From 8900ef3e7db279262ca2d9f3b12563dac933b669 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Mon, 25 Jul 2022 11:41:43 -0700 Subject: [PATCH 01/17] Changed how CV is calculated, now using time-averaged. Corrected CV calculation, now using sqrt. Changed default CV tol=0.005 --- .../Hybrid_Switching_Tests.ipynb | 5345 +++++++++++++++++ gillespy2/core/species.py | 2 +- gillespy2/solvers/numpy/tau_hybrid_solver.py | 117 +- 3 files changed, 5452 insertions(+), 12 deletions(-) create mode 100644 examples/Advanced_Features/Hybrid_Switching_Tests.ipynb diff --git a/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb b/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb new file mode 100644 index 000000000..56601fa93 --- /dev/null +++ b/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb @@ -0,0 +1,5345 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hybrid Switching\n", + "***\n", + "The Hybrid Switching solver is designed to allow a model's species to be represented dynamically as either continuous or stochastic throughout the simulation. This solver will represent a reaction channel deterministically at high populations in order to favor performance, and will automatically switch to a stochastic representation at lower populations. This allows for substantial run-time improvements over the SSA, minimizing the loss of stochastic accuracy. \n", + " \n", + "There is no special setup for the standard case of using this switching mechanism, however for cases where a particular species should always be represented as 'stochastic' or always represented as 'continuous,' the GillesPy2.species can be constructed with kwarg 'mode' locking that into place. \n", + "\n", + "**mode='dynamic'(default) - allows for hybrid switching \n", + "mode='continuous' - forces a species to be modeled continuously/deterministically \n", + "mode='discrete' - forces a species to be modeled discretely/stochastically** \n", + "\n", + "Ex: \n", + "A = GillesPy2.Species(name='A', initial_value=400, mode='continuous')\n", + "***\n", + "## Setup the Environment\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "sys.path.insert(1, os.path.abspath(os.path.join(os.getcwd(), '../..')))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "MatPlotLib is used for creating custom visualizations" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import gillespy2" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import gillespy2.solvers.numpy.tau_hybrid_solver" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***\n", + "## Create the Automatic Switching Model\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def create_automatic_switch_example(parameter_values=None, tol=None):\n", + " # Initialize Model\n", + " model = gillespy2.Model(name=\"Automatic Switch Example\")\n", + "\n", + " # Define Variables (GillesPy2.Species)\n", + " if tol is None:\n", + " A = gillespy2.Species(name='A', initial_value=400 )\n", + " B = gillespy2.Species(name='B', initial_value=10000)\n", + " C = gillespy2.Species(name='C', initial_value=10000)\n", + " else:\n", + " A = gillespy2.Species(name='A', initial_value=400 , switch_tol=tol)\n", + " B = gillespy2.Species(name='B', initial_value=10000, switch_tol=tol)\n", + " C = gillespy2.Species(name='C', initial_value=10000, switch_tol=tol)\n", + "\n", + " # Add Variables to Model\n", + " model.add_species([A, B, C])\n", + " \n", + " # Define Parameters\n", + " k1 = gillespy2.Parameter(name='k1', expression= 3e-4)\n", + " k2 = gillespy2.Parameter(name='k2', expression= 0.5e-2)\n", + " k3 = gillespy2.Parameter(name='k3', expression = 2e-1)\n", + " \n", + " # Add Parameters to Model\n", + " model.add_parameter([k1, k2, k3])\n", + "\n", + " # Define Reactions\n", + " r1 = gillespy2.Reaction(name=\"r1\",reactants={'A': 1, 'B': 1}, products={'B': 1, 'C': 1}, rate='k1')\n", + " r2 = gillespy2.Reaction(name=\"r2\",reactants={'B': 1}, products={}, rate='k2')\n", + " r3 = gillespy2.Reaction(name=\"r3\",reactants={'C': 1}, products={'A': 1}, rate='k3')\n", + "\n", + " # Add Reactions to Model\n", + " model.add_reaction([r1, r2, r3])\n", + " \n", + " # Define Timespan\n", + " tspan = gillespy2.TimeSpan.linspace(t=600, num_points=601)\n", + " \n", + " # Set Model Timespan\n", + " model.timespan(tspan)\n", + " for k,v in model.listOfSpecies.items():\n", + " print(f\"\\t{k} {v.switch_tol}\")\n", + " return model" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "def create_automatic_switch_min_example(parameter_values=None, max_stoch_pop=100):\n", + " # Initialize Model\n", + " model = gillespy2.Model(name=\"Automatic Switch Example\")\n", + "\n", + " # Define Variables (GillesPy2.Species)\n", + " A = gillespy2.Species(name='A', initial_value=400, switch_min=max_stoch_pop)\n", + " B = gillespy2.Species(name='B', initial_value=10000, switch_min=max_stoch_pop)\n", + " C = gillespy2.Species(name='C', initial_value=10000, switch_min=max_stoch_pop)\n", + " \n", + " # Add Variables to Model\n", + " model.add_species([A, B, C])\n", + "\n", + " # Define Parameters\n", + " k1 = gillespy2.Parameter(name='k1', expression= 3e-4)\n", + " k2 = gillespy2.Parameter(name='k2', expression= 0.5e-2)\n", + " k3 = gillespy2.Parameter(name='k3', expression = 2e-1)\n", + " \n", + " # Add Parameters to Model\n", + " model.add_parameter([k1, k2, k3])\n", + "\n", + " # Define Reactions\n", + " r1 = gillespy2.Reaction(name=\"r1\",reactants={'A': 1, 'B': 1}, products={'B': 1, 'C': 1}, rate='k1')\n", + " r2 = gillespy2.Reaction(name=\"r2\",reactants={'B': 1}, products={}, rate='k2')\n", + " r3 = gillespy2.Reaction(name=\"r3\",reactants={'C': 1}, products={'A': 1}, rate='k3')\n", + "\n", + " # Add Reactions to Model\n", + " model.add_reaction([r1, r2, r3])\n", + " \n", + " # Define Timespan\n", + " tspan = gillespy2.TimeSpan.linspace(t=600, num_points=601)\n", + " \n", + " # Set Model Timespan\n", + " model.timespan(tspan)\n", + " return model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Instantiate the Model" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "model_cv = create_automatic_switch_example(tol=0.005)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 19 s, sys: 150 ms, total: 19.2 s\n", + "Wall time: 19.2 s\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_cv_default = create_automatic_switch_example()\n", + "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv_default.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tA 0.001\n", + "\tB 0.001\n", + "\tC 0.001\n", + "CPU times: user 18.5 s, sys: 67.6 ms, total: 18.5 s\n", + "Wall time: 18.5 s\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_cv_default = create_automatic_switch_example(tol=0.001)\n", + "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv_default.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tA 0.0025\n", + "\tB 0.0025\n", + "\tC 0.0025\n", + "CPU times: user 20.1 s, sys: 87.8 ms, total: 20.1 s\n", + "Wall time: 20.1 s\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_cv_default = create_automatic_switch_example(tol=0.0025)\n", + "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv_default.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tA 0.004\n", + "\tB 0.004\n", + "\tC 0.004\n", + "CPU times: user 20.9 s, sys: 140 ms, total: 21.1 s\n", + "Wall time: 21.1 s\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_cv_default = create_automatic_switch_example(tol=0.004)\n", + "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv_default.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tA 0.006\n", + "\tB 0.006\n", + "\tC 0.006\n", + "CPU times: user 22.6 s, sys: 252 ms, total: 22.9 s\n", + "Wall time: 22.9 s\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_cv_default = create_automatic_switch_example(tol=0.006)\n", + "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv_default.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tA 0.0075\n", + "\tB 0.0075\n", + "\tC 0.0075\n", + "CPU times: user 19 s, sys: 228 ms, total: 19.3 s\n", + "Wall time: 19.3 s\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_cv_default = create_automatic_switch_example(tol=0.0075)\n", + "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv_default.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\tA 0.01\n", + "\tB 0.01\n", + "\tC 0.01\n", + "CPU times: user 17.4 s, sys: 204 ms, total: 17.6 s\n", + "Wall time: 17.6 s\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_cv_default = create_automatic_switch_example(tol=0.01)\n", + "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv_default.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#%time resultsC_cv = model_cv.run(solver=gillespy2.TauHybridCSolver)\n", + "solver_cv=gillespy2.TauHybridCSolver(model=model_cv)\n", + "%time resultsC_cv = solver_cv.run() \n", + "resultsC_cv.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "resultsC_cv.plotplotly()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "model_min = create_automatic_switch_min_example(max_stoch_pop=1500)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 19.2 s, sys: 116 ms, total: 19.3 s\n", + "Wall time: 19.3 s\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%time resultsP_min = model_min.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_min.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "#%time resultsC_min = model_min.run(solver=gillespy2.TauHybridCSolver)\n", + "solver=gillespy2.TauHybridCSolver(model=model_min)\n", + "%time resultsC_min = solver.run() \n", + "resultsC_min.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "raise Exception('stop')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***\n", + "## OLD -- Run the Simulations\n", + "***\n", + "The hybrid switching condition is based on a coefficient of variance for each species. The error threshold for this condition can be user modified by instantiating the solver, and calling the run function from it, rather than the solver. \n", + " \n", + "The default value is `0.03` and is a threshold to the coefficient of variance for each species at the selected forward step (t + tau)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "%time tau_hybrid_results = model.run(algorithm=\"Tau-Hybrid\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Additionally, the `tau_tol` can be modified to result in extremely fast simulations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%time results2 = model.run(algorithm=\"Tau-Hybrid\", tau_tol=0.04)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%time results3 = model.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***\n", + "## Visualizations\n", + "***" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tau_hybrid_results.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "results2.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.figure(figsize=(15, 10))\n", + "plt.title('Comparison of Hybrid Switching Results default vs higher tau + hybrid tolerance')\n", + "for species in results2[0]:\n", + " if species == 'time': continue\n", + " plt.plot(results2[0]['time'], results2[0][species], label='High tol-{0}'.format(species))\n", + "for species in tau_hybrid_results[0]:\n", + " if species == 'time': continue\n", + " plt.plot(tau_hybrid_results[0]['time'], tau_hybrid_results[0][species], label='Default tol-{0}'.format(species))\n", + " plt.legend(loc='best')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "plt.figure(figsize=(15, 10))\n", + "plt.title('Comparison of Hybrid Switching Results SSA vs higher tau + hybrid tolerance')\n", + "for species in results2[0]:\n", + " if species == 'time': continue\n", + " plt.plot(results2[0]['time'], results2[0][species], label='High tol-{0}'.format(species))\n", + "for species in results3[0]:\n", + " if species == 'time': continue\n", + " plt.plot(results3[0]['time'], results3[0][species], label='SSA-{0}'.format(species))\n", + " plt.legend(loc='best')" + ] + } + ], + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/gillespy2/core/species.py b/gillespy2/core/species.py index 37f12c6ae..a6057bbbc 100644 --- a/gillespy2/core/species.py +++ b/gillespy2/core/species.py @@ -62,7 +62,7 @@ class Species(SortableObject, Jsonify): """ def __init__(self, name=None, initial_value=0, constant=False, boundary_condition=False, mode=None, - allow_negative_populations=False, switch_min=0, switch_tol=0.03): + allow_negative_populations=False, switch_min=0, switch_tol=0.005): # A species has a name (string) and an initial value (positive integer) self.name = name self.constant = constant diff --git a/gillespy2/solvers/numpy/tau_hybrid_solver.py b/gillespy2/solvers/numpy/tau_hybrid_solver.py index ff1962bfb..3996575ce 100644 --- a/gillespy2/solvers/numpy/tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/tau_hybrid_solver.py @@ -216,14 +216,23 @@ def __flag_det_reactions(self, det_spec, det_rxn, dependencies): #print(f"\t__flag_det_reactions() deterministic_reactions={deterministic_reactions}") return deterministic_reactions - def __calculate_statistics(self, *switch_args): + def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, det_spec, species_history={}, cv_history={}): """ Calculates Mean, Standard Deviation, and Coefficient of Variance for each dynamic species, then set if species can be represented determistically + + NOTE: the argument species_history should not be passed in, this is modified by the function + to keep a persistent data set. """ - propensities, curr_state, tau_step, det_spec = switch_args + #TODO: move configuration to solver init + history_length = 12 #cite: "Statistical rules of thumb" G Van Belle + + if curr_time==0.0: #re-set cv_history + for k in list(cv_history.keys()): + del cv_history[k] CV = OrderedDict() + # calculate CV by estimating the next step mn = {species: curr_state[species] for species, value in self.model.listOfSpecies.items() if value.mode == 'dynamic'} sd = {species: 0 for species, value in @@ -238,20 +247,100 @@ def __calculate_statistics(self, *switch_args): if product.mode == 'dynamic': mn[product.name] += (tau_step * propensities[r] * rxn.products[product]) sd[product.name] += (tau_step * propensities[r] * rxn.products[product] ** 2) + # Calcuate the derivative based CV + for species,value in self.model.listOfSpecies.items(): + if value.mode == 'dynamic': + if mn[species] > 0: + #CV[species] = sd[species] / mn[species] + CV[species] = np.sqrt(sd[species]) / mn[species] + else: + CV[species] = 1 # value chosen to guarantee species will be discrete + + # Keep a history of the past CV values, calculate a time-averaged value + CV_a = OrderedDict() # time-averaged CV (forward derivative based) + use_average_cv = {} + for species,value in self.model.listOfSpecies.items(): + use_average_cv[species]=True + if value.mode == 'dynamic': + if species not in cv_history: + cv_history[species] = [] + cv_history[species].append(CV[species]) + if len(cv_history[species]) > history_length: + cv_history[species].pop(0) #remove the first item + else: + use_average_cv[species] = False + CV_a[species] = sum(cv_history[species])/len(cv_history[species]) + + + # Calculate the CV from the past N steps +# CV_p = OrderedDict() +# use_past_cv = {} +# for species,value in self.model.listOfSpecies.items(): +# use_past_cv[species] = True +# if value.mode == 'dynamic': +# if species not in species_history: +# species_history[species] = [] +# species_history[species].append(curr_state[species]) +# if len(species_history[species]) <= history_length: +# use_past_cv[species] = False +# CV_p[species] = 0.0 +# else: +# species_history[species].pop(0) #remove the first item +# s=0 +# ss=0 +# for x in species_history[species]: +# s += x +# ss += x*x +# mn_p = s/len(species_history[species]) +# var_p = ss/len(species_history[species]) - mn_p*mn_p +# CV_p[species] = np.sqrt(var_p)/mn_p + # Get coefficient of variance for each dynamic species for species in mn: + prev_det = det_spec[species] sref = self.model.listOfSpecies[species] + #print(f"\t{sref.name}",end='') if sref.switch_min == 0: - if mn[species] > 0: - CV[species] = sd[species] / mn[species] - else: - CV[species] = 1 # value chosen to guarantee discrete + #print(f" tol={sref.switch_tol} ",end='') # Set species to deterministic if CV is less than threshhold - det_spec[species] = CV[species] < sref.switch_tol + #print(f" CV={CV[species]:.4f}",end=''); + #print(f" CV_p={CV_p[species]:.4f}",end='') + #print(f" CV_a={CV_a[species]:.8f}",end='') + #print(f" det_spec={det_spec[species]}",end='') + #print(f" acv={use_average_cv[species]}",end='') + #print(f" pcv={use_past_cv[species]}",end='') + #print(f" lh={len(species_history[species])}",end='') + #print(f" lh={len(cv_history[species])}",end='') + #if use_average_cv[species] and det_spec[species]: # if currently deterministic + if True: + det_spec[species] = CV_a[species] < sref.switch_tol + # print(f" 1",end='') + # if not det_spec[species]: # switch to stochastic + # # truncate the history, so CV_p will not switch us back right away + # species_history[species] = [] + # print(f"-",end='') + #elif use_past_cv[species]: + # det_spec[species] = CV_p[species] < sref.switch_tol + # print(f" 2",end='') + #else: + # det_spec[species] = CV[species] < sref.switch_tol + # print(f" 3",end='') else: + #print(f" min={sref.switch_min}",end='') + #print(f" mn={mn[species]:.4f}",end='') det_spec[species] = mn[species] > sref.switch_min - return sd, CV + #if det_spec[species]: + # print(" DET") + #else: + # print(" STOCH") + #print(f"\t{cv_history[species]}") + #if prev_det != det_spec[species]: + # print(" #######################################################################") + + + + return mn, sd, CV @staticmethod def __f(t, y, curr_state, species, reactions, rate_rules, propensities, @@ -1257,9 +1346,14 @@ def __run(self, curr_state, curr_time, timeline, trajectory_base, initial_state, tau_step = save_times[-1] - curr_time[0] if pure_ode else Tau.select(*tau_args) # Process switching if used + #print(f"t={curr_time[0]} X=[",end='') + #for s,o in self.model.listOfSpecies.items(): + # print(f"{s}:{curr_state[0][s]} ",end='') + #print("]") if not pure_stochastic and not pure_ode: - switch_args = [propensities, curr_state[0], tau_step, det_spec] - sd, CV = self.__calculate_statistics(*switch_args) + #switch_args = [propensities, curr_state[0], tau_step, det_spec] + #mn, sd, CV = self.__calculate_statistics(*switch_args) + mn, sd, CV = self.__calculate_statistics(curr_time[0], propensities, curr_state[0], tau_step, det_spec) #print(f"det_spec={det_spec}") @@ -1268,9 +1362,10 @@ def __run(self, curr_state, curr_time, timeline, trajectory_base, initial_state, deterministic_reactions = frozenset() # Empty if non-det else: deterministic_reactions = self.__flag_det_reactions(det_spec, det_rxn, dependencies) + #print(f"\tdeterministic_reactions={deterministic_reactions}") if debug: - print('mean: {0}'.format(mu_i)) + print('mean: {0}'.format(mn)) print('standard deviation: {0}'.format(sd)) print('CV: {0}'.format(CV)) print('det_spec: {0}'.format(det_spec)) From 6b5e59faaa7c73d30bffb80fc29c719f8b1817d9 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Mon, 25 Jul 2022 18:55:35 -0700 Subject: [PATCH 02/17] clean up --- gillespy2/solvers/numpy/tau_hybrid_solver.py | 133 +------------------ 1 file changed, 4 insertions(+), 129 deletions(-) diff --git a/gillespy2/solvers/numpy/tau_hybrid_solver.py b/gillespy2/solvers/numpy/tau_hybrid_solver.py index 3996575ce..f4f8dc85b 100644 --- a/gillespy2/solvers/numpy/tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/tau_hybrid_solver.py @@ -91,15 +91,6 @@ def __toggle_reactions(self, all_compiled, deterministic_reactions, dependencies rate_rules = all_compiled['rules'] rxns = all_compiled['rxns'] - #print(f"\t__toggle_reactions()") - #print(f"\t\tinactive_reactions={inactive_reactions}") - #print(f"\t\tdeterministic_reactions={deterministic_reactions}") - #print(f"\t\trate_rules=[",end='') - #for k,v in rate_rules.items(): - # print(f"{k}, ",end='') - #print("]") - #print(f"\t\trxns={list(rxns.keys())}") - # If the set has changed, reactivate non-determinsitic reactions reactivate = [] for r in inactive_reactions: @@ -216,12 +207,12 @@ def __flag_det_reactions(self, det_spec, det_rxn, dependencies): #print(f"\t__flag_det_reactions() deterministic_reactions={deterministic_reactions}") return deterministic_reactions - def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, det_spec, species_history={}, cv_history={}): + def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, det_spec, cv_history={}): """ Calculates Mean, Standard Deviation, and Coefficient of Variance for each dynamic species, then set if species can be represented determistically - NOTE: the argument species_history should not be passed in, this is modified by the function + NOTE: the argument cv_history should not be passed in, this is modified by the function to keep a persistent data set. """ #TODO: move configuration to solver init @@ -251,94 +242,29 @@ def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, for species,value in self.model.listOfSpecies.items(): if value.mode == 'dynamic': if mn[species] > 0: - #CV[species] = sd[species] / mn[species] CV[species] = np.sqrt(sd[species]) / mn[species] else: CV[species] = 1 # value chosen to guarantee species will be discrete # Keep a history of the past CV values, calculate a time-averaged value CV_a = OrderedDict() # time-averaged CV (forward derivative based) - use_average_cv = {} for species,value in self.model.listOfSpecies.items(): - use_average_cv[species]=True if value.mode == 'dynamic': if species not in cv_history: cv_history[species] = [] cv_history[species].append(CV[species]) if len(cv_history[species]) > history_length: cv_history[species].pop(0) #remove the first item - else: - use_average_cv[species] = False CV_a[species] = sum(cv_history[species])/len(cv_history[species]) - - # Calculate the CV from the past N steps -# CV_p = OrderedDict() -# use_past_cv = {} -# for species,value in self.model.listOfSpecies.items(): -# use_past_cv[species] = True -# if value.mode == 'dynamic': -# if species not in species_history: -# species_history[species] = [] -# species_history[species].append(curr_state[species]) -# if len(species_history[species]) <= history_length: -# use_past_cv[species] = False -# CV_p[species] = 0.0 -# else: -# species_history[species].pop(0) #remove the first item -# s=0 -# ss=0 -# for x in species_history[species]: -# s += x -# ss += x*x -# mn_p = s/len(species_history[species]) -# var_p = ss/len(species_history[species]) - mn_p*mn_p -# CV_p[species] = np.sqrt(var_p)/mn_p - - # Get coefficient of variance for each dynamic species for species in mn: - prev_det = det_spec[species] sref = self.model.listOfSpecies[species] - #print(f"\t{sref.name}",end='') if sref.switch_min == 0: - #print(f" tol={sref.switch_tol} ",end='') # Set species to deterministic if CV is less than threshhold - #print(f" CV={CV[species]:.4f}",end=''); - #print(f" CV_p={CV_p[species]:.4f}",end='') - #print(f" CV_a={CV_a[species]:.8f}",end='') - #print(f" det_spec={det_spec[species]}",end='') - #print(f" acv={use_average_cv[species]}",end='') - #print(f" pcv={use_past_cv[species]}",end='') - #print(f" lh={len(species_history[species])}",end='') - #print(f" lh={len(cv_history[species])}",end='') - #if use_average_cv[species] and det_spec[species]: # if currently deterministic - if True: - det_spec[species] = CV_a[species] < sref.switch_tol - # print(f" 1",end='') - # if not det_spec[species]: # switch to stochastic - # # truncate the history, so CV_p will not switch us back right away - # species_history[species] = [] - # print(f"-",end='') - #elif use_past_cv[species]: - # det_spec[species] = CV_p[species] < sref.switch_tol - # print(f" 2",end='') - #else: - # det_spec[species] = CV[species] < sref.switch_tol - # print(f" 3",end='') + det_spec[species] = CV_a[species] < sref.switch_tol else: - #print(f" min={sref.switch_min}",end='') - #print(f" mn={mn[species]:.4f}",end='') det_spec[species] = mn[species] > sref.switch_min - #if det_spec[species]: - # print(" DET") - #else: - # print(" STOCH") - #print(f"\t{cv_history[species]}") - #if prev_det != det_spec[species]: - # print(" #######################################################################") - - return mn, sd, CV @@ -352,32 +278,24 @@ def __f(t, y, curr_state, species, reactions, rate_rules, propensities, state_change = [0] * len(y_map) curr_state['t'] = t curr_state['time'] = t - #print(f"\t\ty_map = {y_map}") for item, index in y_map.items(): if item in assignment_rules: curr_state[assignment_rules[item].variable] = eval(assignment_rules[item].formula, {**eval_globals, **curr_state}) else: - #print(f"\t\t\t __f() curr_state[{item}] = y[{index}] = {y[index]}") curr_state[item] = y[index] - #print(f"\t\t___f() active_rr={active_rr}") for s, rr in active_rr.items(): try: state_change[y_map[s.name]] += eval(rr, {**eval_globals, **curr_state}) - #print(f"\t\t\t'{s.name}': state_change[{y_map[s.name]}] += {eval(rr, {**eval_globals, **curr_state})}") except ValueError as e: - #print(f"\t\t\t__f() rr eval failed:{e}") pass for i, r in enumerate(compiled_reactions): propensities[r] = eval(compiled_reactions[r], {**eval_globals, **curr_state}) state_change[y_map[r]] += propensities[r] - #print(f"\t\t\tpropensities[{r}]={propensities[r]}") for event in events: triggered = eval(event.trigger.expression, {**eval_globals, **curr_state}) if triggered: state_change[y_map[event]] = 1 - #print(f"\t\tcompiled_reactions={compiled_reactions}") - #print(f"\t\tstate_change={state_change}") return state_change def __find_event_time(self, sol, start, end, index, depth): @@ -462,7 +380,6 @@ def __get_next_step(self, event_times, reaction_times, delayed_events, # Set time to next action curr_time = min(sim_end, next_tau, next_event_trigger, next_delayed_event) - #print(f"__get_next_step() {next_step[curr_time]}, {curr_time}") return next_step[curr_time], curr_time def __process_queued_events(self, event_queue, trigger_states, @@ -607,7 +524,6 @@ def __integrate(self, integrator, integrator_options, curr_state, y0, curr_time, while sol.t < next_tau: counter += 1 sol.step() - #print(f"\tt={curr_time} : sol.y={sol.y}") # Update states of all species based on changes made to species through @@ -615,15 +531,8 @@ def __integrate(self, integrator, integrator_options, curr_state, y0, curr_time, # 'continuous', as well as 'dynamic' mode species which have been # flagged as deterministic. - #print(f"\tactive_rr=[",end='') - #for k,v in active_rr.items(): - # print(f"{k}, ",end='') - #print("]") for spec_name, species in self.model.listOfSpecies.items(): if not species.constant: - #print(f"\tcurr_state[{spec_name}] = {sol.y[y_map[spec_name]]} mode={self.model.listOfSpecies[spec_name].mode}", end=' ') - #if self.model.listOfSpecies[spec_name] in active_rr: print("in active_rr", end='') - #print() curr_state[spec_name] = sol.y[y_map[spec_name]] # Search for precise event times @@ -690,7 +599,6 @@ def __simulate_invalid_state_check(self, species_modified, curr_state, compiled_ # check each species to see if they are negative for s in species_modified.keys(): if curr_state[s] < 0: - #print(f"========='{s}' has negative state '{curr_state[s]}'=====") invalid_state = True err_message += f"'{s}' has negative state '{curr_state[s]}'" return (invalid_state, err_message) @@ -743,7 +651,6 @@ def __simulate(self, integrator, integrator_options, curr_state, y0, curr_time, for r in compiled_reactions.keys(): if curr_state[r] >= 0 and propensities[r] == 0: curr_state[r] = math.log(random.uniform(0, 1)) - #print(f"\tpropensities={propensities}") sol, curr_time = self.__integrate(integrator, integrator_options, curr_state, @@ -758,30 +665,11 @@ def __simulate(self, integrator, integrator_options, curr_state, y0, curr_time, pure_ode) species_modified,rxn_count = self.__update_stochastic_rxn_states(compiled_reactions, curr_state) - #print(f"\tafter __integrate()") - #print(f"\tX=",end='') - #differ=[] - #for k,v in curr_state.items(): - # print(f"{k}:{v} ",end='') - # try: - # if k =='t' or k=='time': continue - # if curr_state[k] != starting_curr_state[k]: - # differ.append(f"{k} ({curr_state[k]}v{starting_curr_state[k]}") - # except: - # pass - #print() - #print(f"\tdiffer={differ}") - #print(f"\tspecies_modified={species_modified}") - #print(f"\trxn_count={rxn_count}") - - #raise Exception('stop') # Occasionally, a tau step can result in an overly-aggressive # forward step and cause a species population to fall below 0, # which would result in an erroneous simulation. - # (PREVIOUS METHOD:)If this occurs, back simulation up one step - # and attempt forward simulation using a smaller tau step. - # (NEW METHOD:) Instead we estimate the time to the first + # We estimate the time to the first # stochatic reaction firing (assume constant propensities) and # simulate the ODE system until that time, fire that reaction # and continue the simulation. @@ -810,7 +698,6 @@ def __simulate(self, integrator, integrator_options, curr_state, y0, curr_time, except Exception as e: raise SimulationError('Error calculation propensity for {0}.\nReason: {1}\nfloored_propensities={2}\ncompiled_reactions={3}'.format(r, e, floored_propensities,compiled_reactions)) curr_state = saved_curr_state - #print(f"\tfloored_propensities={floored_propensities}") rxn_times = OrderedDict() min_tau = None @@ -1346,23 +1233,15 @@ def __run(self, curr_state, curr_time, timeline, trajectory_base, initial_state, tau_step = save_times[-1] - curr_time[0] if pure_ode else Tau.select(*tau_args) # Process switching if used - #print(f"t={curr_time[0]} X=[",end='') - #for s,o in self.model.listOfSpecies.items(): - # print(f"{s}:{curr_state[0][s]} ",end='') - #print("]") if not pure_stochastic and not pure_ode: - #switch_args = [propensities, curr_state[0], tau_step, det_spec] - #mn, sd, CV = self.__calculate_statistics(*switch_args) mn, sd, CV = self.__calculate_statistics(curr_time[0], propensities, curr_state[0], tau_step, det_spec) - #print(f"det_spec={det_spec}") # Calculate sd and CV for hybrid switching and flag deterministic reactions if pure_stochastic: deterministic_reactions = frozenset() # Empty if non-det else: deterministic_reactions = self.__flag_det_reactions(det_spec, det_rxn, dependencies) - #print(f"\tdeterministic_reactions={deterministic_reactions}") if debug: print('mean: {0}'.format(mn)) @@ -1384,10 +1263,6 @@ def __run(self, curr_state, curr_time, timeline, trajectory_base, initial_state, compiled_reactions, self.model.listOfEvents, curr_state[0]) # Run simulation to next step - #print(f"\nt={curr_time[0]} curr_state=",end='') - #for k,v in curr_state[0].items(): - # print(f"{k}:{v} ",end='') - #print(f"\t\ttau={tau_step}") sol, curr_state[0], curr_time[0], save_times, save_index = self.__simulate(integrator, integrator_options, curr_state[0], y0, curr_time[0], propensities, species, From 91a610558bc42a30022a017cef5d342008368d21 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Tue, 26 Jul 2022 11:44:07 -0700 Subject: [PATCH 03/17] Fixing the tau step size selection code, needed reactants and products for reactions of the type A+B->B+C, which have a net stoich of zero --- gillespy2/solvers/cpp/build/build_engine.py | 2 +- gillespy2/solvers/cpp/build/template_gen.py | 24 ++++++++++++++++--- gillespy2/solvers/cpp/c_base/Tau/tau.cpp | 4 ++-- gillespy2/solvers/cpp/c_base/model.cpp | 7 +++++- gillespy2/solvers/cpp/c_base/model.h | 2 ++ .../solvers/cpp/c_base/template/template.cpp | 4 ++++ 6 files changed, 36 insertions(+), 7 deletions(-) diff --git a/gillespy2/solvers/cpp/build/build_engine.py b/gillespy2/solvers/cpp/build/build_engine.py index bdfa7d459..07dac6ce2 100644 --- a/gillespy2/solvers/cpp/build/build_engine.py +++ b/gillespy2/solvers/cpp/build/build_engine.py @@ -115,7 +115,7 @@ def prepare(self, model: "Union[Model, template_gen.SanitizedModel]", variable=F # If a raw GillesPy2 model was provided, convert it to a sanitized model. if isinstance(model, gillespy2.Model): model = template_gen.SanitizedModel(model, variable=variable) - elif not isinstance(model, template_gen.SanitizedModel): + elif not hasattr(model,'get_template'): raise TypeError(f"Build engine expected gillespy2.Model or SanitizedModel type: received {type(model)}") # Build the template and write it to the temp directory and remove the sample template_definitions header. diff --git a/gillespy2/solvers/cpp/build/template_gen.py b/gillespy2/solvers/cpp/build/template_gen.py index a89dbcf3a..c727886e1 100644 --- a/gillespy2/solvers/cpp/build/template_gen.py +++ b/gillespy2/solvers/cpp/build/template_gen.py @@ -87,6 +87,8 @@ def __init__(self, model: Model, variable=False): # Reactions: maps reaction names to their stoichiometry matrix. # Stoichiometry matrix maps a sanitized species name to its stoichiometry. self.reactions: "OrderedDict[str, dict[str, int]]" = OrderedDict() + self.reaction_reactants: "OrderedDict[str, dict[str, int]]" = OrderedDict() + self.reaction_products: "OrderedDict[str, dict[str, int]]" = OrderedDict() # Rate Rules: maps sanitized species names to their corresponding rate rule expression. self.rate_rules: "OrderedDict[str, str]" = OrderedDict() # Options: custom definitions that can be supplied by the solver, maps macros to their definitions. @@ -122,15 +124,19 @@ def use_reaction(self, reaction: "Reaction") -> "SanitizedModel": :type reaction: gillespy2.Reaction """ self.reactions[reaction.name] = {spec: int(0) for spec in self.species_names.values()} + self.reaction_reactants[reaction.name] = {spec: int(0) for spec in self.species_names.values()} + self.reaction_products[reaction.name] = {spec: int(0) for spec in self.species_names.values()} for reactant, stoich_value in reaction.reactants.items(): - if isinstance(reactant, Species): + if hasattr(reactant,'name'): reactant = self.species_names[reactant.name] self.reactions[reaction.name][reactant] -= int(stoich_value) + self.reaction_reactants[reaction.name][reactant] = int(stoich_value) for product, stoich_value in reaction.products.items(): - if isinstance(product, Species): + if hasattr(product,'name'): product = self.species_names[product.name] self.reactions[reaction.name][product] += int(stoich_value) + self.reaction_products[reaction.name][product] = int(stoich_value) return self @@ -401,18 +407,30 @@ def template_def_reactions(model: SanitizedModel, ode=False) -> "dict[str, str]" """ num_reactions = str(len(model.reactions)) reaction_set = OrderedDict() + reactants_set = OrderedDict() + products_set = OrderedDict() for rxn_name, reaction in model.reactions.items(): stoich = [str(int(reaction[species])) for species in model.species_names.values()] reaction_set[rxn_name] = f"{{{','.join(stoich)}}}" + for rxn_name, reaction_reactants in model.reaction_reactants.items(): + reactants_count = [str(int(reaction_reactants[species])) for species in model.species_names.values()] + reactants_set[rxn_name] = f"{{{','.join(reactants_count)}}}" + for rxn_name, reaction_products in model.reaction_products.items(): + products_count = [str(int(reaction_products[species])) for species in model.species_names.values()] + products_set[rxn_name] = f"{{{','.join(products_count)}}}" reaction_names = " ".join([f"REACTION_NAME({rxn})" for rxn in reaction_set.keys()]) reaction_set = f"{{{','.join(reaction_set.values())}}}" + reactants_set = f"{{{','.join(reactants_set.values())}}}" + products_set = f"{{{','.join(products_set.values())}}}" return { "GPY_NUM_REACTIONS": num_reactions, - "GPY_REACTIONS": reaction_set, "GPY_REACTION_NAMES": reaction_names, + "GPY_REACTIONS": reaction_set, + "GPY_REACTION_REACTANTS": reactants_set, + "GPY_REACTION_PRODUCTS": products_set, } diff --git a/gillespy2/solvers/cpp/c_base/Tau/tau.cpp b/gillespy2/solvers/cpp/c_base/Tau/tau.cpp index 45cd0d851..bcac5b44c 100644 --- a/gillespy2/solvers/cpp/c_base/Tau/tau.cpp +++ b/gillespy2/solvers/cpp/c_base/Tau/tau.cpp @@ -42,12 +42,12 @@ namespace Gillespy for (int spec = 0; spec < model.number_species; spec++) { - if (model.reactions[r].species_change[spec] > 0) + if (model.reactions[r].products_change[spec] > 0) { tau_args.products[r].push_back(spec); } - else if (model.reactions[r].species_change[spec] < 0) + else if (model.reactions[r].reactants_change[spec] > 0) { rxn_order += 1; tau_args.reactions_reactants[r].push_back(spec); diff --git a/gillespy2/solvers/cpp/c_base/model.cpp b/gillespy2/solvers/cpp/c_base/model.cpp index 28c572c19..d5ddc2a65 100644 --- a/gillespy2/solvers/cpp/c_base/model.cpp +++ b/gillespy2/solvers/cpp/c_base/model.cpp @@ -46,9 +46,13 @@ namespace Gillespy { for (unsigned int reaction = 0; reaction < number_reactions; reaction++) { reactions[reaction].name = reaction_names[reaction]; reactions[reaction].species_change = std::make_unique(number_species); + reactions[reaction].reactants_change = std::make_unique(number_species); + reactions[reaction].products_change = std::make_unique(number_species); for (unsigned int species = 0; species < number_species; species++) { reactions[reaction].species_change[species] = 0; + reactions[reaction].reactants_change[species] = 0; + reactions[reaction].products_change[species] = 0; } reactions[reaction].affected_reactions = std::vector(); @@ -66,7 +70,8 @@ namespace Gillespy { for (unsigned int r1 = 0; r1 < number_reactions; r1++) { for (unsigned int r2 = 0; r2 < number_reactions; r2++) { for (unsigned int s = 0; s < number_species; s++) { - if (reactions[r2].species_change[s] != 0) { + if( reactions[r1].products_change[s] > 0 && + reactions[r2].reactants_change[s] > 0 ){ reactions[r1].affected_reactions.push_back(r2); } } diff --git a/gillespy2/solvers/cpp/c_base/model.h b/gillespy2/solvers/cpp/c_base/model.h index cf0585048..3e65c8f51 100644 --- a/gillespy2/solvers/cpp/c_base/model.h +++ b/gillespy2/solvers/cpp/c_base/model.h @@ -72,6 +72,8 @@ namespace Gillespy // List of reactions who's propensities will change when this reaction fires. std::unique_ptr species_change; + std::unique_ptr reactants_change; + std::unique_ptr products_change; inline static double propensity( ReactionId reaction_id, diff --git a/gillespy2/solvers/cpp/c_base/template/template.cpp b/gillespy2/solvers/cpp/c_base/template/template.cpp index c83d7b0b3..d5727f395 100644 --- a/gillespy2/solvers/cpp/c_base/template/template.cpp +++ b/gillespy2/solvers/cpp/c_base/template/template.cpp @@ -49,6 +49,8 @@ namespace Gillespy s_names + sizeof(s_names) / sizeof(std::string)); int reactions[GPY_NUM_REACTIONS][GPY_NUM_SPECIES] = GPY_REACTIONS; + int reaction_reactants[GPY_NUM_REACTIONS][GPY_NUM_SPECIES] = GPY_REACTION_REACTANTS; + int reaction_products[GPY_NUM_REACTIONS][GPY_NUM_SPECIES] = GPY_REACTION_PRODUCTS; std::string r_names[GPY_NUM_REACTIONS] = { #define REACTION_NAME(name) #name, @@ -241,6 +243,8 @@ namespace Gillespy for (spec_i = 0; spec_i < GPY_NUM_SPECIES; ++spec_i) { model.reactions[rxn_i].species_change[spec_i] = reactions[rxn_i][spec_i]; + model.reactions[rxn_i].reactants_change[spec_i] = reaction_reactants[rxn_i][spec_i]; + model.reactions[rxn_i].products_change[spec_i] = reaction_products[rxn_i][spec_i]; } } From 8637d1edb7ac11b6be17ce9759eea8bfd333e323 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Tue, 26 Jul 2022 15:26:00 -0700 Subject: [PATCH 04/17] Using time-averaged CV for TauHybridCSolver, and swtich_tol is now passed correctly to solver --- .../tau_hybrid_cpp_solver/HybridModel.cpp | 124 ++++++++++++++---- .../tau_hybrid_cpp_solver/HybridModel.h | 1 + .../tau_hybrid_cpp_solver/TauHybridSolver.cpp | 35 ++--- .../tau_hybrid_cpp_solver/hybrid_template.cpp | 3 +- gillespy2/solvers/cpp/tau_hybrid_c_solver.py | 2 +- gillespy2/solvers/numpy/tau_hybrid_solver.py | 2 +- 6 files changed, 120 insertions(+), 47 deletions(-) diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp index 73b6f92d9..b6527bab3 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp @@ -304,20 +304,29 @@ namespace Gillespy int num_species = species.size(); std::set det_rxns; - for (int rxn_i = 0; rxn_i < reactions.size(); ++rxn_i) + for (int rxn_i = 0; rxn_i < num_reactions; ++rxn_i) { // start with the assumption that reaction is determinstic HybridReaction &rxn = reactions[rxn_i]; rxn.mode = SimulationState::CONTINUOUS; + std::cerr<<"\trxn"<species_change[spec_i] == 0) + //if (rxn.get_base_reaction()->species_change[spec_i] == 0) + //TODO: just because a species has a zero change to a reaction, + // does not mean it is not a dependency. Example: + // A + B -> B + C + // stoichiometry of B is zero, but it is still a dependency + // need to transfer this info to here + if (rxn.get_base_reaction()->reactants_change[spec_i] == 0 && + rxn.get_base_reaction()->products_change[spec_i] == 0) { + std::cerr<<" s"< &reactions, std::vector &species, const std::vector &propensity_values, @@ -350,6 +372,8 @@ namespace Gillespy double tau_step, const TauArgs &tauArgs) { + + // coefficient of variance- key:species id, value: cv std::map cv; // means @@ -376,57 +400,101 @@ namespace Gillespy for (int spec_i = 0; spec_i < species.size(); ++spec_i) { - // Only dynamic species whose mean/SD is requested are to be considered. - if (means.count(spec_i) <= 0) + HybridSpecies &spec = species[spec_i]; + + // Only dynamic species are to be considered. + if (spec.user_mode != SimulationState::DYNAMIC) { continue; } - // Selected species is either a reactant or a product, depending on whether - // dx is positive or negative. - // 0-dx species are not dependencies of this reaction, so dx == 0 is ignored. - int spec_dx = rxn.get_base_reaction()->species_change[spec_i]; - if (spec_dx < 0) + // Selected species is either a reactant or a product, + if(rxn.get_base_reaction()->reactants_change[spec_i] > 0) { // Selected species is a reactant. - means[spec_i] -= (tau_step * propensity_values[rxn_i] * spec_dx); - sd[spec_i] += (tau_step * propensity_values[rxn_i] * std::pow(spec_dx, 2)); - } else if (spec_dx > 0) + means[spec_i] -= (tau_step * propensity_values[rxn_i] * rxn.get_base_reaction()->reactants_change[spec_i]); + sd[spec_i] += (tau_step * propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->reactants_change[spec_i], 2)); + } else if(rxn.get_base_reaction()->products_change[spec_i] > 0) { // Selected species is a product. HybridSpecies &product = species[spec_i]; - means[spec_i] += (tau_step * propensity_values[rxn_i] * spec_dx); - sd[spec_i] += (tau_step * propensity_values[rxn_i] * std::pow(spec_dx, 2)); + means[spec_i] += (tau_step * propensity_values[rxn_i] * rxn.get_base_reaction()->products_change[spec_i]); + sd[spec_i] += (tau_step * propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->products_change[spec_i], 2)); } } } - // calculate coefficient of variation using means and sd for (int spec_i = 0; spec_i < species.size(); ++spec_i) { - if (means.count(spec_i) <= 0) + HybridSpecies &spec = species[spec_i]; + + // Only dynamic species are to be considered. + if (spec.user_mode != SimulationState::DYNAMIC) { continue; } + if (means[spec_i] > 0) + { + cv[spec_i] = (sqrt(sd[spec_i]) / means[spec_i]); + } else + { + cv[spec_i] = 1; + } + } + + // keep a history of the past CV values, and calculate a time-average values + std::map CV_a; + static std::map> cv_history; + static std::map cv_history_sum; + int history_length = 12; + // + if( current_time == 0.0 ){ // reset cv_history at start of trajectory + cv_history.clear(); + cv_history_sum.clear(); + } + + for (int spec_i = 0; spec_i < species.size(); ++spec_i) + { + HybridSpecies &spec = species[spec_i]; + // Only dynamic species are to be considered. + if (spec.user_mode != SimulationState::DYNAMIC){ + continue; + } + if(cv_history.count(spec_i) == 0){ + cv_history[spec_i] = std::queue(); + } + if(cv_history_sum.count(spec_i) == 0){ + cv_history_sum[spec_i] = 0.0; + } + cv_history[spec_i].push(cv[spec_i]); + cv_history_sum[spec_i] += cv[spec_i]; + if(cv_history[spec_i].size() > history_length){ + double removed = cv_history[spec_i].front(); + cv_history[spec_i].pop(); + cv_history_sum[spec_i] -= removed; + } + CV_a[spec_i] = cv_history_sum[spec_i]/cv_history[spec_i].size(); + } + // Select DISCRETE or CONTINOUS mode for each species + for (int spec_i = 0; spec_i < species.size(); ++spec_i) + { HybridSpecies &spec = species[spec_i]; + + // Only dynamic species are to be considered. + if (spec.user_mode != SimulationState::DYNAMIC) + { + continue; + } if (spec.switch_min == 0) { // (default value means switch min not set, use switch tol) - if (means[spec_i] > 0) - { - cv[spec_i] = (sd[spec_i] / means[spec_i]); - } else - { - cv[spec_i] = 1; - } - //std::cerr<<"\t\tspec"< spec.switch_min ? SimulationState::CONTINUOUS : SimulationState::DISCRETE; diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.h b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.h index 50053f770..c3de19763 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.h +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.h @@ -308,6 +308,7 @@ namespace Gillespy std::vector &species); void partition_species( + double current_time, std::vector &reactions, std::vector &species, const std::vector &propensity_values, diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/TauHybridSolver.cpp b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/TauHybridSolver.cpp index 91e4247cd..e26052213 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/TauHybridSolver.cpp +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/TauHybridSolver.cpp @@ -98,13 +98,13 @@ namespace Gillespy if(only_reaction_to_fire == rxn_i){ rxn_state = log(urn.next()); rxn_count = 1; - //std::cerr << " rxn"< 0){ std::poisson_distribution poisson(rxn_state); rxn_count = 1 + poisson(generator); rxn_state = log(urn.next()); - //std::cerr << " rxn"< 0){ @@ -113,6 +113,8 @@ namespace Gillespy } result.reactions[rxn_i] = rxn_state; } + }else{ + std::cerr << " rxn"<current_time, simulation->reaction_state, simulation->species_state, sol.data.propensities, @@ -327,20 +330,20 @@ namespace Gillespy // For now, a "guard" is put in place to prevent potentially infinite loops from occurring. //*********************************************************** - //std::cerr<current_time<<" tau="<species_state[spec_i]; - // if( spec->partition_mode == SimulationState::CONTINUOUS ){ - // std::cerr<<"C "; - // }else if( spec->partition_mode == SimulationState::DISCRETE ){ - // std::cerr<<"D "; - // } - //} - //std::cerr<<"]\n"; + std::cerr<<"t="<current_time<<" tau="<species_state[spec_i]; + if( spec->partition_mode == SimulationState::CONTINUOUS ){ + std::cerr<<"C "; + }else if( spec->partition_mode == SimulationState::DISCRETE ){ + std::cerr<<"D "; + } + } + std::cerr<<"]\n"; //*********************************************************** IntegrationResults result; diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/hybrid_template.cpp b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/hybrid_template.cpp index 3f5b05775..b3fe78d9d 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/hybrid_template.cpp +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/hybrid_template.cpp @@ -32,9 +32,10 @@ namespace Gillespy { void map_species_modes(std::vector &species) { - #define SPECIES_MODE(spec_id, user_min, spec_mode, boundary_mode) \ + #define SPECIES_MODE(spec_id, user_min, user_tol, spec_mode, boundary_mode) \ species[spec_id].user_mode = spec_mode; \ species[spec_id].switch_min = user_min; \ + species[spec_id].switch_tol = user_tol; \ species[spec_id].boundary_condition = boundary_mode; #define CONTINUOUS_MODE SimulationState::CONTINUOUS #define DISCRETE_MODE SimulationState::DISCRETE diff --git a/gillespy2/solvers/cpp/tau_hybrid_c_solver.py b/gillespy2/solvers/cpp/tau_hybrid_c_solver.py index 41eae6c46..619572e0c 100644 --- a/gillespy2/solvers/cpp/tau_hybrid_c_solver.py +++ b/gillespy2/solvers/cpp/tau_hybrid_c_solver.py @@ -74,7 +74,7 @@ def __create_options(cls, sanitized_model: "SanitizedModel") -> "SanitizedModel" # Explicit cast to bool for safety, in case boundary_condition is given weird values boundary_keyword = boundary_condition_types[int(bool(species.boundary_condition))] # Example: SPECIES_MODE(2, 10, CONTINUOUS_MODE, BOUNDARY) - entry = f"SPECIES_MODE({spec_id},{species.switch_min},{mode_keyword},{boundary_keyword})" + entry = f"SPECIES_MODE({spec_id},{species.switch_min},{species.switch_tol},{mode_keyword},{boundary_keyword})" species_mode_list.append(entry) # EVENT(event_id, {targets}, trigger, delay, priority, use_trigger, use_persist) diff --git a/gillespy2/solvers/numpy/tau_hybrid_solver.py b/gillespy2/solvers/numpy/tau_hybrid_solver.py index f4f8dc85b..5cb426479 100644 --- a/gillespy2/solvers/numpy/tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/tau_hybrid_solver.py @@ -257,7 +257,7 @@ def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, cv_history[species].pop(0) #remove the first item CV_a[species] = sum(cv_history[species])/len(cv_history[species]) - # Get coefficient of variance for each dynamic species + # Select DISCRETE or CONTINOUS mode for each species for species in mn: sref = self.model.listOfSpecies[species] if sref.switch_min == 0: From 59e0c61b2227db0c65f2a4ab1b9184af46a0e3bc Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Tue, 26 Jul 2022 15:28:05 -0700 Subject: [PATCH 05/17] for switch_tol=0.005, the C and python solvers differ --- .../Hybrid_Switching_Tests.ipynb | 5015 +---------------- 1 file changed, 144 insertions(+), 4871 deletions(-) diff --git a/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb b/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb index 56601fa93..55ce3c91e 100644 --- a/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb +++ b/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -130,7 +130,7 @@ " # Set Model Timespan\n", " model.timespan(tspan)\n", " for k,v in model.listOfSpecies.items():\n", - " print(f\"\\t{k} {v.switch_tol}\")\n", + " print(f\"\\t{k} tol={v.switch_tol}\")\n", " return model" ] }, @@ -185,4788 +185,41 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 107, "metadata": {}, - "outputs": [], - "source": [ - "model_cv = create_automatic_switch_example(tol=0.005)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "scrolled": false - }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 19 s, sys: 150 ms, total: 19.2 s\n", - "Wall time: 19.2 s\n" + "\tA tol=0.005\n", + "\tB tol=0.005\n", + "\tC tol=0.005\n" ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model_cv_default = create_automatic_switch_example()\n", - "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", - "resultsP_cv_default.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tA 0.001\n", - "\tB 0.001\n", - "\tC 0.001\n", - "CPU times: user 18.5 s, sys: 67.6 ms, total: 18.5 s\n", - "Wall time: 18.5 s\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model_cv_default = create_automatic_switch_example(tol=0.001)\n", - "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", - "resultsP_cv_default.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tA 0.0025\n", - "\tB 0.0025\n", - "\tC 0.0025\n", - "CPU times: user 20.1 s, sys: 87.8 ms, total: 20.1 s\n", - "Wall time: 20.1 s\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model_cv_default = create_automatic_switch_example(tol=0.0025)\n", - "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", - "resultsP_cv_default.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tA 0.004\n", - "\tB 0.004\n", - "\tC 0.004\n", - "CPU times: user 20.9 s, sys: 140 ms, total: 21.1 s\n", - "Wall time: 21.1 s\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "model_cv_default = create_automatic_switch_example(tol=0.004)\n", - "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", - "resultsP_cv_default.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tA 0.006\n", - "\tB 0.006\n", - "\tC 0.006\n", - "CPU times: user 22.6 s, sys: 252 ms, total: 22.9 s\n", - "Wall time: 22.9 s\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "model_cv_default = create_automatic_switch_example(tol=0.006)\n", - "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", - "resultsP_cv_default.plot()" + "model_cv = create_automatic_switch_example(tol=0.005)" ] }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, + "execution_count": 108, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\tA 0.0075\n", - "\tB 0.0075\n", - "\tC 0.0075\n", - "CPU times: user 19 s, sys: 228 ms, total: 19.3 s\n", - "Wall time: 19.3 s\n" + "CPU times: user 20.9 s, sys: 138 ms, total: 21 s\n", + "Wall time: 21 s\n" ] }, { "data": { - "image/png": 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" ] @@ -4976,30 +229,29 @@ } ], "source": [ - "model_cv_default = create_automatic_switch_example(tol=0.0075)\n", - "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", - "resultsP_cv_default.plot()" + "%time resultsP_cv = model_cv.run(solver=gillespy2.TauHybridSolver)\n", + "resultsP_cv.plot()" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, + "execution_count": 109, + "metadata": { + "scrolled": false + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\tA 0.01\n", - "\tB 0.01\n", - "\tC 0.01\n", - "CPU times: user 17.4 s, sys: 204 ms, total: 17.6 s\n", - "Wall time: 17.6 s\n" + "/tmp/gillespy2_build__lk1f9rc/GillesPy2_Simulation.out --trajectories 1 --timesteps 601 --tau_tol 0.03 --end 600.0 --interval 601\n", + "CPU times: user 20.8 ms, sys: 8.16 ms, total: 29 ms\n", + "Wall time: 3.9 s\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -5009,15 +261,18 @@ } ], "source": [ - "model_cv_default = create_automatic_switch_example(tol=0.01)\n", - "%time resultsP_cv_default = model_cv_default.run(solver=gillespy2.TauHybridSolver)\n", - "resultsP_cv_default.plot()" + "#%time resultsC_cv = model_cv.run(solver=gillespy2.TauHybridCSolver)\n", + "solver_cv=gillespy2.TauHybridCSolver(model=model_cv)\n", + "%time resultsC_cv = solver_cv.run()\n", + "resultsC_cv.plot()" ] }, { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "scrolled": false + }, "outputs": [], "source": [] }, @@ -5026,30 +281,12 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "#%time resultsC_cv = model_cv.run(solver=gillespy2.TauHybridCSolver)\n", - "solver_cv=gillespy2.TauHybridCSolver(model=model_cv)\n", - "%time resultsC_cv = solver_cv.run() \n", - "resultsC_cv.plot()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "resultsC_cv.plotplotly()" - ] + "source": [] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [] }, @@ -5095,11 +332,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "metadata": { "scrolled": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/tmp/gillespy2_build_xhqj3d6k/GillesPy2_Simulation.out --trajectories 1 --timesteps 601 --tau_tol 0.03 --end 600.0 --interval 601\n", + "CPU times: user 26.5 ms, sys: 4.32 ms, total: 30.8 ms\n", + "Wall time: 4.06 s\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#%time resultsC_min = model_min.run(solver=gillespy2.TauHybridCSolver)\n", "solver=gillespy2.TauHybridCSolver(model=model_min)\n", @@ -5200,125 +457,141 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ - "raise Exception('stop')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "## OLD -- Run the Simulations\n", - "***\n", - "The hybrid switching condition is based on a coefficient of variance for each species. The error threshold for this condition can be user modified by instantiating the solver, and calling the run function from it, rather than the solver. \n", - " \n", - "The default value is `0.03` and is a threshold to the coefficient of variance for each species at the selected forward step (t + tau)." + "import numpy" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "%time tau_hybrid_results = model.run(algorithm=\"Tau-Hybrid\")" - ] - }, - { - "cell_type": "markdown", + "execution_count": 49, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "38.72983346207417" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "Additionally, the `tau_tol` can be modified to result in extremely fast simulations." + "1500 / numpy.sqrt(1500)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "38.72983346207417" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "%time results2 = model.run(algorithm=\"Tau-Hybrid\", tau_tol=0.04)" + "numpy.sqrt(1500)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ - "%time results3 = model.run()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "***\n", - "## Visualizations\n", - "***" + "xvals = numpy.linspace(1,1501,501)\n", + "#print(xvals)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ - "tau_hybrid_results.plot()" + "yvals = xvals / numpy.sqrt(xvals)\n", + "#print(yvals)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": false - }, - "outputs": [], + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "results2.plot()" + "plt.plot(xvals,yvals)\n", + "plt.plot(xvals,numpy.sqrt(xvals))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "plt.figure(figsize=(15, 10))\n", - "plt.title('Comparison of Hybrid Switching Results default vs higher tau + hybrid tolerance')\n", - "for species in results2[0]:\n", - " if species == 'time': continue\n", - " plt.plot(results2[0]['time'], results2[0][species], label='High tol-{0}'.format(species))\n", - "for species in tau_hybrid_results[0]:\n", - " if species == 'time': continue\n", - " plt.plot(tau_hybrid_results[0]['time'], tau_hybrid_results[0][species], label='Default tol-{0}'.format(species))\n", - " plt.legend(loc='best')" + "dydxg = numpy.gradient(yvals,xvals)\n", + "plt.plot(xvals,dydxg)" ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], - "source": [ - "plt.figure(figsize=(15, 10))\n", - "plt.title('Comparison of Hybrid Switching Results SSA vs higher tau + hybrid tolerance')\n", - "for species in results2[0]:\n", - " if species == 'time': continue\n", - " plt.plot(results2[0]['time'], results2[0][species], label='High tol-{0}'.format(species))\n", - "for species in results3[0]:\n", - " if species == 'time': continue\n", - " plt.plot(results3[0]['time'], results3[0][species], label='SSA-{0}'.format(species))\n", - " plt.legend(loc='best')" - ] + "source": [] } ], "metadata": { From 9b5c1355a964727e0e360e15e30a32db2b7d0943 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Tue, 26 Jul 2022 17:46:48 -0700 Subject: [PATCH 06/17] removing the tau step size from hybrid switching calculation --- .../tau_hybrid_cpp_solver/HybridModel.cpp | 21 +++++++++---------- gillespy2/solvers/numpy/tau_hybrid_solver.py | 14 +++++++------ 2 files changed, 18 insertions(+), 17 deletions(-) diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp index b6527bab3..320b94ef6 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp @@ -375,7 +375,7 @@ namespace Gillespy // coefficient of variance- key:species id, value: cv - std::map cv; + std::map CV; // means std::map means; // standard deviation @@ -411,14 +411,14 @@ namespace Gillespy if(rxn.get_base_reaction()->reactants_change[spec_i] > 0) { // Selected species is a reactant. - means[spec_i] -= (tau_step * propensity_values[rxn_i] * rxn.get_base_reaction()->reactants_change[spec_i]); - sd[spec_i] += (tau_step * propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->reactants_change[spec_i], 2)); + means[spec_i] -= (propensity_values[rxn_i] * rxn.get_base_reaction()->reactants_change[spec_i]); + sd[spec_i] += (propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->reactants_change[spec_i], 2)); } else if(rxn.get_base_reaction()->products_change[spec_i] > 0) { // Selected species is a product. HybridSpecies &product = species[spec_i]; - means[spec_i] += (tau_step * propensity_values[rxn_i] * rxn.get_base_reaction()->products_change[spec_i]); - sd[spec_i] += (tau_step * propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->products_change[spec_i], 2)); + means[spec_i] += (propensity_values[rxn_i] * rxn.get_base_reaction()->products_change[spec_i]); + sd[spec_i] += (propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->products_change[spec_i], 2)); } } } @@ -434,10 +434,10 @@ namespace Gillespy } if (means[spec_i] > 0) { - cv[spec_i] = (sqrt(sd[spec_i]) / means[spec_i]); + CV[spec_i] = (sqrt(sd[spec_i]) / means[spec_i]); } else { - cv[spec_i] = 1; + CV[spec_i] = 1; } } @@ -466,8 +466,8 @@ namespace Gillespy if(cv_history_sum.count(spec_i) == 0){ cv_history_sum[spec_i] = 0.0; } - cv_history[spec_i].push(cv[spec_i]); - cv_history_sum[spec_i] += cv[spec_i]; + cv_history[spec_i].push(CV[spec_i]); + cv_history_sum[spec_i] += CV[spec_i]; if(cv_history[spec_i].size() > history_length){ double removed = cv_history[spec_i].front(); cv_history[spec_i].pop(); @@ -489,8 +489,7 @@ namespace Gillespy if (spec.switch_min == 0) { // (default value means switch min not set, use switch tol) - std::cerr<<"\t\tspec"< sref.switch_min From 2db2140d863481aa01fafc8709218927d6e8b771 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Wed, 27 Jul 2022 11:34:38 -0700 Subject: [PATCH 07/17] going back to CV_a --- .../solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp index 320b94ef6..e0a8c614a 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp @@ -489,7 +489,7 @@ namespace Gillespy if (spec.switch_min == 0) { // (default value means switch min not set, use switch tol) - spec.partition_mode = CV[spec_i] < spec.switch_tol + spec.partition_mode = CV_a[spec_i] < spec.switch_tol ? SimulationState::CONTINUOUS : SimulationState::DISCRETE; } else { From 1d18841e675fe0dc7c034907b8e3324e39239431 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Thu, 28 Jul 2022 13:14:00 -0700 Subject: [PATCH 08/17] Fixed bugs in Tau-Hybrid solvers --- .../Hybrid_Switching_Tests.ipynb | 306 ++---------------- gillespy2/core/species.py | 2 +- .../tau_hybrid_cpp_solver/HybridModel.cpp | 112 ++++--- .../tau_hybrid_cpp_solver/TauHybridSolver.cpp | 38 +-- gillespy2/solvers/numpy/tau_hybrid_solver.py | 28 +- 5 files changed, 110 insertions(+), 376 deletions(-) diff --git a/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb b/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb index 55ce3c91e..f963e0db8 100644 --- a/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb +++ b/examples/Advanced_Features/Hybrid_Switching_Tests.ipynb @@ -87,7 +87,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -185,26 +185,7 @@ }, { "cell_type": "code", - "execution_count": 107, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\tA tol=0.005\n", - "\tB tol=0.005\n", - "\tC tol=0.005\n" - ] - } - ], - "source": [ - "model_cv = create_automatic_switch_example(tol=0.005)" - ] - }, - { - "cell_type": "code", - "execution_count": 108, + "execution_count": 8, "metadata": { "scrolled": false }, @@ -213,13 +194,16 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 20.9 s, sys: 138 ms, total: 21 s\n", - "Wall time: 21 s\n" + "\tA tol=0.04\n", + "\tB tol=0.04\n", + "\tC tol=0.04\n", + "CPU times: user 23.3 s, sys: 164 ms, total: 23.4 s\n", + "Wall time: 23.4 s\n" ] }, { "data": { - "image/png": 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" ] @@ -229,13 +213,14 @@ } ], "source": [ + "model_cv = create_automatic_switch_example(tol=0.04)\n", "%time resultsP_cv = model_cv.run(solver=gillespy2.TauHybridSolver)\n", "resultsP_cv.plot()" ] }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 9, "metadata": { "scrolled": false }, @@ -244,14 +229,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "/tmp/gillespy2_build__lk1f9rc/GillesPy2_Simulation.out --trajectories 1 --timesteps 601 --tau_tol 0.03 --end 600.0 --interval 601\n", - "CPU times: user 20.8 ms, sys: 8.16 ms, total: 29 ms\n", - "Wall time: 3.9 s\n" + "CPU times: user 10.7 ms, sys: 12 ms, total: 22.7 ms\n", + "Wall time: 13.7 s\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -261,21 +245,12 @@ } ], "source": [ - "#%time resultsC_cv = model_cv.run(solver=gillespy2.TauHybridCSolver)\n", - "solver_cv=gillespy2.TauHybridCSolver(model=model_cv)\n", - "%time resultsC_cv = solver_cv.run()\n", + "%time resultsC_cv = model_cv.run(solver=gillespy2.TauHybridCSolver)\n", + "#solver_cv=gillespy2.TauHybridCSolver(model=model_cv)\n", + "#%time resultsC_cv = solver_cv.run()\n", "resultsC_cv.plot()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, @@ -292,7 +267,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -301,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 11, "metadata": { "scrolled": false }, @@ -310,13 +285,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 19.2 s, sys: 116 ms, total: 19.3 s\n", - "Wall time: 19.3 s\n" + "CPU times: user 23.8 s, sys: 208 ms, total: 24 s\n", + "Wall time: 24 s\n" ] }, { "data": { - "image/png": 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" ] @@ -332,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 12, "metadata": { "scrolled": false }, @@ -341,14 +316,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "/tmp/gillespy2_build_xhqj3d6k/GillesPy2_Simulation.out --trajectories 1 --timesteps 601 --tau_tol 0.03 --end 600.0 --interval 601\n", - "CPU times: user 26.5 ms, sys: 4.32 ms, total: 30.8 ms\n", - "Wall time: 4.06 s\n" + "CPU times: user 13.2 ms, sys: 12.1 ms, total: 25.3 ms\n", + "Wall time: 13.7 s\n" ] }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -358,234 +332,12 @@ } ], "source": [ - "#%time resultsC_min = model_min.run(solver=gillespy2.TauHybridCSolver)\n", - "solver=gillespy2.TauHybridCSolver(model=model_min)\n", - "%time resultsC_min = solver.run() \n", + "%time resultsC_min = model_min.run(solver=gillespy2.TauHybridCSolver)\n", + "#solver=gillespy2.TauHybridCSolver(model=model_min)\n", + "#%time resultsC_min = solver.run() \n", "resultsC_min.plot()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "38.72983346207417" - ] - }, - "execution_count": 49, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "1500 / numpy.sqrt(1500)" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "38.72983346207417" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "numpy.sqrt(1500)" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "xvals = numpy.linspace(1,1501,501)\n", - "#print(xvals)" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [], - "source": [ - "yvals = xvals / numpy.sqrt(xvals)\n", - "#print(yvals)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.plot(xvals,yvals)\n", - "plt.plot(xvals,numpy.sqrt(xvals))" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dydxg = numpy.gradient(yvals,xvals)\n", - "plt.plot(xvals,dydxg)" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/gillespy2/core/species.py b/gillespy2/core/species.py index a6057bbbc..37f12c6ae 100644 --- a/gillespy2/core/species.py +++ b/gillespy2/core/species.py @@ -62,7 +62,7 @@ class Species(SortableObject, Jsonify): """ def __init__(self, name=None, initial_value=0, constant=False, boundary_condition=False, mode=None, - allow_negative_populations=False, switch_min=0, switch_tol=0.005): + allow_negative_populations=False, switch_min=0, switch_tol=0.03): # A species has a name (string) and an initial value (positive integer) self.name = name self.constant = constant diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp index e0a8c614a..b5ebabe23 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp @@ -310,52 +310,40 @@ namespace Gillespy HybridReaction &rxn = reactions[rxn_i]; rxn.mode = SimulationState::CONTINUOUS; - std::cerr<<"\trxn"<species_change[spec_i] == 0) - //TODO: just because a species has a zero change to a reaction, - // does not mean it is not a dependency. Example: - // A + B -> B + C - // stoichiometry of B is zero, but it is still a dependency - // need to transfer this info to here if (rxn.get_base_reaction()->reactants_change[spec_i] == 0 && - rxn.get_base_reaction()->products_change[spec_i] == 0) - { - std::cerr<<" s"<products_change[spec_i] == 0) { + //std::cerr<<" s"< sd; // Initialize means and sd's - for (int spec_i = 0; spec_i < species.size(); ++spec_i) - { + for (int spec_i = 0; spec_i < species.size(); ++spec_i) { HybridSpecies &spec = species[spec_i]; - if (spec.user_mode == SimulationState::DYNAMIC) - { + if (spec.user_mode == SimulationState::DYNAMIC) { means.insert({spec_i, curr_state[spec_i]}); + //if(spec_i==1){ + // std::cerr<<"\tspec"<reactants_change[spec_i]<<"]"; + // std::cerr<<" sd += "<<(propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->reactants_change[spec_i], 2)); + // std::cerr<<" ["<reactants_change[spec_i], 2)<<"]"; + //} + } + if(rxn.get_base_reaction()->products_change[spec_i] > 0) { // Selected species is a product. HybridSpecies &product = species[spec_i]; means[spec_i] += (propensity_values[rxn_i] * rxn.get_base_reaction()->products_change[spec_i]); sd[spec_i] += (propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->products_change[spec_i], 2)); + //if(spec_i==1){ + // std::cerr<<"[rxn"<products_change[spec_i]<<"]"; + // std::cerr<<" sd += "<<(propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->products_change[spec_i], 2)); + // std::cerr<<" ["<products_change[spec_i], 2)<<"]"; + //} } } } + //std::cerr<<"\n"; // calculate coefficient of variation using means and sd - for (int spec_i = 0; spec_i < species.size(); ++spec_i) - { + for (int spec_i = 0; spec_i < species.size(); ++spec_i) { HybridSpecies &spec = species[spec_i]; - // Only dynamic species are to be considered. - if (spec.user_mode != SimulationState::DYNAMIC) - { + if (spec.user_mode != SimulationState::DYNAMIC) { continue; } - if (means[spec_i] > 0) - { + if (means[spec_i] > 0 && sd[spec_i] > 0) { CV[spec_i] = (sqrt(sd[spec_i]) / means[spec_i]); - } else - { + } else { CV[spec_i] = 1; } } @@ -477,27 +470,30 @@ namespace Gillespy } // Select DISCRETE or CONTINOUS mode for each species - for (int spec_i = 0; spec_i < species.size(); ++spec_i) - { + for (int spec_i = 0; spec_i < species.size(); ++spec_i) { HybridSpecies &spec = species[spec_i]; // Only dynamic species are to be considered. - if (spec.user_mode != SimulationState::DYNAMIC) - { + if (spec.user_mode != SimulationState::DYNAMIC) { continue; } - if (spec.switch_min == 0) - { + unsigned int prev_partition = spec.partition_mode; + if (spec.switch_min == 0) { // (default value means switch min not set, use switch tol) + //std::cerr<<"\t\tspec"< 0){ std::poisson_distribution poisson(rxn_state); rxn_count = 1 + poisson(generator); rxn_state = log(urn.next()); - std::cerr << " rxn"< 0){ @@ -113,8 +113,8 @@ namespace Gillespy } result.reactions[rxn_i] = rxn_state; } - }else{ - std::cerr << " rxn"<species_state[spec_i]; - if( spec->partition_mode == SimulationState::CONTINUOUS ){ - std::cerr<<"C "; - }else if( spec->partition_mode == SimulationState::DISCRETE ){ - std::cerr<<"D "; - } - } - std::cerr<<"]\n"; + //std::cerr<<"t="<current_time<<" tau="<species_state[spec_i]; + // if( spec->partition_mode == SimulationState::CONTINUOUS ){ + // std::cerr<<"C "; + // }else if( spec->partition_mode == SimulationState::DISCRETE ){ + // std::cerr<<"D "; + // } + //} + //std::cerr<<"]\n"; //*********************************************************** IntegrationResults result; @@ -391,7 +391,7 @@ namespace Gillespy //std::cerr<<"\n"; } if(rxn_selected == -1){ - std::cerr << "Negative State detected in step, and no reaction found to fire.\n"; + //std::cerr << "Negative State detected in step, and no reaction found to fire.\n"; simulation->set_status(HybridSimulation::NEGATIVE_STATE_NO_SSA_REACTION); return; } diff --git a/gillespy2/solvers/numpy/tau_hybrid_solver.py b/gillespy2/solvers/numpy/tau_hybrid_solver.py index 379bed5ef..a7a0a9fa1 100644 --- a/gillespy2/solvers/numpy/tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/tau_hybrid_solver.py @@ -111,22 +111,11 @@ def __toggle_reactions(self, all_compiled, deterministic_reactions, dependencies # Check if this reaction set is already compiled and in use: if deterministic_reactions in rr_sets.keys(): - #print(f"\treturn rr_sets[{deterministic_reactions}]=[") - #for k,v in rr_sets[deterministic_reactions].items(): - # print(f"{k}={v}, ",end='') - #print("]") return rr_sets[deterministic_reactions] else: # Otherwise, this is a new determinstic reaction set that must be compiled tmp = self.__create_diff_eqs(deterministic_reactions, dependencies, rr_sets, rate_rules) - #print(f"\tdeterministic_reactions={deterministic_reactions}") - #print(f"\tdependencies={dependencies}") - #print(f"\trr_sets={rr_sets}") - #print(f"\treturn __create_diff_eqs()=", end='') - #for k,v in tmp.items(): - # print(f"{k}={v}, ",end='') - #print() return tmp def __create_diff_eqs(self, comb, dependencies, rr_sets, rate_rules): @@ -204,7 +193,6 @@ def __flag_det_reactions(self, det_spec, det_rxn, dependencies): if det_rxn[rxn]: deterministic_reactions.add(rxn) deterministic_reactions = frozenset(deterministic_reactions) - #print(f"\t__flag_det_reactions() deterministic_reactions={deterministic_reactions}") return deterministic_reactions def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, det_spec, cv_history={}): @@ -233,16 +221,16 @@ def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, for reactant in rxn.reactants: if reactant.mode == 'dynamic': mn[reactant.name] -= (propensities[r] * rxn.reactants[reactant]) - sd[reactant.name] += (propensities[r] * rxn.reactants[reactant] ** 2) + sd[reactant.name] += (propensities[r] * (rxn.reactants[reactant] ** 2)) for product in rxn.products: if product.mode == 'dynamic': mn[product.name] += (propensities[r] * rxn.products[product]) - sd[product.name] += (propensities[r] * rxn.products[product] ** 2) + sd[product.name] += (propensities[r] * (rxn.products[product] ** 2)) # Calcuate the derivative based CV for species,value in self.model.listOfSpecies.items(): if value.mode == 'dynamic': - if mn[species] > 0: - CV[species] = np.sqrt(sd[species]) / mn[species] + if mn[species] > 0 and sd[species] > 0: + CV[species] = math.sqrt(sd[species]) / mn[species] else: CV[species] = 1 # value chosen to guarantee species will be discrete @@ -257,14 +245,13 @@ def __calculate_statistics(self, curr_time, propensities, curr_state, tau_step, cv_history[species].pop(0) #remove the first item CV_a[species] = sum(cv_history[species])/len(cv_history[species]) - - - # Get coefficient of variance for each dynamic species + # Select DISCRETE or CONTINOUS mode for each species for species in mn: + prev_det = det_spec[species] sref = self.model.listOfSpecies[species] if sref.switch_min == 0: # Set species to deterministic if CV is less than threshhold - det_spec[species] = CV[species] < sref.switch_tol + det_spec[species] = CV_a[species] < sref.switch_tol else: det_spec[species] = mn[species] > sref.switch_min @@ -1238,7 +1225,6 @@ def __run(self, curr_state, curr_time, timeline, trajectory_base, initial_state, if not pure_stochastic and not pure_ode: mn, sd, CV = self.__calculate_statistics(curr_time[0], propensities, curr_state[0], tau_step, det_spec) - # Calculate sd and CV for hybrid switching and flag deterministic reactions if pure_stochastic: deterministic_reactions = frozenset() # Empty if non-det From f73678c8909401e9be48812792e4e94f517aba0e Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Fri, 29 Jul 2022 16:24:13 -0700 Subject: [PATCH 09/17] recucing test runtimr --- test/run_integration_tests.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/test/run_integration_tests.py b/test/run_integration_tests.py index 93a4a2a49..7850f8dcf 100644 --- a/test/run_integration_tests.py +++ b/test/run_integration_tests.py @@ -48,7 +48,7 @@ import test_tau_hybrid_c_solver import test_SBML import test_StochML - import test_example_models + #import test_example_models import test_all_solvers import test_sys_init import test_results @@ -76,7 +76,7 @@ test_pause_resume, test_SBML, test_StochML, - test_example_models, + #test_example_models, test_all_solvers, test_sys_init, test_results, From 7467d5e4dc33c8450d8708c2826db114fdf7b187 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Mon, 1 Aug 2022 09:09:40 -0700 Subject: [PATCH 10/17] checking tests --- test/run_integration_tests.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/test/run_integration_tests.py b/test/run_integration_tests.py index 7850f8dcf..74f22352b 100644 --- a/test/run_integration_tests.py +++ b/test/run_integration_tests.py @@ -49,7 +49,7 @@ import test_SBML import test_StochML #import test_example_models - import test_all_solvers + #import test_all_solvers import test_sys_init import test_results import test_propensity_parser @@ -77,7 +77,7 @@ test_SBML, test_StochML, #test_example_models, - test_all_solvers, + #test_all_solvers, test_sys_init, test_results, test_propensity_parser, From 90c8f72e51e199d24a9daa4f29192c36d150e488 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Mon, 1 Aug 2022 11:15:47 -0700 Subject: [PATCH 11/17] fixed bug in dependency graph --- gillespy2/solvers/cpp/c_base/model.cpp | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/gillespy2/solvers/cpp/c_base/model.cpp b/gillespy2/solvers/cpp/c_base/model.cpp index d5ddc2a65..76d562218 100644 --- a/gillespy2/solvers/cpp/c_base/model.cpp +++ b/gillespy2/solvers/cpp/c_base/model.cpp @@ -70,7 +70,11 @@ namespace Gillespy { for (unsigned int r1 = 0; r1 < number_reactions; r1++) { for (unsigned int r2 = 0; r2 < number_reactions; r2++) { for (unsigned int s = 0; s < number_species; s++) { - if( reactions[r1].products_change[s] > 0 && + if( r1 == r2 ){ + if ( reactions[r2].reactants_change[s] > 0 ){ + reactions[r1].affected_reactions.push_back(r2); + } + }else if( reactions[r1].products_change[s] > 0 && reactions[r2].reactants_change[s] > 0 ){ reactions[r1].affected_reactions.push_back(r2); } From c94ccdc70e0fe0a44395a50a9e323c28b8f1b26f Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Mon, 1 Aug 2022 12:12:09 -0700 Subject: [PATCH 12/17] re-enabling all integration tests --- test/run_integration_tests.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/test/run_integration_tests.py b/test/run_integration_tests.py index 74f22352b..93a4a2a49 100644 --- a/test/run_integration_tests.py +++ b/test/run_integration_tests.py @@ -48,8 +48,8 @@ import test_tau_hybrid_c_solver import test_SBML import test_StochML - #import test_example_models - #import test_all_solvers + import test_example_models + import test_all_solvers import test_sys_init import test_results import test_propensity_parser @@ -76,8 +76,8 @@ test_pause_resume, test_SBML, test_StochML, - #test_example_models, - #test_all_solvers, + test_example_models, + test_all_solvers, test_sys_init, test_results, test_propensity_parser, From 383af1f181149df930fae699a7186e1a7ec4cdeb Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Tue, 2 Aug 2022 10:58:16 -0700 Subject: [PATCH 13/17] removing commented code --- .../tau_hybrid_cpp_solver/HybridModel.cpp | 35 ------------ .../tau_hybrid_cpp_solver/TauHybridSolver.cpp | 55 ------------------- 2 files changed, 90 deletions(-) diff --git a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp index b5ebabe23..4eb3bd9fe 100644 --- a/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp +++ b/gillespy2/solvers/cpp/c_base/tau_hybrid_cpp_solver/HybridModel.cpp @@ -310,14 +310,11 @@ namespace Gillespy HybridReaction &rxn = reactions[rxn_i]; rxn.mode = SimulationState::CONTINUOUS; - //std::cerr<<"\trxn"<reactants_change[spec_i]<<"]"; - // std::cerr<<" sd += "<<(propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->reactants_change[spec_i], 2)); - // std::cerr<<" ["<reactants_change[spec_i], 2)<<"]"; - //} } if(rxn.get_base_reaction()->products_change[spec_i] > 0) { // Selected species is a product. HybridSpecies &product = species[spec_i]; means[spec_i] += (propensity_values[rxn_i] * rxn.get_base_reaction()->products_change[spec_i]); sd[spec_i] += (propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->products_change[spec_i], 2)); - //if(spec_i==1){ - // std::cerr<<"[rxn"<products_change[spec_i]<<"]"; - // std::cerr<<" sd += "<<(propensity_values[rxn_i] * std::pow(rxn.get_base_reaction()->products_change[spec_i], 2)); - // std::cerr<<" ["<products_change[spec_i], 2)<<"]"; - //} } } } - //std::cerr<<"\n"; // calculate coefficient of variation using means and sd for (int spec_i = 0; spec_i < species.size(); ++spec_i) { HybridSpecies &spec = species[spec_i]; @@ -480,20 +451,14 @@ namespace Gillespy unsigned int prev_partition = spec.partition_mode; if (spec.switch_min == 0) { // (default value means switch min not set, use switch tol) - //std::cerr<<"\t\tspec"< 0){ std::poisson_distribution poisson(rxn_state); rxn_count = 1 + poisson(generator); rxn_state = log(urn.next()); - //std::cerr << " rxn"< 0){ @@ -113,8 +104,6 @@ namespace Gillespy } result.reactions[rxn_i] = rxn_state; } - //}else{ - // std::cerr << " rxn"<species_state[spec_i]; - // if( spec->partition_mode == SimulationState::CONTINUOUS ){ - // std::cerr<<"C "; - // }else if( spec->partition_mode == SimulationState::DISCRETE ){ - // std::cerr<<"D "; - // } - //} - //std::cerr<<"]\n"; - //*********************************************************** - IntegrationResults result; if(!TauHybrid::TakeIntegrationStep(sol, result, next_time, population_changes, current_state, rxn_roots, event_roots, simulation, urn, -1)){ @@ -372,34 +343,22 @@ namespace Gillespy HybridReaction &rxn = simulation->reaction_state[rxn_k]; double propensity_value = rxn.ssa_propensity(current_state.data()); double floored_propensity_value = rxn.ssa_propensity(floored_current_state); - //************************************************************* - //std::cerr<<"\t\trxn"<set_status(HybridSimulation::NEGATIVE_STATE_NO_SSA_REACTION); return; } // if min_tau < 1e-10, we can't take an ODE step that small. if( min_tau < 1e-10 ){ - //*********************************** - //std::cerr<<"\t firing rxn"<current_time + min_tau; //*********************************** - //std::cerr<<"\t firing rxn"<set_status(HybridSimulation::INVALID_AFTER_SSA); return; } From 886f2cf502c17d75e7edb2b9c919af661f742910 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Wed, 3 Aug 2022 14:49:16 -0700 Subject: [PATCH 14/17] addressing review comments --- gillespy2/solvers/cpp/build/build_engine.py | 4 ++-- gillespy2/solvers/cpp/build/template_gen.py | 6 ++---- gillespy2/solvers/cpp/c_base/model.cpp | 6 +----- 3 files changed, 5 insertions(+), 11 deletions(-) diff --git a/gillespy2/solvers/cpp/build/build_engine.py b/gillespy2/solvers/cpp/build/build_engine.py index 07dac6ce2..ae60efddc 100644 --- a/gillespy2/solvers/cpp/build/build_engine.py +++ b/gillespy2/solvers/cpp/build/build_engine.py @@ -115,8 +115,8 @@ def prepare(self, model: "Union[Model, template_gen.SanitizedModel]", variable=F # If a raw GillesPy2 model was provided, convert it to a sanitized model. if isinstance(model, gillespy2.Model): model = template_gen.SanitizedModel(model, variable=variable) - elif not hasattr(model,'get_template'): - raise TypeError(f"Build engine expected gillespy2.Model or SanitizedModel type: received {type(model)}") + elif not isinstance(model, template_gen.SanitizedModel) and type(model).__name__ == "SanitizedModel": + raise TypeError(f"Build engine expected gillespy2.Model or SanitizedModel type: received {type(model)} , __name__={type(model).__name__}") # Build the template and write it to the temp directory and remove the sample template_definitions header. template_file = self.template_dir.joinpath(self.template_definitions_name) diff --git a/gillespy2/solvers/cpp/build/template_gen.py b/gillespy2/solvers/cpp/build/template_gen.py index c727886e1..f9f9b9618 100644 --- a/gillespy2/solvers/cpp/build/template_gen.py +++ b/gillespy2/solvers/cpp/build/template_gen.py @@ -127,14 +127,12 @@ def use_reaction(self, reaction: "Reaction") -> "SanitizedModel": self.reaction_reactants[reaction.name] = {spec: int(0) for spec in self.species_names.values()} self.reaction_products[reaction.name] = {spec: int(0) for spec in self.species_names.values()} for reactant, stoich_value in reaction.reactants.items(): - if hasattr(reactant,'name'): - reactant = self.species_names[reactant.name] + reactant = self.species_names[reactant.name] self.reactions[reaction.name][reactant] -= int(stoich_value) self.reaction_reactants[reaction.name][reactant] = int(stoich_value) for product, stoich_value in reaction.products.items(): - if hasattr(product,'name'): - product = self.species_names[product.name] + product = self.species_names[product.name] self.reactions[reaction.name][product] += int(stoich_value) self.reaction_products[reaction.name][product] = int(stoich_value) diff --git a/gillespy2/solvers/cpp/c_base/model.cpp b/gillespy2/solvers/cpp/c_base/model.cpp index 76d562218..675a5ed33 100644 --- a/gillespy2/solvers/cpp/c_base/model.cpp +++ b/gillespy2/solvers/cpp/c_base/model.cpp @@ -70,11 +70,7 @@ namespace Gillespy { for (unsigned int r1 = 0; r1 < number_reactions; r1++) { for (unsigned int r2 = 0; r2 < number_reactions; r2++) { for (unsigned int s = 0; s < number_species; s++) { - if( r1 == r2 ){ - if ( reactions[r2].reactants_change[s] > 0 ){ - reactions[r1].affected_reactions.push_back(r2); - } - }else if( reactions[r1].products_change[s] > 0 && + if(reactions[r1].species_change[s] != 0 && reactions[r2].reactants_change[s] > 0 ){ reactions[r1].affected_reactions.push_back(r2); } From 38fa0b4e416e8d1a6d7cbd8dfebafe85eb4685b0 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Fri, 5 Aug 2022 14:32:18 -0700 Subject: [PATCH 15/17] Adding 'profile_reactions' to tau-hybrid solver for easy visualization of algorithm --- gillespy2/solvers/numpy/tau_hybrid_solver.py | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/gillespy2/solvers/numpy/tau_hybrid_solver.py b/gillespy2/solvers/numpy/tau_hybrid_solver.py index a7a0a9fa1..b9f55f6c4 100644 --- a/gillespy2/solvers/numpy/tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/tau_hybrid_solver.py @@ -69,7 +69,7 @@ class TauHybridSolver(GillesPySolver): result = None stop_event = None - def __init__(self, model=None): + def __init__(self, model=None, profile_reactions=False): if model is None: raise SimulationError("A model is required to run the simulation.") @@ -77,6 +77,12 @@ def __init__(self, model=None): rc = 0 self.model = copy.deepcopy(model) self.is_instantiated = True + self.profile_reactions = profile_reactions + self.profile_data = {} + if self.profile_reactions: + self.profile_data['time'] = [] + for k in list(self.model.listOfSpecies)+list(self.model.listOfReactions): + self.profile_data[k] = [] def __toggle_reactions(self, all_compiled, deterministic_reactions, dependencies, curr_state, det_spec, rr_sets): @@ -622,10 +628,6 @@ def __simulate(self, integrator, integrator_options, curr_state, y0, curr_time, prev_curr_time = curr_time loop_count = 0 invalid_state = False - # check to see if we are starting in an invalid state (this could happen) - #(invalid_state, invalid_err_message) = self.__simulate_invalid_state_check(self.model.listOfSpecies, curr_state, compiled_reactions) - #if invalid_state: - # raise Exception(f"Invalid state when starting a step. curr_state={curr_state} compiled_reactions={compiled_reactions}\nerror_message: {invalid_err_message} ") starting_curr_state = copy.deepcopy(curr_state) @@ -634,6 +636,10 @@ def __simulate(self, integrator, integrator_options, curr_state, y0, curr_time, species_modified=None rxn_count=None loop_err_message="" + if self.profile_reactions: + self.profile_data['time'].append(curr_time) + for k in list(self.model.listOfSpecies)+list(self.model.listOfReactions): + self.profile_data[k].append(curr_state[k]) # check each reaction to see if it is >=0. If we have taken a single SSA step, this could be >0 for the non-selected reactions, check if propensity is zero and reset if so From 0cc51048d401516d1c77e9ac328adc855c8ec758 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Tue, 9 Aug 2022 10:45:08 -0700 Subject: [PATCH 16/17] fixing problem generated by merge --- gillespy2/solvers/numpy/tau_hybrid_solver.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/gillespy2/solvers/numpy/tau_hybrid_solver.py b/gillespy2/solvers/numpy/tau_hybrid_solver.py index 611a9888f..fb451e4e3 100644 --- a/gillespy2/solvers/numpy/tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/tau_hybrid_solver.py @@ -603,7 +603,7 @@ def __simulate_invalid_state_check(self, species_modified, curr_state, compiled_ err_message += f"'{s}' has negative state '{curr_state[s]}'" return (invalid_state, err_message) - def __simulate(self, integrator, integrator_options, curr_state, y0, curr_time, + def __simulate(self, integrator_options, curr_state, y0, curr_time, propensities, species, parameters, compiled_reactions, active_rr, y_map, trajectory, save_times, save_index, delayed_events, trigger_states, event_sensitivity, @@ -1267,7 +1267,7 @@ def __run(self, curr_state, curr_time, timeline, trajectory_base, initial_state, compiled_reactions, self.model.listOfEvents, curr_state[0]) # Run simulation to next step - sol, curr_state[0], curr_time[0], save_times, save_index = self.__simulate(integrator, integrator_options, + sol, curr_state[0], curr_time[0], save_times, save_index = self.__simulate(integrator_options, curr_state[0], y0, curr_time[0], propensities, species, parameters, compiled_reactions, From f132b2220c4abfd0401aedca9e5e5d6cbb66be48 Mon Sep 17 00:00:00 2001 From: Brian Drawert Date: Tue, 9 Aug 2022 10:51:14 -0700 Subject: [PATCH 17/17] fixed issues created by merge --- gillespy2/solvers/numpy/tau_hybrid_solver.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gillespy2/solvers/numpy/tau_hybrid_solver.py b/gillespy2/solvers/numpy/tau_hybrid_solver.py index fb451e4e3..bd54f79ec 100644 --- a/gillespy2/solvers/numpy/tau_hybrid_solver.py +++ b/gillespy2/solvers/numpy/tau_hybrid_solver.py @@ -713,7 +713,7 @@ def __simulate(self, integrator_options, curr_state, y0, curr_time, tau_step = min_tau #estimated time to the first stochatic reaction - sol, curr_time = self.__integrate(integrator, integrator_options, curr_state, + sol, curr_time = self.__integrate(integrator_options, curr_state, y0, curr_time, propensities, y_map, compiled_reactions, active_rr,