooks/6_multidimensionality_demo.ipynb new file mode 100644 index 0000000..94783bf --- /dev/null +++ b/notebooks/6_multidimensionality_demo.ipynb @@ -0,0 +1,121 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7a0dbcd6-6342-45b0-ad91-0b546bd71293", + "metadata": {}, + "source": [ + "# Differentiating Multidimensional Data\n", + "\n", + "Differential equations often involve multidimensional domains and relationships that rely on derivatives across more than one dimension. Thanks to the linearity of the derivative operator, derivatives can simply be applied along several dimensions in sequence, in any order, where \"along a dimension\" means applying a differentation method to all vectors running in a given direction/dimension. This can add some bookkeeping, which is why many methods in `numpy` provide an `axis` parameter for ease of handling multidimensional data. Here we demonstrate doing the same with one of our differentiation methods." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "6337e684-1872-4c76-a6bc-d8df81733ba0", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "from matplotlib import pyplot\n", + "from pynumdiff.finite_difference import finitediff\n", + "\n", + "diff_method = finitediff" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ee282f43-d5ab-44ac-b21b-8b3be7524d4d", + "metadata": {}, + "outputs": [], + "source": [ + "T1, T2 = np.meshgrid(np.linspace(-1, 1, 101), np.linspace(-1, 1, 101)) # a 101 x 101 grid\n", + "dt = 0.02 # distance between samples in the 2D T grids\n", + "x = T1**2 * np.sin(3/2 * np.pi * T2) # 2D function\n", + "\n", + "# d^2 / dt_1 dt_2\n", + "analytic_d2 = 3 * T1 * np.pi * np.cos(3/2 * np.pi * T2)\n", + "dxdt1 = diff_method(x, dt, axis=0)[1]\n", + "computed_d2 = diff_method(dxdt1, dt, axis=1)[1]\n", + "\n", + "# Laplacian\n", + "analytic_laplacian = 2 * np.sin(3/2 * np.pi * T2) - 9/4 * np.pi**2 * T1**2 * np.sin(3/2 * np.pi * T2)\n", + "dxdt2 = diff_method(x, dt, axis=1)[1]\n", + "computed_laplacian = diff_method(dxdt1, dt, axis=0)[1] + diff_method(dxdt2, dt, axis=1)[1]" + ] + }, + { + "cell_type": "markdown", + "id": "cddebc42-9af0-45bf-92e2-891e2b5e70f9", + "metadata": {}, + "source": [ + "Easy, although because `pynumdiff` is not presently designed to take any derivative beyond 1st order, since these tend to get ever more inaccurate in the presence of noise, we have to take derivatives one order at a time.\n", + "\n", + "Now let's see it." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ee48d325-bfe9-41f1-8bb7-c0956d4d0efd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = pyplot.figure(figsize=(12, 5), constrained_layout=True)\n", + "ax1 = fig.add_subplot(1, 3, 1, projection='3d')\n", + "ax1.plot_surface(T1, T2, x, cmap='viridis', alpha=0.5)\n", + "ax1.set_title(r'original function, $x$')\n", + "ax1.set_xlabel(r'$t_1$')\n", + "ax1.set_ylabel(r'$t_2$')\n", + "ax2 = fig.add_subplot(1, 3, 2, projection='3d')\n", + "ax2.plot_surface(T1, T2, analytic_d2, cmap='viridis', alpha=0.5)\n", + "ax2.set_title(r'$\\frac{\\partial^2 x}{\\partial t_1 \\partial t_2}$', fontsize=16)\n", + "ax2.set_xlabel(r'$t_1$')\n", + "ax2.set_ylabel(r'$t_2$')\n", + "ax3 = fig.add_subplot(1, 3, 3, projection='3d')\n", + "surf = ax3.plot_surface(T1, T2, analytic_laplacian, cmap='viridis', alpha=0.5, label='analytic')\n", + "ax3.set_title(r'$\\frac{\\partial^2}{\\partial t_1^2} + \\frac{\\partial^2}{\\partial t_2^2}$', fontsize=16)\n", + "ax3.set_xlabel(r'$t_1$')\n", + "ax3.set_ylabel(r'$t_2$')\n", + "\n", + "ax2.plot_wireframe(T1, T2, computed_d2)\n", + "ax3.plot_wireframe(T1, T2, computed_laplacian, label='computed')\n", + "legend = ax3.legend(bbox_to_anchor=(0.7, 0.8)); legend.legend_handles[0].set_facecolor(pyplot.cm.viridis(0.6))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/README.md b/notebooks/README.md new file mode 100644 index 0000000..f46ce70 --- /dev/null +++ b/notebooks/README.md @@ -0,0 +1,10 @@ +# Code Usage and Experiments + +| Notebook | What's in it | +| --- | --- | +| [Basic Tutorial](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/1_basic_tutorial.ipynb) | Demo to show invocations of all the major methods in this library on 1D data. | +| [Optimizing Hyperparameters](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/2_optimizing_hyperparameters.ipynb) | All methods' answers are affected by choices of hyperparameters, which complicates differentiation if the true derivative is not known. Here we briefly cover metrics we'd like to optimize and show how to use our `optimize` function to find good hyperparameter choices. | +| [Automatic Method Suggestion](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/3_automatic_method_suggestion.ipynb) | A short demo of how to allow `pynumdiff` to choose a differentiation method for your data. | +| [Performance Analysis](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/4_performance_analyssi.ipynb) | Experiments to compare methods' accuracy and bias across simulations. | +| [Robustness to Outliers Demo](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/5_robust_outliers_demo.ipynb) | This notebook shows a head-to-head of `RTSDiff`'s and `RobustDiff`'s minimum-RMSE performances on simulations with outliers, to illustrate the value of using a Huber loss in the Kalman MAP problem. | +| [Multidimensionality Demo](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/6_multidimensionality_demo.ipynb) | Demonstration of differentating multidimensional data along particular axes. | \ No newline at end of file diff --git a/pynumdiff/finite_difference.py b/pynumdiff/finite_difference.py index 0b2dc44..ea88568 100644 --- a/pynumdiff/finite_difference.py +++ b/pynumdiff/finite_difference.py @@ -5,7 +5,7 @@ from warnings import warn -def finitediff(x, dt, num_iterations=1, order=2): +def finitediff(x, dt, num_iterations=1, order=2, axis=0): """Perform iterated finite difference of a given order. This serves as the common backing function for all other methods in this module. @@ -14,6 +14,7 @@ def finitediff(x, dt, num_iterations=1, order=2): :param int num_iterations: number of iterations. If >1, the derivative is integrated with trapezoidal rule, that result is finite-differenced again, and the cycle is repeated num_iterations-1 times :param int order: 1, 2, or 4, controls which finite differencing scheme to employ + :param int axis: data dimension along which differentiation is performed :return: - **x_hat** (np.array) -- original x if :code:`num_iterations=1`, else smoothed x that yielded dxdt_hat - **dxdt_hat** (np.array) -- estimated derivative of x @@ -21,13 +22,14 @@ def finitediff(x, dt, num_iterations=1, order=2): if num_iterations < 1: raise ValueError("num_iterations must be >0") if order not in [1, 2, 4]: raise ValueError("order must be 1, 2, or 4") + x = np.moveaxis(x, axis, 0) # move the axis of interest to the front to simplify differencing indexing x_hat = np.asarray(x) # allows for array-like. Preserve reference to x, for finding the final constant of integration dxdt_hat = np.zeros(x.shape) # preallocate reusable memory # For all but the last iteration, do the differentate->integrate smoothing loop, being careful with endpoints for i in range(num_iterations-1): if order == 1: - dxdt_hat[:-1] = np.diff(x_hat) + dxdt_hat[:-1] = np.diff(x_hat, axis=0) dxdt_hat[-1] = dxdt_hat[-2] # using stencil -1,0 vs stencil 0,1 you get an expression for the same value elif order == 2: dxdt_hat[1:-1] = (x_hat[2:] - x_hat[:-2])/2 # second-order center-difference formula @@ -40,13 +42,13 @@ def finitediff(x, dt, num_iterations=1, order=2): dxdt_hat[0] = x_hat[1] - x_hat[0] dxdt_hat[-1] = x_hat[-1] - x_hat[-2] # use first-order endpoint formulas so as not to amplify noise. See #104 - x_hat = utility.integrate_dxdt_hat(dxdt_hat, 1) # estimate new x_hat by integrating derivative + x_hat = utility.integrate_dxdt_hat(dxdt_hat, 1, axis=0) # estimate new x_hat by integrating derivative # We can skip dividing by dt here and pass dt=1, because the integration multiplies dt back in. # No need to find integration constant until the very end, because we just differentiate again. # Note that I also tried integrating with Simpson's rule here, and it seems to do worse. See #104 if order == 1: - dxdt_hat[:-1] = np.diff(x_hat) + dxdt_hat[:-1] = np.diff(x_hat, axis=0) dxdt_hat[-1] = dxdt_hat[-2] # using stencil -1,0 vs stencil 0,1 you get an expression for the same value elif order == 2: dxdt_hat[1:-1] = x_hat[2:] - x_hat[:-2] # second-order center-difference formula @@ -63,9 +65,9 @@ def finitediff(x, dt, num_iterations=1, order=2): dxdt_hat /= dt # don't forget to scale by dt, can't skip it this time if num_iterations > 1: # We've lost a constant of integration in the above - x_hat += utility.estimate_integration_constant(x, x_hat) + x_hat += utility.estimate_integration_constant(x, x_hat, axis=0) - return x_hat, dxdt_hat + return np.moveaxis(x_hat, 0, axis), np.moveaxis(dxdt_hat, 0, axis) # reorder axes back to original def first_order(x, dt, params=None, options={}, num_iterations=1): diff --git a/pynumdiff/tests/test_diff_methods.py b/pynumdiff/tests/test_diff_methods.py index 025774d..ac9af13 100644 --- a/pynumdiff/tests/test_diff_methods.py +++ b/pynumdiff/tests/test_diff_methods.py @@ -2,7 +2,7 @@ from pytest import mark from warnings import warn -from ..finite_difference import first_order, second_order, fourth_order +from ..finite_difference import finitediff, first_order, second_order, fourth_order from ..linear_model import lineardiff from ..basis_fit import spectraldiff, rbfdiff from ..polynomial_fit import polydiff, savgoldiff, splinediff @@ -235,25 +235,16 @@ def spline_irreg_step(*args, **kwargs): return splinediff(*args, **kwargs) @mark.parametrize("diff_method_and_params", diff_methods_and_params) # things like splinediff, with their parameters @mark.parametrize("test_func_and_deriv", test_funcs_and_derivs) # analytic functions, with their true derivatives def test_diff_method(diff_method_and_params, test_func_and_deriv, request): # request gives access to context + """Ensure differentiation methods find accurate derivatives""" # unpack diff_method, params = diff_method_and_params[:2] if len(diff_method_and_params) == 3: options = diff_method_and_params[2] # optionally pass old-style `options` dict i, latex_name, f, df = test_func_and_deriv - # some methods rely on cvxpy, and we'd like to allow use of pynumdiff without convex optimization - if diff_method in [lineardiff, velocity, acceleration, jerk, smooth_acceleration, robustdiff]: - try: import cvxpy - except: warn(f"Cannot import cvxpy, skipping {diff_method} test."); return - # sample the true function and true derivative, and make noisy samples - if diff_method in [spline_irreg_step, rbfdiff, rtsdiff]: # list that can handle variable dt - x = f(t_irreg) - dxdt = df(t_irreg) - _t = t_irreg - else: - x = f(t) - dxdt = df(t) - _t = dt + x = f(t) if diff_method not in [spline_irreg_step, rbfdiff, rtsdiff] else f(t_irreg) + dxdt = df(t) if diff_method not in [spline_irreg_step, rbfdiff, rtsdiff] else df(t_irreg) + _t = dt if diff_method not in [spline_irreg_step, rbfdiff, rtsdiff] else t_irreg x_noisy = x + noise # differentiate without and with noise, accounting for new and old styles of calling functions @@ -305,3 +296,69 @@ def test_diff_method(diff_method_and_params, test_func_and_deriv, request): # re # methods that get super duper close can converge to different very small limits on different runs if 1e-18 < l2_error < 10**(log_l2_bound - 1) or 1e-18 < linf_error < 10**(log_linf_bound - 1): print(f"Improvement detected for method {diff_method.__name__}") + + +T1, T2 = np.meshgrid(np.linspace(-1, 1, 101), np.linspace(-1, 1, 101)) # a 101 x 101 grid +dt2 = 0.02 # distance between samples in the 2D T grids +x = T1**2 * np.sin(3/2 * np.pi * T2) # 2D function + +# When one day all or most methods support multidimensionality, and the legacy way of calling methods is +# gone, diff_methods_and_params can be used for the multidimensionality test as well +multidim_methods_and_params = [(finitediff, {})] + +# Similar to the error_bounds table, index by method first. But then we test against only one 2D function, +# and only in the absence of noise, since the other test covers that. Instead, because multidimensional +# derivatives can be combined in interesting fashions, we find d^2 / dt_1 dt_2 and the Laplacian, +# d^2/dt_1^2 + d^2/dt_2^2. Tuples are again (L2,Linf) distances. +multidim_error_bounds = { + finitediff: [(0, -1), (1, -1)] +} + +@mark.parametrize("multidim_method_and_params", multidim_methods_and_params) +def test_multidimensionality(multidim_method_and_params, request): + """Ensure methods with an axis parameter can successfully differentiate in independent directions""" + diff_method, params = multidim_method_and_params + + # d^2 / dt_1 dt_2 + analytic_d2 = 3 * T1 * np.pi * np.cos(3/2 * np.pi * T2) + dxdt1 = diff_method(x, dt2, **params, axis=0)[1] + computed_d2 = diff_method(dxdt1, dt2, **params, axis=1)[1] + l2_error_d2 = np.linalg.norm(analytic_d2 - computed_d2) # Frobenius norm (2 norm of vectorized array) + linf_error_d2 = np.max(np.abs(analytic_d2 - computed_d2)) + + # Laplacian + analytic_laplacian = 2 * np.sin(3/2 * np.pi * T2) - 9/4 * np.pi**2 * T1**2 * np.sin(3/2 * np.pi * T2) + dxdt2 = diff_method(x, dt2, **params, axis=1)[1] + computed_laplacian = diff_method(dxdt1, dt2, **params, axis=0)[1] + diff_method(dxdt2, dt2, **params, axis=1)[1] + l2_error_lap = np.linalg.norm(analytic_laplacian - computed_laplacian) + linf_error_lap = np.max(np.abs(analytic_laplacian - computed_laplacian)) + + if request.config.getoption("--bounds"): + print([(int(np.ceil(np.log10(l2_error_d2))), int(np.ceil(np.log10(linf_error_d2)))), (int(np.ceil(np.log10(l2_error_lap))), int(np.ceil(np.log10(linf_error_lap))))]) + else: + (log_l2_bound_d2, log_linf_bound_d2), (log_l2_bound_lap, log_linf_bound_lap) = multidim_error_bounds[diff_method] + assert l2_error_d2 < 10**log_l2_bound_d2 + assert linf_error_d2 < 10**log_linf_bound_d2 + + if request.config.getoption("--plot"): + from matplotlib import pyplot + fig = pyplot.figure(figsize=(12, 5), constrained_layout=True) + ax1 = fig.add_subplot(1, 3, 1, projection='3d') + ax1.plot_surface(T1, T2, x, cmap='viridis', alpha=0.5) + ax1.set_title(r'original function, $x$') + ax1.set_xlabel(r'$t_1$') + ax1.set_ylabel(r'$t_2$') + ax2 = fig.add_subplot(1, 3, 2, projection='3d') + ax2.plot_surface(T1, T2, analytic_d2, cmap='viridis', alpha=0.5) + ax2.set_title(r'$\frac{\partial^2 x}{\partial t_1 \partial t_2}$') + ax2.set_xlabel(r'$t_1$') + ax2.set_ylabel(r'$t_2$') + ax3 = fig.add_subplot(1, 3, 3, projection='3d') + surf = ax3.plot_surface(T1, T2, analytic_laplacian, cmap='viridis', alpha=0.5, label='analytic') + ax3.set_title(r'$\frac{\partial^2}{\partial t_1^2} + \frac{\partial^2}{\partial t_2^2}$') + ax3.set_xlabel(r'$t_1$') + ax3.set_ylabel(r'$t_2$') + + ax2.plot_wireframe(T1, T2, computed_d2) + ax3.plot_wireframe(T1, T2, computed_laplacian, label='computed') + legend = ax3.legend(bbox_to_anchor=(0.7, 0.8)); legend.legend_handles[0].set_facecolor(pyplot.cm.viridis(0.6)) diff --git a/pynumdiff/tests/test_utils.py b/pynumdiff/tests/test_utils.py index dc6e2b1..b759d40 100644 --- a/pynumdiff/tests/test_utils.py +++ b/pynumdiff/tests/test_utils.py @@ -11,19 +11,24 @@ def test_integrate_dxdt_hat(): dt = 0.1 for dxdt,expected in [(np.ones(10), np.arange(0, 1, dt)), # constant derivative (np.linspace(0, 1, 11), [0, 0.005, 0.02, 0.045, 0.08, 0.125, 0.18, 0.245, 0.32, 0.405, 0.5]), # linear derivative - (np.array([1.0]), [0])]: # edge case of just one entry - x_hat = utility.integrate_dxdt_hat(dxdt, dt) - assert np.allclose(x_hat, expected) + (np.array([1.0]), [0]), # edge case of just one entry + (np.ones((5,5)), dt*np.vstack([np.arange(5)]*5))]: # multidimensional case + x_hat = utility.integrate_dxdt_hat(dxdt, dt, axis=-1) assert len(x_hat) == len(dxdt) + assert np.allclose(x_hat, expected) + x_hat = utility.integrate_dxdt_hat([0, 2, 3, 5], [0, 2, 3, 5]) # y = x at irregular spacing + assert np.allclose(x_hat, [0, 2, 4.5, 12.5]) def test_estimate_integration_constant(): """For known simple functions, make sure the initial condition is as expected""" - for x,x_hat,c in [(np.array([1.0, 2.0, 3.0, 4.0, 5.0]), np.array([0.0, 1.0, 2.0, 3.0, 4.0]), 1), # Perfect alignment case, xhat shifted by 1 - (np.ones(5)*10, np.ones(5)*5, 5), - (np.array([0]), np.array([1]), -1)]: - x0 = utility.estimate_integration_constant(x, x_hat) - assert np.allclose(x0, float(c), rtol=1e-3) + for x,x_hat,c in [(np.array([1.0, 2.0, 3.0, 4.0, 5.0]), np.array([0.0, 1.0, 2.0, 3.0, 4.0]), 1), # pure offset + (np.ones(5)*10, np.ones(5)*5 + 0.01*np.random.randn(5), 5), # with some noise + (np.array([0]), np.array([1]), -1), # singleton case + (np.vstack([np.arange(5)]*5), np.vstack([np.arange(5) + c for c in range(5)]), -np.arange(5).reshape(-1,1)), # multidimensional case + (np.ones((5,5)), np.vstack([np.arange(5) + c for c in range(5)]), -np.arange(1,6).reshape(-1,1))]: + x0 = utility.estimate_integration_constant(x, x_hat, axis=-1) + assert np.allclose(x0, c, rtol=1e-3) x_hat = np.sin(np.arange(400)*0.01) x = x_hat + np.random.normal(0, 0.1, 400) + 1 # shift data by 1 @@ -61,19 +66,19 @@ def test_peakdet(request): pyplot.title('peakdet validataion') pyplot.show() - assert np.allclose(maxtab, [[0.447, 1.58575613], # these numbers validated by eye with --plot - [1.818, 1.91349239], - [3.316,-0.02740252], - [4.976, 0.74512778], - [6.338, 1.89861691], - [7.765, 0.57577842], - [9.402, 0.59450898]]) - assert np.allclose(mintab, [[1.139, 0.31325728], - [2.752,-1.12769567], - [4.098,-2.00326946], - [5.507,-0.31714122], - [7.211,-0.59708324], - [8.612,-1.7118216 ]]) + assert np.allclose(maxtab, [[0.475, 1.58696894], # these numbers validated by eye with --plot + [1.813, 1.91418201], + [3.311, -0.02749755], + [4.971, 0.74687989], + [6.333, 1.89776084], + [7.76, 0.57366611], + [9.397, 0.59379866]]) + assert np.allclose(mintab, [[1.134, 0.31086976], + [2.747, -1.13032479], + [4.093, -2.00466846], + [5.502, -0.31428495], + [7.206, -0.5993835], + [8.607,-1.71266074]]) def test_slide_function(): """Verify the slide function's weighting scheme calculates as expected""" diff --git a/pynumdiff/utils/utility.py b/pynumdiff/utils/utility.py index dd19b56..dd5e5b8 100644 --- a/pynumdiff/utils/utility.py +++ b/pynumdiff/utils/utility.py @@ -28,18 +28,19 @@ def huber_const(M): return np.sqrt((2*a*(1 + M**2)/M**2 + b)/(a + b)) -def integrate_dxdt_hat(dxdt_hat, dt_or_t): +def integrate_dxdt_hat(dxdt_hat, dt_or_t, axis=0): """Wrapper for scipy.integrate.cumulative_trapezoid. Use 0 as first value so lengths match, see #88. :param np.array[float] dxdt_hat: estimate derivative of timeseries :param float dt_or_t: step size if given as a scalar or a vector of sample locations + :param int axis: data dimension along which to integrate :return: **x_hat** (np.array[float]) -- integral of dxdt_hat """ - return cumulative_trapezoid(dxdt_hat, initial=0)*dt_or_t if np.isscalar(dt_or_t) \ - else cumulative_trapezoid(dxdt_hat, x=dt_or_t, initial=0) + return cumulative_trapezoid(dxdt_hat, initial=0, axis=axis)*dt_or_t if np.isscalar(dt_or_t) \ + else cumulative_trapezoid(dxdt_hat, x=dt_or_t, initial=0, axis=axis) -def estimate_integration_constant(x, x_hat, M=6): +def estimate_integration_constant(x, x_hat, M=6, axis=0): """Integration leaves an unknown integration constant. This function finds a best fit integration constant to correct the DC of :code:`x_hat` (the integral of dxdt_hat) by optimizing :math:`\\min_c J(x - \\hat{x} + c)`, where :math:`J` is the Huber loss function or the :math:`\\ell_1` @@ -51,17 +52,20 @@ def estimate_integration_constant(x, x_hat, M=6): mean absolute deviation of residuals, so scatter can be calculated and used to normalize without being thrown off by outliers. The default is intended to capture the idea of "six sigma": Assuming Gaussian :code:`x - xhat` errors, the portion of inliers beyond the Huber loss' transition is only about 1.97e-9. + :param int axis: data dimension along which integration was performed - :return: **integration constant** (float) -- initial condition that best aligns x_hat with x + :return: **integration constant** (float or np.array[float]) -- initial condition(s) to best align + :math:`\\mathbf{\\hat{x}}` with :math:`\\mathbf{x}` """ - sigma = median_abs_deviation(x - x_hat, scale='normal') # M is in units of this robust scatter metric - if M == float('inf') or sigma < 1e-3: # If no scatter, then no outliers, so use L2 - return np.mean(x - x_hat) # Solves the l2 distance minimization, argmin_{x0} ||x_hat + x0 - x||_2^2 + s = list(x_hat.shape); s[axis] = 1; s = tuple(s) # proper shape for multidimensional integration constants + sigma = median_abs_deviation(x - x_hat, axis=axis, scale='normal') # M is in units of this robust scatter metric + if M == float('inf') or np.all(sigma < 1e-3): # If no scatter, then no outliers, so use L2 + return np.mean(x - x_hat, axis=axis).reshape(s) # Solves the l2 distance minimization, argmin_c ||x_hat + c - x||_2^2 elif M < 1e-3: # small M looks like l1 loss, and Huber gets too flat to work well - return np.median(x - x_hat) # Solves the l1 distance minimization, argmin_{x0} ||x_hat + x0 - x||_1 + return np.median(x - x_hat, axis=axis).reshape(s) # Solves the l1 distance minimization, argmin_c ||x_hat + c - x||_1 else: - return minimize(lambda x0: np.sum(huber(x - (x_hat+x0), M*sigma)), # fn to minimize in 1st argument - 0, method='SLSQP').x[0] # result is a vector, even if initial guess is just a scalar + return minimize(lambda c: np.sum(huber(x_hat + c.reshape(s) - x, M*sigma)), # fn to minimize in 1st argument + np.zeros(np.prod(s)), method='SLSQP').x.reshape(s) # initial guess is zeros; vector result must be reshaped def mean_kernel(window_size): From f85f2f3c9bdb6e5b97ffd4b06b03db981c7abd25 Mon Sep 17 00:00:00 2001 From: pavelkomarov Date: Tue, 2 Dec 2025 22:12:21 -0800 Subject: [PATCH 2/4] neglected to reshape sigma --- pynumdiff/tests/test_utils.py | 2 +- pynumdiff/utils/utility.py | 2 +- pyproject.toml | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/pynumdiff/tests/test_utils.py b/pynumdiff/tests/test_utils.py index b759d40..6011bf0 100644 --- a/pynumdiff/tests/test_utils.py +++ b/pynumdiff/tests/test_utils.py @@ -26,7 +26,7 @@ def test_estimate_integration_constant(): (np.ones(5)*10, np.ones(5)*5 + 0.01*np.random.randn(5), 5), # with some noise (np.array([0]), np.array([1]), -1), # singleton case (np.vstack([np.arange(5)]*5), np.vstack([np.arange(5) + c for c in range(5)]), -np.arange(5).reshape(-1,1)), # multidimensional case - (np.ones((5,5)), np.vstack([np.arange(5) + c for c in range(5)]), -np.arange(1,6).reshape(-1,1))]: + (np.ones((7,5)), np.vstack([np.arange(5) + c for c in range(7)]), -np.arange(1,8).reshape(-1,1))]: # nonsquare case x0 = utility.estimate_integration_constant(x, x_hat, axis=-1) assert np.allclose(x0, c, rtol=1e-3) diff --git a/pynumdiff/utils/utility.py b/pynumdiff/utils/utility.py index dd5e5b8..e8b66e6 100644 --- a/pynumdiff/utils/utility.py +++ b/pynumdiff/utils/utility.py @@ -58,7 +58,7 @@ def estimate_integration_constant(x, x_hat, M=6, axis=0): :math:`\\mathbf{\\hat{x}}` with :math:`\\mathbf{x}` """ s = list(x_hat.shape); s[axis] = 1; s = tuple(s) # proper shape for multidimensional integration constants - sigma = median_abs_deviation(x - x_hat, axis=axis, scale='normal') # M is in units of this robust scatter metric + sigma = median_abs_deviation(x - x_hat, axis=axis, scale='normal').reshape(s) # M is in units of this robust scatter metric if M == float('inf') or np.all(sigma < 1e-3): # If no scatter, then no outliers, so use L2 return np.mean(x - x_hat, axis=axis).reshape(s) # Solves the l2 distance minimization, argmin_c ||x_hat + c - x||_2^2 elif M < 1e-3: # small M looks like l1 loss, and Huber gets too flat to work well diff --git a/pyproject.toml b/pyproject.toml index 30151eb..4364e6f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,7 +7,7 @@ name = "pynumdiff" dynamic = ["version"] description = "pynumdiff: numerical derivatives in python" readme = "README.md" -license = {text = "MIT"} +license = "MIT" maintainers = [ {name = "Floris van Breugel", email = "fvanbreugel@unr.edu"}, {name = "Pavel Komarov", email = "pvlkmrv@uw.edu"}, From dfeeb4e6e83d581de211c3aaa84535c9caca0a8a Mon Sep 17 00:00:00 2001 From: pavelkomarov Date: Tue, 2 Dec 2025 22:15:36 -0800 Subject: [PATCH 3/4] updating pyproject.toml, because something changed under me --- pyproject.toml | 1 - 1 file changed, 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 4364e6f..969568e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -18,7 +18,6 @@ classifiers = [ "Development Status :: 3 - Alpha", "Environment :: Console", "Intended Audience :: Science/Research", - "License :: OSI Approved :: MIT License", "Operating System :: OS Independent", "Programming Language :: Python", "Topic :: Scientific/Engineering" From 8b5b5244ae10f51189401416df227abe0303bc11 Mon Sep 17 00:00:00 2001 From: pavelkomarov Date: Tue, 2 Dec 2025 22:24:33 -0800 Subject: [PATCH 4/4] still trying to make it build --- README.md | 1 - pyproject.toml | 2 ++ 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 6029aba..af06416 100644 --- a/README.md +++ b/README.md @@ -85,7 +85,6 @@ Much more extensive usage is demonstrated in Jupyter notebooks: * Differentiation with different methods: [1_basic_tutorial.ipynb](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/1_basic_tutorial.ipynb) * Parameter Optimization: [2_optimizing_hyperparameters.ipynb](https://github.com/florisvb/PyNumDiff/blob/master/notebooks/2_optimizing_hyperparameters.ipynb) - See the README in the `notebooks/` folder for a full guide to all demos and experiments. ## Repo Structure diff --git a/pyproject.toml b/pyproject.toml index 969568e..a0d7d55 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,3 +54,5 @@ docs = [ [tool.setuptools_scm] write_to = "pynumdiff/_version.py" +[tool.setuptools] +packages = ["pynumdiff"]