From 497454a8ae15f77575753e5cbaa9979f64329de9 Mon Sep 17 00:00:00 2001 From: Martijn van den Ende Date: Thu, 18 Sep 2025 04:46:01 -0400 Subject: [PATCH 1/4] Created Colab notebook --- README.md | 4 +- examples/google_colab.ipynb | 768 ++++++++++++++++++++++++++++++++++++ 2 files changed, 771 insertions(+), 1 deletion(-) create mode 100644 examples/google_colab.ipynb diff --git a/README.md b/README.md index 8640ea8..174dbfd 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,8 @@ # DiaBayes: rock friction inversion tools [![GitHub Release](https://img.shields.io/github/release/martijnende/diabase.svg?style=flat)]() +[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)]( +https://colab.research.google.com/github/martijnende/diabayes/blob/docs/colab/examples/google_colab.ipynb) [![tests](https://github.com/martijnende/diabayes/actions/workflows/python-test.yml/badge.svg)](https://github.com/martijnende/diabayes/actions/workflows/python-test.yml) [![documentation](https://github.com/martijnende/diabayes/actions/workflows/build-docs.yml/badge.svg)](https://martijnende.github.io/diabayes) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) @@ -29,4 +31,4 @@ pip install .[gpu,dev] ## How to cite? -A publication describing this software package is underway. Until then, feel free to refer to this repository. \ No newline at end of file +A publication describing this software package is underway. Until then, feel free to refer to this repository. diff --git a/examples/google_colab.ipynb b/examples/google_colab.ipynb new file mode 100644 index 0000000..746804c --- /dev/null +++ b/examples/google_colab.ipynb @@ -0,0 +1,768 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "50eada3c", + "metadata": {}, + "source": [ + "# 0. Set the Google Colab runtime\n", + "\n", + "To benefit from the GPU resources offered by Google, in the menu above go to _Runtime_ > _Change runtime type_ and select the T4 GPU hardware accelerator. Then run the cell below to install the GPU version of the DiaBayes code." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c146450", + "metadata": {}, + "outputs": [], + "source": [ + "!pip install \"git+https://github.com/martijnende/diabayes.git#egg=diabayes[gpu]\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "73cbf145", + "metadata": {}, + "outputs": [], + "source": [ + "import jax.numpy as jnp\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import diabayes as db\n", + "from diabayes.forward_models import Forward, rsf, ageing_law, springblock\n", + "from diabayes.solver import ODESolver" + ] + }, + { + "cell_type": "markdown", + "id": "73ea42dd", + "metadata": {}, + "source": [ + "In this example, we will be running a simple forward simulation of a non-inertial spring-block governed by classical rate-and-state friction (RSF). The forward simulation serves as a set of \"friction observations\" that we will then invert for the rate-and-state parameters ($a,b,D_c$). If everything goes well, the inverted parameters are identical to the ones we started with." + ] + }, + { + "cell_type": "markdown", + "id": "f60e4390", + "metadata": {}, + "source": [ + "## 1. Forward modelling" + ] + }, + { + "cell_type": "markdown", + "id": "be69a38d", + "metadata": {}, + "source": [ + "First we define the RSF and spring-block parameters, and assume that we start at steady-state:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f81d9956", + "metadata": {}, + "outputs": [], + "source": [ + "# RSF parameters\n", + "a = 0.01\n", + "b = 0.9 * a\n", + "Dc = 1e-5\n", + "\n", + "# Spring-block parameters: stiffness, initial velocity, final velocity\n", + "k = 1e3\n", + "v0 = 1e-6\n", + "v1 = 1e-5\n", + "\n", + "# Initial friction and state\n", + "mu0 = 0.6\n", + "theta0 = Dc / v0" + ] + }, + { + "cell_type": "markdown", + "id": "56391625", + "metadata": {}, + "source": [ + "Next, we describe our forward model, which is composed of a friction law (classical RSF), a state evolution law (ageing law), and the stress transfer model (non-inertial spring-block). We also define the solver, which includes both the forward and inverse solver routines." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9c9b1a41", + "metadata": {}, + "outputs": [], + "source": [ + "state_dict = {\"theta\": ageing_law}\n", + "forward = Forward(friction_model=rsf, state_evolution=state_dict, stress_transfer=springblock)\n", + "solver = ODESolver(forward_model=forward)" + ] + }, + { + "cell_type": "markdown", + "id": "355429e9", + "metadata": {}, + "source": [ + "The last step before running a forward simulation, is to pack all of the parameters and initial conditions into appropriate \"containers\". These containers act like `namedtuple`s; you can initialise one by providing the parameters in the right order, or as keyword arguments (for example, `params = db.RSFParams(a, b, Dc)` returns the same as `params = db.RSFParams(Dc=Dc, a=a, b=b)`). You can access individual entries by their name, e.g. `b = params.b`. \n", + "\n", + "Setting variables (i.e., the quantities that change over time) works similarly, but the structure of their container depends on the physics that was provided to the `Forward` class. Fortunately, this is handled automatically by providing the appropriate initial values to the `Forward` class object." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "89636489", + "metadata": {}, + "outputs": [], + "source": [ + "# RSF parameters\n", + "params = db.RSFParams(a=a, b=b, Dc=Dc)\n", + "# RSF constants\n", + "constants = db.RSFConstants(v0=v0, mu0=mu0)\n", + "# Spring-block constants\n", + "block_constants = db.SpringBlockConstants(k=k, v_lp=v1)\n", + "\n", + "# Initial values of friction and state\n", + "forward.set_initial_values(mu=mu0, theta=theta0)\n", + "y0 = forward.variables\n", + "\n", + "# The time samples for which we want a solution\n", + "t = jnp.linspace(0, 15., 1000)\n", + "\n", + "# Run the forward simulation\n", + "result = solver.solve_forward(\n", + " t, y0, params=params,\n", + " friction_constants=constants,\n", + " block_constants=block_constants\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "14114ce1", + "metadata": {}, + "source": [ + "The result of this forward simulation (`result`) is a `db.Variables` object similar to `y0` defined above. Hence the friction and state can be accessed as `result.ys.mu` and `result.ys.theta`:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "b58d2518", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'time [s]')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "29ba954137114c05bf9cb586b2311d82", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mu = result.mu\n", + "theta = result.theta\n", + "\n", + "plt.close(\"all\")\n", + "fig, axes = plt.subplots(nrows=2, figsize=(9, 5), constrained_layout=True, sharex=\"all\")\n", + "axes[0].plot(t, mu)\n", + "axes[0].set_ylabel(\"friction [-]\")\n", + "axes[1].plot(t, theta)\n", + "axes[1].set_ylabel(\"state [s]\")\n", + "axes[1].set_xlabel(\"time [s]\")" + ] + }, + { + "cell_type": "markdown", + "id": "9827a18b", + "metadata": {}, + "source": [ + "## 2. Maximum-likelihood inversion" + ] + }, + { + "cell_type": "markdown", + "id": "37b8e30c", + "metadata": {}, + "source": [ + "Now that we have some \"measurements\" of a friction coefficient, we can try to invert for the underlying parameters that govern the dynamics. For this particular toy example it is not super useful to invert for the parameters that you already know, but in reality you would replace `mu` with your laboratory measurements, for which the RSF parameters are not known.\n", + "\n", + "To start simple, we begin with a _maximum-likelihood_ inversion, which tries to find a (local) minimum in the misfit between the measured and predicted friction values. The parameters that correspond with the best fit may not be unique (there could be multiple combinations of parameters that yield the same misfit), and this kind of inversion does not offer a good sense of the uncertainties and trade-offs in the inverted parameters. For this we'd need to do a _Bayesian inversion_, which will come a bit later. Regardless, the maximum likelihood inversion gives us a good starting point, and might already be sufficient for some applications." + ] + }, + { + "cell_type": "markdown", + "id": "1facf775", + "metadata": {}, + "source": [ + "In the cell below, we generate simulate noisy measurements by adding some Gaussian noise to the friction curve obtained above. We also define an initial guess of the RSF parameters that is a bit different from the true parameter values, which in practice is likely to be the case." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d4c47b4b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Step: 0, Loss on this step: 0.0031062619344770495\n", + "Step: 1, Loss on this step: 0.0014327439927960947\n", + "Step: 2, Loss on this step: 0.0005079012385201731\n", + "Step: 3, Loss on this step: 0.0004554938162316278\n", + "Step: 4, Loss on this step: 0.00045494831074373895\n", + "Step: 5, Loss on this step: 0.0004549482405273416\n" + ] + } + ], + "source": [ + "import jax.random as jr\n", + "\n", + "# The JAX random number generator\n", + "key = jr.PRNGKey(42)\n", + "key, split_key = jr.split(key)\n", + "noise = jr.normal(split_key, shape=(len(t),))\n", + "\n", + "# You can play around with the noise amplitude to make\n", + "# the inversion more or less challenging...\n", + "noise_amplitude = 1e-3\n", + "\n", + "mu_measured = mu + noise * noise_amplitude\n", + "\n", + "# Initial guess of the parameters\n", + "params_guess = db.RSFParams(\n", + " a = 1.1 * a,\n", + " b = 1.2 * b,\n", + " Dc = 2 * Dc\n", + ")\n", + "\n", + "# Do the maximum-likelihood inversion\n", + "# Set verbose=True to get intermediate messages\n", + "# of the solver progress\n", + "inv_result = solver.max_likelihood_inversion(\n", + " t, mu_measured, y0,\n", + " params=params_guess,\n", + " friction_constants=constants,\n", + " block_constants=block_constants,\n", + " verbose=True\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "e38a32d4", + "metadata": {}, + "source": [ + "The result of the inversion (`inv_result`) is an [`optimistix.Solution`](https://docs.kidger.site/optimistix/api/solution/#optimistix.Solution) object, similar to the `diffrax.Solution` object we've seen before. The inverted parameters are accessed through `inv_result.value`, which contains a `RSFParams` object.\n", + "\n", + "We can get these parameters and run another forward simulation to see if we obtained an acceptable fit with the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "97c8272e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inverted parameters: RSFParams(a=f64[], b=f64[], Dc=f64[])\n", + "True parameters: RSFParams(a=weak_f64[], b=weak_f64[], Dc=weak_f64[])\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9ebb733530bc4535a97dbb2ecf5c9e2d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "params_inv = inv_result.value\n", + "\n", + "result_predicted = solver.solve_forward(t, y0, params_inv, constants, block_constants)\n", + "\n", + "print(f\"Inverted parameters: {params_inv}\")\n", + "print(f\"True parameters: {params}\")\n", + "\n", + "plt.close(\"all\")\n", + "fig, ax = plt.subplots(figsize=(9, 5), constrained_layout=True)\n", + "ax.plot(t, mu_measured, alpha=0.3)\n", + "ax.plot(t, result_predicted.mu)" + ] + }, + { + "cell_type": "markdown", + "id": "fbac4483", + "metadata": {}, + "source": [ + "As you can see, even with a substantial noise level we were able to recover the true parameters. We can do the inversion again with a different initial guess to see how much this starting point affects the solver convergence:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a0fbfb01", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Step: 0, Loss on this step: 0.00879827890106592\n", + "Step: 1, Loss on this step: 0.005383346705836939\n", + "Step: 2, Loss on this step: 0.0027221340210401073\n", + "Step: 3, Loss on this step: 0.000758265066812316\n", + "Step: 4, Loss on this step: 0.0004587632593394646\n", + "Step: 5, Loss on this step: 0.00045495330751144526\n", + "Step: 6, Loss on this step: 0.00045494824098784334\n" + ] + } + ], + "source": [ + "params_guess2 = db.RSFParams(\n", + " a = 0.9 * a,\n", + " b = 0.7 * b,\n", + " Dc = 1.5 * Dc\n", + ")\n", + "\n", + "inv_result2 = solver.max_likelihood_inversion(\n", + " t, mu_measured, y0,\n", + " params=params_guess2,\n", + " friction_constants=constants,\n", + " block_constants=block_constants,\n", + " verbose=True\n", + ")\n", + "\n", + "params_inv2 = inv_result2.value\n", + "result_predicted2 = solver.solve_forward(t, y0, params_inv2, constants, block_constants)" + ] + }, + { + "cell_type": "markdown", + "id": "85119cb0", + "metadata": {}, + "source": [ + "Visual inspection of the results:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1da6bb44", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2bb050cfb54a45f9a14b5f9af80434fe", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", + "text/html": [ + "\n", + "
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\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.close(\"all\")\n", + "fig, ax = plt.subplots(figsize=(9, 5), constrained_layout=True)\n", + "ax.plot(t, mu_measured, alpha=0.3)\n", + "ax.plot(t, result_predicted.mu, lw=3)\n", + "ax.plot(t, result_predicted2.mu)" + ] + }, + { + "cell_type": "markdown", + "id": "d82ff351", + "metadata": {}, + "source": [ + "Quantitative comparison:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7ca97ff1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\t\tInitial guess 1\tInversion 1\tInitial guess 2\tInversion 2\tTrue values\n", + "a\t\t1.10e-02\t9.93e-03\t9.00e-03\t9.93e-03\t1.00e-02\n", + "b\t\t1.08e-02\t8.94e-03\t6.30e-03\t8.94e-03\t9.00e-03\n", + "Dc\t\t2.00e-05\t1.00e-05\t1.50e-05\t1.00e-05\t1.00e-05\n" + ] + } + ], + "source": [ + "print(\"\\t\\tInitial guess 1\\tInversion 1\\tInitial guess 2\\tInversion 2\\tTrue values\")\n", + "print(f\"a\\t\\t{params_guess.a:.2e}\\t{params_inv.a:.2e}\\t{params_guess2.a:.2e}\\t{params_inv2.a:.2e}\\t{params.a:.2e}\")\n", + "print(f\"b\\t\\t{params_guess.b:.2e}\\t{params_inv.b:.2e}\\t{params_guess2.b:.2e}\\t{params_inv2.b:.2e}\\t{params.b:.2e}\")\n", + "print(f\"Dc\\t\\t{params_guess.Dc:.2e}\\t{params_inv.Dc:.2e}\\t{params_guess2.Dc:.2e}\\t{params_inv2.Dc:.2e}\\t{params.Dc:.2e}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ac6b7d65", + "metadata": {}, + "source": [ + "As you can see, the inversion for both initial guesses converged to the same final result. This is not a given, and results may vary depending on the level of noise and other factors, like slip weakening or other phenomena that are not accounted for by the friction model.\n", + "\n", + "You can also see that the inverted parameters are not exactly the same as those that we started with. Because of the influence of the noise, this is not unexpected. But how \"good\" are the inverted results? Is the ~10% mismatch between the inversion and the ground truth acceptable, given the level of noise that we have? In other words, does the ground truth fall within the uncertainty of the inversion estimate? And are there other combinations of parameters that would also produce an acceptable fit to the observations?\n", + "\n", + "These are the kind of questions that can be answered with Bayesian inversion." + ] + }, + { + "cell_type": "markdown", + "id": "db953902", + "metadata": {}, + "source": [ + "## 3. Bayesian inversion" + ] + }, + { + "cell_type": "markdown", + "id": "00830e3d", + "metadata": {}, + "source": [ + "Bayesian inversion methods acknowledge that our data are affected by noise, and that our models are not perfect. Hence, instead of looking for a single set of parameters that can describe the measurements, we will be calculating the probability that a given set of parameters describes the observations. By randomly sampling from a _prior distribution_ of parameters, we can approximate the _posterior distribution_ of the parameters given the observations.\n", + "\n", + "There are numerous Bayesian sampling methods out there, each with their own performance characteristics in terms of computational cost, stability, and accuracy. A particularly suitable method for friction curve inversion is a particle-based method called _Stein Variational Inference_ (SVI). The basic outline of this method, is that each particle represents a set of model parameters, and that the collection of particles can move around in this parameter space. The particles are attracted towards the peak of the maximum-likelihood (the parameters that we inverted above), but they are also attracted towards the peak of the prior distribution, and they mutually repel one another based on their inter-particle distance. By iteratively updating the particle positions using gradient descent, the collection of particles eventually settles down into an equilibrium state. This equilibrium state is the posterior probability distribution over the inverted parameters.\n", + "\n", + "All of the mathematics and numerical operations that come with SVI are swept under a rug that can be called with `solver.bayesian_inversion`. This routine takes the following inputs:\n", + "\n", + "- `t`: the time at which the measurements are sampled\n", + "- `mu`: the friction measurements\n", + "- `noise_std`: an estimate of the standard deviation of the friction noise. Note that a larger value will permit a wider range of parameter values. Empirically, dividing the noise amplitude by 2 gives somewhat more acceptable results.\n", + "- `y0`: the initial values of the variables (friction, state, ...)\n", + "- `params`: the maximum-likelihood parameter values (obtained from the inversion above)\n", + "- `friction_constants`, `block_constants`: the constant parameters that will not be inverted for\n", + "- `Nparticles`: the number of particles in the swarm. A higher number gives more robust statistics, at the expense of a higher computational cost (though this doesn't scale proportionally due to significant GPU/CPU transmission overhead etc.). A minimum value around 1000 is recommended.\n", + "- `Nsteps`: the number of gradient descent steps to take. This number should be large enough to achieve a (quasi-)equilibrium. We will explore this in more detail later.\n", + "- `rng`: a random seed or a `jax.random.PRNGKey` (or `None`) to control the random initial state of the particle swarm. If `None`, the initialisation will be different every time you run the inversion, so it is recommended to fix the random seed to ensure reproducibililty.\n", + "\n", + "On a modest GPU, the Bayesian sampling with the parameters below takes around 1-2 minutes. Part of this time is spent doing the JIT compilation, so a second run would likely be a little bit faster." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6a9fbf61", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "78e669728de540ef8f000946533bda71", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Running for 100 iterations: 0%| | 0/100 [00:00\n", + "
\n", + " Figure\n", + "
\n", + " \n", + " \n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bayesian_result.plot_convergence();" + ] + }, + { + "cell_type": "markdown", + "id": "b0bcae9f", + "metadata": {}, + "source": [ + "This seems to be ok. Next, we can visualise the parameter posterior distributions in a _corner plot_ representation. In this representation, each parameter is plotted against the other parameters, which gives you a sense of the trade-offs between them. The error bars in each panel indicate the median and the 5/95th percentile range for each parameter, although these summary statistics may not necessarily be representative for all parameter combinations. The diagonal of the corner plot is populated with histrograms of a given parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0f47a596", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "094a092c6b484b61989202bbbd059a4d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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If the predictions don't follow the observations well enough, then perhaps `noise_amplitude` was over-estimated." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "948b8061", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Friction [-]')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "51bb761ec3144a8fa8c4782dc8fef0a4", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "samples, sample_results = bayesian_result.sample(solver, y0, t, constants, block_constants, nsamples=100)\n", + "\n", + "plt.close(\"all\")\n", + "fig, ax = plt.subplots(figsize=(9, 5), constrained_layout=True)\n", + "ax.plot(t, jnp.squeeze(sample_results.mu).T, c=\"k\", alpha=0.2)\n", + "ax.scatter(t, mu_measured, c=\"C1\", s=10, zorder=len(samples) + 1, ec=\"k\", lw=1, alpha=0.7)\n", + "ax.plot([], [], c=\"k\", label=\"Prediction\")\n", + "ax.scatter([], [], c=\"C1\", ec=\"k\", lw=1, label=\"Observation\")\n", + "ax.legend()\n", + "ax.set_xlabel(\"Time [s]\")\n", + "ax.set_ylabel(\"Friction [-]\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "diabayes", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 117c83d674c1c34a987731a7fa4c234021ad5996 Mon Sep 17 00:00:00 2001 From: Martijn van den Ende Date: Thu, 18 Sep 2025 04:51:34 -0400 Subject: [PATCH 2/4] Tested notebook, changed branch to main --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 174dbfd..d3646c8 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ [![GitHub Release](https://img.shields.io/github/release/martijnende/diabase.svg?style=flat)]() [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)]( -https://colab.research.google.com/github/martijnende/diabayes/blob/docs/colab/examples/google_colab.ipynb) +https://colab.research.google.com/github/martijnende/diabayes/blob/main/examples/google_colab.ipynb) [![tests](https://github.com/martijnende/diabayes/actions/workflows/python-test.yml/badge.svg)](https://github.com/martijnende/diabayes/actions/workflows/python-test.yml) [![documentation](https://github.com/martijnende/diabayes/actions/workflows/build-docs.yml/badge.svg)](https://martijnende.github.io/diabayes) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) From 39b7e08214cb57a04f783d0cb28873ba1da042ee Mon Sep 17 00:00:00 2001 From: Martijn van den Ende Date: Thu, 18 Sep 2025 05:05:16 -0400 Subject: [PATCH 3/4] Trying new pip/PEP syntax to avoid deprecation --- examples/google_colab.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/google_colab.ipynb b/examples/google_colab.ipynb index 746804c..f22a74c 100644 --- a/examples/google_colab.ipynb +++ b/examples/google_colab.ipynb @@ -17,7 +17,7 @@ "metadata": {}, "outputs": [], "source": [ - "!pip install \"git+https://github.com/martijnende/diabayes.git#egg=diabayes[gpu]\"" + "!pip install \"diabayes[gpu] @ git+https://github.com/martijnende/diabayes.git#egg=diabayes[gpu]\"" ] }, { From 0f95f6008ff1fa2f646fb51573037461df24774e Mon Sep 17 00:00:00 2001 From: Martijn van den Ende Date: Thu, 18 Sep 2025 05:11:54 -0400 Subject: [PATCH 4/4] Removed egg from pip --- examples/google_colab.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/google_colab.ipynb b/examples/google_colab.ipynb index f22a74c..d28f531 100644 --- a/examples/google_colab.ipynb +++ b/examples/google_colab.ipynb @@ -17,7 +17,7 @@ "metadata": {}, "outputs": [], "source": [ - "!pip install \"diabayes[gpu] @ git+https://github.com/martijnende/diabayes.git#egg=diabayes[gpu]\"" + "!pip install \"diabayes[gpu] @ git+https://github.com/martijnende/diabayes.git\"" ] }, {