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| # Copyright (c) 2019 University of Illinois and others. All rights reserved. | ||
| # | ||
| # This program and the accompanying materials are made available under the | ||
| # terms of the Mozilla Public License v2.0 which accompanies this distribution, | ||
| # and is available at https://www.mozilla.org/en-US/MPL/2.0/ | ||
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| from pyincore.analyses.montecarlofailureprobability.montecarlofailureprobability import MonteCarloFailureProbability |
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pyincore/analyses/montecarlofailureprobability/montecarlofailureprobability.ipynb
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| { | ||
| "cells": [ | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": { | ||
| "scrolled": true | ||
| }, | ||
| "outputs": [], | ||
| "source": [ | ||
| "from pyincore.analyses.montecarlofailureprobability import MonteCarloFailureProbability\n", | ||
| "from pyincore.analyses.buildingdamage import BuildingDamage\n", | ||
| "from pyincore.analyses.waterfacilitydamage import WaterFacilityDamage\n", | ||
| "from pyincore.analyses.bridgedamage import BridgeDamage\n", | ||
| "from pyincore.client import InsecureIncoreClient" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### define client" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "client = InsecureIncoreClient(\"http://incore2-services-dev.ncsa.illinois.edu:8888\", \"incrtest\")" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "mc = MonteCarloFailureProbability(client)\n", | ||
| "mc.load_remote_input_dataset(\"damage\", \"5a29782fc7d30d4af537ace5\")\n", | ||
| "mc.set_parameter(\"result_name\", \"mc_failure_probability\")\n", | ||
| "mc.set_parameter(\"num_cpu\", 8)\n", | ||
| "mc.set_parameter(\"num_samples\", 10)\n", | ||
| "mc.set_parameter(\"damage_interval_keys\",\n", | ||
| " [\"insignific\", \"moderate\", \"heavy\", \"complete\"])\n", | ||
| "mc.set_parameter(\"failure_state_keys\", [\"moderate\", \"heavy\", \"complete\"])\n", | ||
| "mc.run_analysis()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "mc.get_output_datasets()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### chaining with building damage" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "bldg_dmg = BuildingDamage(client)\n", | ||
| "bldg_dmg.load_remote_input_dataset(\"buildings\", \"5a284f0bc7d30d13bc081a28\")\n", | ||
| "bldg_dmg.load_remote_input_dataset(\"dmg_ratios\", \"5a284f2ec7d30d13bc08209a\")\n", | ||
| "bldg_dmg.set_parameter(\"result_name\", \"memphis_building_damage\")\n", | ||
| "bldg_dmg.set_parameter(\"mapping_id\", \"5b47b350337d4a3629076f2c\")\n", | ||
| "bldg_dmg.set_parameter(\"hazard_type\", \"earthquake\")\n", | ||
| "bldg_dmg.set_parameter(\"hazard_id\", \"5b902cb273c3371e1236b36b\")\n", | ||
| "bldg_dmg.set_parameter(\"num_cpu\", 1)\n", | ||
| "bldg_dmg.run_analysis()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "building_dmg_result = bldg_dmg.get_output_dataset('result')\n", | ||
| "\n", | ||
| "mc = MonteCarloFailureProbability(client)\n", | ||
| "mc.set_input_dataset(\"damage\", building_dmg_result)\n", | ||
| "mc.set_parameter(\"result_name\", \"bldg_mc_failure_probability\")\n", | ||
| "mc.set_parameter(\"num_cpu\", 8)\n", | ||
| "mc.set_parameter(\"num_samples\", 10)\n", | ||
| "mc.set_parameter(\"damage_interval_keys\",\n", | ||
| " [\"insignific\", \"moderate\", \"heavy\", \"complete\"])\n", | ||
| "mc.set_parameter(\"failure_state_keys\", [\"moderate\", \"heavy\", \"complete\"])\n", | ||
| "mc.run_analysis()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### chaining with water facility damage" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "wf_dmg = WaterFacilityDamage(client)\n", | ||
| "wf_dmg.load_remote_input_dataset(\"water_facilities\", \"5a284f2ac7d30d13bc081e52\")\n", | ||
| "wf_dmg.set_parameter(\"result_name\", \"wf_dmg_results\")\n", | ||
| "wf_dmg.set_parameter(\"hazard_type\", \"earthquake\")\n", | ||
| "wf_dmg.set_parameter(\"hazard_id\", \"5b902cb273c3371e1236b36b\")\n", | ||
| "wf_dmg.set_parameter(\"mapping_id\", \"5b47c383337d4a387669d592\")\n", | ||
| "wf_dmg.set_parameter(\"fragility_key\", \"pga\")\n", | ||
| "wf_dmg.set_parameter(\"use_liquefaction\", True)\n", | ||
| "wf_dmg.set_parameter(\"liquefaction_geology_dataset_id\", \"5a284f53c7d30d13bc08249c\")\n", | ||
| "wf_dmg.set_parameter(\"liquefaction_fragility_key\", \"pgd\")\n", | ||
| "wf_dmg.set_parameter(\"use_hazard_uncertainty\", False)\n", | ||
| "wf_dmg.set_parameter(\"num_cpu\", 1)\n", | ||
| "wf_dmg.run_analysis()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "water_facility_dmg_result = wf_dmg.get_output_dataset('result')\n", | ||
| "\n", | ||
| "mc = MonteCarloFailureProbability(client)\n", | ||
| "mc.set_input_dataset(\"damage\", water_facility_dmg_result)\n", | ||
| "mc.set_parameter(\"result_name\", \"water_facility_mc_failure_probability\")\n", | ||
| "mc.set_parameter(\"num_cpu\", 8)\n", | ||
| "mc.set_parameter(\"num_samples\", 10)\n", | ||
| "mc.set_parameter(\"damage_interval_keys\",\n", | ||
| " [\"none\", \"slight-mod\", \"mod-extens\", \"ext-comple\", \"complete\"])\n", | ||
| "mc.set_parameter(\"failure_state_keys\", [\"slight-mod\", \"mod-extens\", \"ext-comple\", \"complete\"])\n", | ||
| "mc.run_analysis()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### chaining with electric power facility damage" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "markdown", | ||
| "metadata": {}, | ||
| "source": [ | ||
| "### chaining with bridge damage" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "bridge_dmg = BridgeDamage(client)\n", | ||
| "bridge_dmg.load_remote_input_dataset(\"bridges\", \"5a284f2dc7d30d13bc082040\")\n", | ||
| "bridge_dmg.load_remote_input_dataset(\"dmg_ratios\", \"5a284f2cc7d30d13bc081f96\")\n", | ||
| "bridge_dmg.set_parameter(\"result_name\", \"bridge_dmg\")\n", | ||
| "bridge_dmg.set_parameter(\"mapping_id\", \"5b47bcce337d4a37755e0cb2\")\n", | ||
| "bridge_dmg.set_parameter(\"hazard_type\", \"earthquake\")\n", | ||
| "bridge_dmg.set_parameter(\"hazard_id\", \"5b902cb273c3371e1236b36b\")\n", | ||
| "bridge_dmg.set_parameter(\"num_cpu\", 4)\n", | ||
| "\n", | ||
| "bridge_dmg.run_analysis()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [ | ||
| "bridge_dmg_result = bridge_dmg.get_output_dataset('result')\n", | ||
| "\n", | ||
| "mc = MonteCarloFailureProbability(client)\n", | ||
| "mc.set_input_dataset(\"damage\", bridge_dmg_result)\n", | ||
| "mc.set_parameter(\"result_name\", \"bridge_facility_mc_failure_probability\")\n", | ||
| "mc.set_parameter(\"num_cpu\", 8)\n", | ||
| "mc.set_parameter(\"num_samples\", 10)\n", | ||
| "mc.set_parameter(\"damage_interval_keys\",\n", | ||
| " [\"none\", \"slight-mod\", \"mod-extens\", \"ext-comple\", \"complete\"])\n", | ||
| "mc.set_parameter(\"failure_state_keys\", [\"slight-mod\", \"mod-extens\", \"ext-comple\", \"complete\"])\n", | ||
| "mc.run_analysis()" | ||
| ] | ||
| }, | ||
| { | ||
| "cell_type": "code", | ||
| "execution_count": null, | ||
| "metadata": {}, | ||
| "outputs": [], | ||
| "source": [] | ||
| } | ||
| ], | ||
| "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": "3.6.9" | ||
| } | ||
| }, | ||
| "nbformat": 4, | ||
| "nbformat_minor": 2 | ||
| } |
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