{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Foraging locust with dynamical systems (dynamical system class)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are four notebooks on the dynamical systems analysis of the locust data, which should be read in the following order:\n", "\n", "- [locust_ds_data.ipynb](./locust_ds_data.ipynb)\n", "\n", "- [locust_ds_class.ipynb](./locust_ds_class.ipynb)\n", "\n", "- [locust_ds_validate.ipynb](./locust_ds_validate.ipynb)\n", "\n", "- [locust_ds_interpret.ipynb](./locust_ds_interpret.ipynb)\n", "\n", "This is a continuation of the material covered in [locust_ds_data.ipynb](./locust_ds_data.ipynb). Having constructed compartmentalized data in [locust_ds_data.ipynb](./locust_ds_data.ipynb), we now move to building a Bayesian dynamical system and calibrating it. We're modeling the rates at which locusts move between compartments as a function of random diffusion/wandering, and also attraction to locations of feeding or non-feeding locusts. Then, we calibrate the dynamical systems models in a Bayesian setting using the datasets to determine to what extent the movement of locusts is explained by random wandering vs attraction to other locusts.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are three main processes contributing to the flow of locusts between compartments, wandering, attraction to non-feeding locusts, and attraction to feeding locusts.\n", "\n", "$\\frac{d\\vec{X}}{dt} = wandering(\\vec{X}) + attraction_{non\\text{-}feeding\\,\\,locust}(\\vec{X}) + attraction_{feeding\\,\\, locus}(\\vec{X})$\n", "\n", "- $wandering(\\vec{X})$ captures the flux that arises from exploration: some fraction of locust at a given comparment leave to explore other compartments. The DS employs four corresponding coefficients:\n", " - `w_sides` for exploring between left and right.\n", " - `w_outside` for moving either from feed to search or from search to edge.\n", " - `w_inside` for moving from edge to search\n", " - `w_feed` for moving from search to feed.\n", "\n", "So, for instance, the wandering contribution to the derivative $\\frac{d\\, X_{edge\\_l}}{dt}$ is:\n", "\n", "$$\n", " -w_{sides} X_{edge\\_l} + w_{sides} X_{edge\\_r} - w_{inside}X_{edge\\_l} + w_{outside}X_{search\\_l}\n", "$$ \n", "\n", "- $attraction_{non\\text{-}feeding\\,\\,locust}(\\vec{X})$ captures the flux resulting from agents' moves being influenced by the mere presence of other locust at a potential target compartment. To capture this, we have the following product coefficients in the system:\n", " \n", " - `a_edge`: attraction of the locust in search to those in edge.\n", " - `a_search`: attraction of the locust in feed or edge to those in search.\n", " - `a_r` and `a_l`: attraction of locusts between sides within search/edge (unlike `w_sides` here we need to separate left from right to avoid terms cancelling each other, in practice their posterior distributions are very similar).\n", " \n", "Continuing our example of contributions to $\\frac{d\\, X_{edge\\_l}}{dt}$, this sort of attraction contributes as follows:\n", "\n", "$$\n", " - a_{search} X_{edge\\_l} X_{search\\_l} + a_{edge} X_{search\\_l} X_{edge\\_l} - a_r X_{edge\\_l} X_{edge\\_r} + a_l X_{edge\\_r} X_{edge\\_l}\n", "$$\n", "\n", "- $attraction_{feeding\\,\\, locus}(\\vec{X})$: Finally, we capture the additional attraction of locust to feeding locust, using `a_feed`, which represents how seeing other locust feed impacts locust movements from edge to search and from search to feed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Putting it all together:\n", "\n", "$$\n", "\\begin{split}\n", "\\frac{{d\\,\\text{{edge\\_l}}}}{{dt}} &= -w_{\\text{sides}} X_{\\text{edge\\_l}} %1-\n", "+ w_{\\text{sides}} X_{\\text{edge\\_r}} %2+\n", "- a_{\\text{r}} X_{\\text{edge\\_l}} X_{\\text{edge\\_r}} %3-\n", "+ a_{\\text{l}} X_{\\text{edge\\_r}} X_{\\text{edge\\_l}} - \\\\ %4+\n", "& \\quad w_{\\text{inside}} X_{\\text{edge\\_l}} %5-\n", "- a_{\\text{search}} X_{\\text{edge\\_l}} X_{\\text{search\\_l}} - %7-\n", "a_{\\text{feed}} X_{\\text{edge\\_l}} X_{\\text{feed\\_l}} + % 9-\n", "w_{\\text{outside}} X_{\\text{search\\_l}} + \\\\ %11+\n", "& \\quad a_{\\text{edge}} X_{\\text{search\\_l}} X_{\\text{edge\\_l}} %13+\n", "+ \\epsilon \n", "+ \\\\\n", "%-----------------------------\n", "\\frac{{d\\,\\text{{edge\\_r}}}}{{dt}} &= -w_{\\text{sides}} X_{\\text{edge\\_r}} %2-\n", "+ w_{\\text{sides}} X_{\\text{edge\\_l}} + %1+\n", "a_{\\text{r}} X_{\\text{edge\\_l}} X_{\\text{edge\\_r}} % 3+\n", "- a_{\\text{l}} X_{\\text{edge\\_r}} X_{\\text{edge\\_l}} - \\\\ %4-\n", "& \\quad w_{\\text{inside}} X_{\\text{edge\\_r}} - %6-\n", "a_{\\text{search}} X_{\\text{edge\\_r}} X_{\\text{search\\_r}} %8-\n", "- a_{\\text{feed}} X_{\\text{edge\\_r}} X_{\\text{feed\\_r}} + %10-\n", "w_{\\text{outside}} X_{\\text{search\\_r}} + \\\\ %12+\n", "& \\quad a_{\\text{edge}} X_{\\text{search\\_r}} X_{\\text{edge\\_r}} %14+\n", " + \\epsilon \\\\\n", " %----------------------------\n", "\\frac{{d\\,\\text{{search\\_l}}}}{{dt}} &= w_{\\text{inside}} X_{\\text{edge\\_l}} %5+\n", "+ a_{\\text{search}} X_{\\text{edge\\_l}} X_{\\text{search\\_l}} %7+\n", "+ a_{\\text{feed}} X_{\\text{edge\\_l}} X_{\\text{feed\\_l}} - \\\\ %9+\n", "& \\quad w_{\\text{outside}} X_{\\text{search\\_l}} - %11-\n", "w_{\\text{sides}} X_{\\text{search\\_l}} + %15-\n", "w_{\\text{sides}} X_{\\text{search\\_r}} - \\\\ %16+\n", "& \\quad w_{\\text{feed}} X_{\\text{search\\_l}} - %19-\n", "a_{\\text{r}} X_{\\text{search\\_l}} X_{\\text{search\\_r}} + %17-\n", "a_{\\text{l}} X_{\\text{search\\_r}} X_{\\text{search\\_l}} - \\\\ %18+\n", "& \\quad a_{\\text{edge}} X_{\\text{search\\_r}} X_{\\text{edge\\_r}} %13-\n", "- a_{\\text{feed}} X_{\\text{search\\_l}} X_{\\text{feed\\_l}} % 21-\n", "+ w_{\\text{outside}} X_{\\text{feed\\_l}} %23+\n", "+ a_{\\text{search}} X_{\\text{search\\_l}} X_{\\text{feed\\_l}} %25+\n", "+ \\epsilon \\\\\n", "%--------------------------\n", "\\frac{{d\\,\\text{{search\\_r}}}}{{dt}} &= w_{\\text{inside}} X_{\\text{edge\\_r}} %6+\n", "+ a_{\\text{search}} X_{\\text{edge\\_r}} X_{\\text{search\\_r}} + % 8+\n", "a_{\\text{feed}} X_{\\text{edge\\_r}} X_{\\text{feed\\_r}} - \\\\ %10+\n", "& \\quad w_{\\text{outside}} X_{\\text{search\\_r}} %12-\n", "- w_{\\text{sides}} X_{\\text{search\\_r}} + %16-\n", "w_{\\text{sides}} X_{\\text{search\\_l}} - \\\\ %15+\n", "& \\quad w_{\\text{feed}} X_{\\text{search\\_r}} - %20-\n", "a_{\\text{l}} X_{\\text{search\\_r}} X_{\\text{search\\_l}} + %18-\n", "a_{\\text{r}} X_{\\text{search\\_l}} X_{\\text{search\\_r}} - \\\\ %17+\n", "& \\quad a_{\\text{edge}} X_{\\text{search\\_l}} X_{\\text{edge\\_l}} - %14-\n", "a_{\\text{feed}} X_{\\text{search\\_r}} X_{\\text{feed\\_r}} %22-\n", "+ w_{\\text{outside}} X_{\\text{feed\\_r}} %24+\n", "+ a_{\\text{search}} X_{\\text{search\\_r}} X_{\\text{feed\\_r}} %26+\n", "+ \\epsilon \\\\\n", "%---------------------\n", "\\frac{{d\\,\\text{{feed\\_l}}}}{{dt}} &= w_{\\text{feed}} X_{\\text{search\\_l}} %19+\n", "+ a_{\\text{feed}} X_{\\text{search\\_l}} X_{\\text{feed\\_l}} - \\\\ %21+\n", "& \\quad w_{\\text{outside}} X_{\\text{feed\\_l}} - %23-\n", "a_{\\text{search}} X_{\\text{feed\\_l}} X_{\\text{search\\_l}} %25-\n", "+ \\epsilon \\\\\n", "\\frac{{d\\,\\text{{feed\\_r}}}}{{dt}} &= w_{\\text{feed}} X_{\\text{search\\_r}} + %20+\n", "a_{\\text{feed}} X_{\\text{search\\_r}} X_{\\text{feed\\_r}} - \\\\ %22_\n", "& \\quad w_{\\text{outside}} X_{\\text{feed\\_r}} - %24-\n", "a_{\\text{search}} X_{\\text{feed\\_r}} X_{\\text{search\\_r}} %26-\n", "+ \\epsilon \\\\\n", "\\end{split}\n", "$$" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import time\n", "\n", "import pyro\n", "import seaborn as sns\n", "import torch\n", "\n", "pyro.settings.set(module_local_params=True)\n", "\n", "sns.set_style(\"white\")\n", "\n", "seed = 123\n", "pyro.clear_param_store()\n", "pyro.set_rng_seed(seed)\n", "\n", "import seaborn as sns\n", "import torch\n", "\n", "from collab.foraging import locust as lc\n", "\n", "smoke_test = \"CI\" in os.environ\n", "start = 30\n", "end = start + 2 if smoke_test else start + 12\n", "num_samples = 10 if smoke_test else 150\n", "num_lines = 5 if smoke_test else 100\n", "num_iterations = 10 if smoke_test else 1500\n", "notebook_starts = time.time()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dynamics are described in the `LocustDynamics` class, which then is used within the `LocustDS` class for a range of downstream tasks. `LocustDynamics` contains the deterministic ODEs in its `forward()` method, uncertainty about the parameters in the `bayesian_locust` model, futher uncertainty about observations within `locust_noisy_model`. Simulating forward is made available by the `simulated_bayesian_locust` model, and the conditioned model is expressed as `conditioned_locust_model`. That class also includes a few handy plotting functions.\n", "\n", "The `LocustDS` class puts `LocustDynamics` to downstream use by connecting it with particular training and validation datasets, simulating forward with the same initial states as in the dataset using `simulate_trajectories()`, allowing for the extraction of prior samples using `get_prior_samples()`, running inference using `run_inference()`, posterior check using `evaluate()`, and validation using `validate()`. It also makes related visualizations possible. We will ilustrate its uses in the next few cells." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# this instantiates the dynamics,\n", "# the data will be used in calibration later on\n", "\n", "locds = lc.LocustDS(\n", " data_code=\"15EQ20191202\",\n", " start=start,\n", " end=end,\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# before we calibrate\n", "# we already can simulate forward by passing some\n", "# parameters of our choice\n", "\n", "# a_r, a_l, a_edge, a_search, a_feed\n", "true_attraction = torch.tensor([0.01, 0.01, 0.01, 0.01, 0.01])\n", "\n", "# w_sides, w_inside, w_outside, w_feed\n", "true_wander = torch.tensor([0.2, 0.1, 0.01, 0.05])\n", "\n", "# by default we take the initial state from the data\n", "# the user can pass `init_state=...` argument\n", "locds.simulate_trajectories(\n", " true_attraction=true_attraction,\n", " true_wander=true_wander,\n", ")\n", "\n", "\n", "locds.plot_simulated_trajectories()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For inference we use the `bayesian_locust` model, which specifies priors for the parameter value vectors. \n", "\n", "```python\n", "def bayesian_locust(base_model=LocustDynamics) -> Dynamics[torch.Tensor]:\n", " with pyro.plate(\"attr\", size=5):\n", " attraction = pyro.sample(\n", " \"attraction\", dist.Uniform(0.00001, 0.1)\n", " ) \n", " with pyro.plate(\"wond\", size=4):\n", " wander = pyro.sample(\n", " \"wander\", dist.Uniform(0.00001, 0.3)\n", " ) \n", " locust_model = base_model(attraction, wander)\n", "```\n", "\n", "We chose the priors to be comfortably wide, but we needed to constrained the search to avoid instability when using dynamical system solvers. As we will later see, posterior marginal densities lie comfortably within the priors, which strongly suggests these constraints are not damaging.\n", "\n", "We can sample the priors using our `locds`, object, and we can also run inference, training the model on the data. Then, the `posterior_check` method allows us to inspect the result." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "locds.get_prior_samples(num_samples=num_samples, force=False)\n", "\n", "# note, if you run with your own data, use force=True.\n", "# Here we don't use force as we use pre-comupted samples\n", "# obtained in the training and validation for multiple models\n", "# which takes a long time to run.\n", "\n", "# we plot prior samples later, when we contrast\n", "# them with the posterior samples after training" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# once you get prior samples\n", "# locds.prior_samples are available for downstream use\n", "# for instance, to plot the prior predictions for a compartment\n", "# using `plot_multiple_trajectories`.\n", "\n", "locds.plot_multiple_trajectories(\"feed_l\", num_lines=num_lines, priors=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading inference samples\n" ] } ], "source": [ "locds.run_inference(\n", " \"length\",\n", " num_iterations=num_iterations,\n", " num_samples=num_samples,\n", " lr=0.0005,\n", " # force=True,\n", " save=True,\n", ")\n", "\n", "# if you inspect the convergence by setting force=True, save = False,\n", "# notice loss drops but the range of sites visited is still fairly wide\n", "# this is because small changes in params can lead to large changes in\n", "# a dynamical system, so loss even with low lr is a bit jumpy" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# once you run inference, the posterior samples are available as\n", "# locds.samples, also available for downstream use, such as plotting\n", "\n", "locds.plot_multiple_trajectories(\"feed_l\", num_lines=num_lines, priors=False)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now we compare the date (black, dashed) to\n", "# mean predictions obtained from the posterior samples,\n", "# the shaded area is the 95% credible interval of the mean\n", "# and does not represent the variation in observations themselves\n", "# which can be inspected using `.plot_multiple_trajectories()`\n", "\n", "locds.posterior_check()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the class to compute standard performance measures - first, on the training set, then on the validation dataset. In gray we plot the residuals obtained using the null model which predicts a constant uniform distribution of locusts." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "locds.evaluate(samples=locds.samples, subset=locds.subset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can compare the prior and posterior estimates for some parameters; Suppose we are interested in $w_{feed}$, that is the size of the exploration of towards feeding ratio coefficient - at each time step (we made them 10 seconds each) the model expects on average around 18% of locusts in search to move towards food just because they are exploring. On the other hand, $a_{search}$ is the product coefficient for being attracted by the presence of non-feeding locust at a neighboring compartment, and the model expects on average $0.035 *$(count at target)% of locust at a given compartment to move away for this reason.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "locds.plot_param_estimates(3, 3, xlim=0.35)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also evaluate the validation data performance of the model we trained. Mean absolute error, as expected increases a bit as compared to the training set, but is still better than that of the null model." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loading validation samples\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "locds.validate(\n", " validation_data_code=\"15EQ20191205\",\n", " num_iterations=num_iterations,\n", " num_samples=num_samples,\n", ") # , force = True, save = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also inspect predicted means as compared to the validation dataset. As expected, the model performance on the validation set is somewhat worse than on the training set itself." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "locds.posterior_check(\n", " samples=locds.v_samples, subset=locds.v_subset, save=False\n", ") # this also might a png file in docs/figures if save=True" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "notebook took 2.7981300354003906 seconds, that is 0.04663550059000651 minutes to run\n" ] } ], "source": [ "notebook_ends = time.time()\n", "print(\n", " \"notebook took\",\n", " notebook_ends - notebook_starts,\n", " \"seconds, that is \",\n", " (notebook_ends - notebook_starts) / 60,\n", " \"minutes to run\",\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 2 }