diff --git a/docs/source/optimize_interface.ipynb b/docs/source/optimize_interface.ipynb index b7d806818..90cea24f5 100644 --- a/docs/source/optimize_interface.ipynb +++ b/docs/source/optimize_interface.ipynb @@ -1276,101 +1276,6 @@ "plots.ipy_display(schema, dpi=150)" ] }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Intervention: {39.0: {'beta_c': tensor(0.1500)}, 6.0327: {'gamma': tensor(0.4000)}}\n", - "Time taken: 12.033756732940674\n", - "Risk associated with QoI: [28489.04578124999]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Intervention: \", static_parameter_interventions(opt_result4[\"policy\"]))\n", - "start_t = time.time()\n", - "with pyro.poutine.seed(rng_seed=0):\n", - " result4 = pyciemss.sample(\n", - " model_opt2,\n", - " end_time_SEIRHD,\n", - " logging_step_size,\n", - " num_samples,\n", - " start_time=start_time,\n", - " static_parameter_interventions=static_parameter_interventions(opt_result4[\"policy\"]),\n", - " solver_method=\"euler\",\n", - " solver_options={\"step_size\": 0.1},\n", - " )\n", - "print(\"Time taken: \", time.time()-start_t)\n", - "# Check risk estimate used in constraints\n", - "print(\"Risk associated with QoI:\", result4[\"risk\"][observed_params[0]][\"risk\"])\n", - "# Plot results for all states\n", - "schema = plots.trajectories(result4[\"data\"], keep=\"I_state\", qlow=0.0, qhigh=1.0)\n", - "plots.ipy_display(schema, dpi=150)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Intervention: {39.0: {'beta_c': tensor(0.1500)}, 6.0327: {'gamma': tensor(0.4000)}}\n", - "Time taken: 14.085338592529297\n", - "Risk associated with QoI: [30001.24765624999]\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(\"Intervention: \", static_parameter_interventions(opt_result4[\"policy\"]))\n", - "start_t = time.time()\n", - "with pyro.poutine.seed(rng_seed=0):\n", - " result4 = pyciemss.sample(\n", - " model_opt2,\n", - " end_time_SEIRHD,\n", - " logging_step_size,\n", - " num_samples,\n", - " start_time=start_time,\n", - " static_parameter_interventions=static_parameter_interventions(opt_result4[\"policy\"]),\n", - " solver_method=\"dopri5\",\n", - " )\n", - "print(\"Time taken: \", time.time()-start_t)\n", - "# Check risk estimate used in constraints\n", - "print(\"Risk associated with QoI:\", result4[\"risk\"][observed_params[0]][\"risk\"])\n", - "# Plot results for all states\n", - "schema = plots.trajectories(result4[\"data\"], keep=\"I_state\", qlow=0.0, qhigh=1.0)\n", - "plots.ipy_display(schema, dpi=150)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -1386,14 +1291,44 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 0%| | 0/120 [00:00" ] diff --git a/tests/fixtures.py b/tests/fixtures.py index ef85e048c..fee615178 100644 --- a/tests/fixtures.py +++ b/tests/fixtures.py @@ -110,34 +110,31 @@ def __init__( "bounds_interventions": [[0.0], [40.0]], } -optimize_kwargs_SIRstockflow_param_maxQoI = { +optimize_kwargs_SEIRHD_param_maxQoI = { "qoi": lambda x: obs_max_qoi(x, ["I_state"]), "risk_bound": 300.0, "static_parameter_interventions": param_value_objective( - param_name=["p_cbeta"], - param_value=[lambda x: torch.tensor([x])], - start_time=[torch.tensor(1.0)], + param_name=["beta_c", "gamma"], + start_time=[torch.tensor(10.0), torch.tensor(15.0)], ), - "objfun": lambda x: np.abs(0.35 - x), - "initial_guess_interventions": 0.15, - "bounds_interventions": [[0.1], [0.5]], + "objfun": lambda x: np.abs(0.35 - x[0]) + np.abs(0.2 - x[1]), + "initial_guess_interventions": [0.2, 0.4], + "bounds_interventions": [[0.1, 0.1], [0.5, 0.5]], + "fixed_static_parameter_interventions": {10.0: {"hosp": torch.tensor(0.1)}}, } OPT_MODELS = [ ModelFixture( os.path.join(MODELS_PATH, "SIR_stockflow.json"), - important_parameter="p_cbeta", optimize_kwargs=optimize_kwargs_SIRstockflow_param, ), ModelFixture( os.path.join(MODELS_PATH, "SIR_stockflow.json"), - important_parameter="p_cbeta", optimize_kwargs=optimize_kwargs_SIRstockflow_time, ), ModelFixture( - os.path.join(MODELS_PATH, "SIR_stockflow.json"), - important_parameter="p_cbeta", - optimize_kwargs=optimize_kwargs_SIRstockflow_param_maxQoI, + os.path.join(MODELS_PATH, "SEIRHD_NPI_Type1_petrinet.json"), + optimize_kwargs=optimize_kwargs_SEIRHD_param_maxQoI, ), ] diff --git a/tests/test_interfaces.py b/tests/test_interfaces.py index 18b0bcd8c..0798171f4 100644 --- a/tests/test_interfaces.py +++ b/tests/test_interfaces.py @@ -1,3 +1,5 @@ +from copy import deepcopy + import numpy as np import pandas as pd import pyro @@ -5,6 +7,7 @@ import torch from pyciemss.compiled_dynamics import CompiledDynamics +from pyciemss.integration_utils.intervention_builder import combine_interventions from pyciemss.integration_utils.observation import load_data from pyciemss.interfaces import ( calibrate, @@ -578,15 +581,25 @@ def test_optimize(model_fixture, start_time, end_time, num_samples): assert bounds_interventions[0][i] <= opt_policy[i] assert opt_policy[i] <= bounds_interventions[1][i] + if optimize_kwargs["fixed_static_parameter_interventions"]: + opt_intervention = combine_interventions( + [ + deepcopy(optimize_kwargs["fixed_static_parameter_interventions"]), + optimize_kwargs["static_parameter_interventions"](opt_result["policy"]), + ] + ) + else: + opt_intervention = optimize_kwargs["static_parameter_interventions"]( + opt_result["policy"] + ) + result_opt = sample( model_url, end_time, logging_step_size, num_samples, start_time=start_time, - static_parameter_interventions=optimize_kwargs[ - "static_parameter_interventions" - ](opt_result["policy"]), + static_parameter_interventions=opt_intervention, solver_method=optimize_kwargs["solver_method"], solver_options=optimize_kwargs["solver_options"], )["unprocessed_result"]