From b64e08fd3ca5063c399a0d58802c43ae13cd542e Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Sun, 15 Sep 2024 12:11:27 -0400 Subject: [PATCH 01/12] adds environment file --- environment.yml | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) create mode 100644 environment.yml diff --git a/environment.yml b/environment.yml new file mode 100644 index 0000000..45131a4 --- /dev/null +++ b/environment.yml @@ -0,0 +1,26 @@ +name: osier +channels: + - conda-forge + +dependencies: + - python<=3.11 + - pip + - ipython + - ipykernel + - pandas + - scipy + - glpk + - unyt + - matplotlib + - yaml + - numpy + - matplotlib + - pytest + - pytest-cov + - pyomo + - pip: + - pymoo + - pyentrp + - deap + - dill + - openpyxl \ No newline at end of file From 0389bdd84365283c7f4e6933b520f96caf548d48 Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Sun, 15 Sep 2024 19:04:29 -0400 Subject: [PATCH 02/12] removes maximum python version, reruns example --- .../capacity_expansion_tutorial.ipynb | 122 ++++++++++-------- environment.yml | 5 +- 2 files changed, 68 insertions(+), 59 deletions(-) diff --git a/docs/source/examples/capacity_expansion_tutorial.ipynb b/docs/source/examples/capacity_expansion_tutorial.ipynb index 2c13ea8..c4442e2 100644 --- a/docs/source/examples/capacity_expansion_tutorial.ipynb +++ b/docs/source/examples/capacity_expansion_tutorial.ipynb @@ -86,7 +86,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", "text/plain": [ "
" ] @@ -301,13 +301,13 @@ " 2 | 40 | 1 | 0.0515267085 | ideal\n", " 3 | 60 | 1 | 0.000000E+00 | f\n", " 4 | 80 | 1 | 0.0086827427 | ideal\n", - " 5 | 100 | 1 | 0.0247637865 | ideal\n", - " 6 | 120 | 1 | 0.0133694299 | ideal\n", - " 7 | 140 | 1 | 0.0041190723 | ideal\n", - " 8 | 160 | 1 | 0.0019521205 | f\n", - " 9 | 180 | 1 | 0.0019521205 | f\n", - " 10 | 200 | 1 | 0.0019521205 | f\n", - "The simulation took 3.694 minutes.\n" + " 5 | 100 | 1 | 0.0232186705 | ideal\n", + " 6 | 120 | 1 | 0.0093040149 | ideal\n", + " 7 | 140 | 1 | 0.0041260151 | ideal\n", + " 8 | 160 | 1 | 0.0027592007 | ideal\n", + " 9 | 180 | 1 | 0.0032212526 | ideal\n", + " 10 | 200 | 1 | 0.000000E+00 | f\n", + "The simulation took 4.005 minutes.\n" ] } ], @@ -346,7 +346,7 @@ { "data": { "text/plain": [ - "array([0.26153658])" + "array([0.26311183])" ] }, "metadata": {}, @@ -355,7 +355,7 @@ { "data": { "text/plain": [ - "array([0.77856667, 0.24877284])" + "array([0.84733418, 0.17653586])" ] }, "metadata": {}, @@ -374,7 +374,7 @@ { "data": { "text/plain": [ - "[NaturalGas_Conv: 4.097274671524196 MW, Battery: 1.3091886448082077 MW]" + "[NaturalGas_Conv: 4.459169645008025 MW, Battery: 0.9290353002984896 MW]" ] }, "metadata": {}, @@ -401,7 +401,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -508,7 +508,7 @@ " 8 | 160 | 1 | 0.000000E+00 | f\n", " 9 | 180 | 1 | 0.000000E+00 | f\n", " 10 | 200 | 1 | 0.0002146070 | f\n", - "The simulation took 2.385 minutes.\n" + "The simulation took 2.740 minutes.\n" ] } ], @@ -575,7 +575,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -671,13 +671,13 @@ " 2 | 40 | 4 | 0.0158631600 | nadir\n", " 3 | 60 | 6 | 0.0046803095 | nadir\n", " 4 | 80 | 13 | 0.0075483249 | ideal\n", - " 5 | 100 | 11 | 0.0286189132 | ideal\n", - " 6 | 120 | 16 | 0.0143108619 | f\n", + " 5 | 100 | 11 | 0.0286189133 | ideal\n", + " 6 | 120 | 16 | 0.0143108618 | f\n", " 7 | 140 | 19 | 0.0038096293 | ideal\n", " 8 | 160 | 20 | 0.0123935101 | f\n", - " 9 | 180 | 20 | 0.0488020532 | nadir\n", - " 10 | 200 | 20 | 0.0176305024 | f\n", - "The simulation took 3.743 minutes.\n" + " 9 | 180 | 20 | 0.0034209964 | f\n", + " 10 | 200 | 20 | 0.0058865852 | nadir\n", + "The simulation took 4.102 minutes.\n" ] } ], @@ -717,26 +717,26 @@ { "data": { "text/plain": [ - "array([[1.19945119e+00, 4.48339838e-06],\n", - " [5.20590010e-01, 4.22836310e-05],\n", - " [5.94956650e-01, 3.31273859e-05],\n", - " [6.39785553e-01, 2.43974513e-05],\n", - " [7.08193933e-01, 1.88392323e-05],\n", + "array([[5.20590010e-01, 4.22836310e-05],\n", + " [1.23679702e+00, 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", 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0.37767 , 0.2562746 ],\n", + " [1.49752492, 0.40126517, 0.29974379],\n", + " [1.32367483, 0.39488571, 0.25098929],\n", + " [1.67078421, 0.47594797, 0.34616406],\n", + " [1.5663502 , 0.42795912, 0.44770924],\n", " [2.03385808, 0.29352286, 0.26963251],\n", + " [2.11218424, 0.30329813, 0.26637353],\n", " [1.56593795, 0.50884959, 0.25559555],\n", - " [1.75907345, 0.48251036, 0.34948459],\n", - " [1.88970608, 0.50711056, 0.25422291],\n", - " [2.10823443, 0.09849739, 0.55725319],\n", - " [0.82023035, 0.42580387, 0.29455337],\n", - " [1.79151691, 0.48189384, 0.34948459],\n", - " [0.86380735, 0.41930255, 0.26382456],\n", - " [0.88775931, 0.41930255, 0.26573897]])" + " [0.82023035, 0.42580387, 0.29455337]])" ] }, "metadata": {}, @@ -839,9 +839,17 @@ "execution_count": 22, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6h/g412p7x53jbcqr_x5sy9z8th0000gn/T/ipykernel_47139/1527621391.py:5: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " bplot = ax.boxplot(res.X,\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -889,7 +897,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -936,7 +944,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.13" + "version": "3.11.0" } }, "nbformat": 4, diff --git a/environment.yml b/environment.yml index 45131a4..681f499 100644 --- a/environment.yml +++ b/environment.yml @@ -1,12 +1,13 @@ -name: osier +name: osier-env channels: - conda-forge dependencies: - - python<=3.11 + - python>=3.9 - pip - ipython - ipykernel + - jupyterlab - pandas - scipy - glpk From 51dcbe97873f347a815388920cf1b3a88fde0ee2 Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Thu, 19 Sep 2024 19:00:10 -0400 Subject: [PATCH 03/12] updates gitignore --- .gitignore | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.gitignore b/.gitignore index 13d09cd..b30856b 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,5 @@ +.DS_store + # Byte-compiled / optimized / DLL files __pycache__/ *.py[cod] @@ -39,6 +41,7 @@ pip-delete-this-directory.txt # Unit test / coverage reports htmlcov/ +cov_html .tox/ .nox/ .coverage From 6ecbe8f77bc511759f3bc82cb8ed0f87b61b82ad Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Thu, 19 Sep 2024 19:26:02 -0400 Subject: [PATCH 04/12] adds nbsphinx-link --- docs/source/conf.py | 5 +++-- pyproject.toml | 3 ++- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/docs/source/conf.py b/docs/source/conf.py index 12c05b8..6d850ea 100644 --- a/docs/source/conf.py +++ b/docs/source/conf.py @@ -18,11 +18,11 @@ # -- Project information ----------------------------------------------------- project = 'osier' -copyright = '2022, Samuel Dotson' +copyright = '2022-2024, Samuel Dotson' author = 'Samuel Dotson' # The full version, including alpha/beta/rc tags -release = '0.2.1' +release = '0.3.0' # -- General configuration --------------------------------------------------- @@ -44,6 +44,7 @@ "sphinx.ext.mathjax", "sphinx.ext.coverage", "nbsphinx", + "nbsphinx_link" ] # Add any paths that contain templates here, relative to this directory. diff --git a/pyproject.toml b/pyproject.toml index 7c30ac0..5b013e5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -62,7 +62,8 @@ doc = [ 'numpydoc', 'pydata_sphinx_theme', 'nbsphinx', - 'pandoc' + 'pandoc', + 'nbsphinx-link', ] [tool.setuptools.packages.find] From 0cbef0e4be851e95bcaa9a581ebe6ec5ced96d3a Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Tue, 24 Sep 2024 09:12:52 -0400 Subject: [PATCH 05/12] fixes unit bug in land_use_intensity --- osier/technology.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/osier/technology.py b/osier/technology.py index eea0060..16b165a 100644 --- a/osier/technology.py +++ b/osier/technology.py @@ -20,7 +20,7 @@ 'specific_power': MW**-1, 'specific_energy': (MW * hr)**-1, 'mass_per_energy': megatonnes * (MW * hr)**-1, - 'area_per_power': km * MW**-2} + 'area_per_power': km**2 * MW**-1} _constant_types = (int, float, unyt_quantity) _array_types = (unyt.unyt_array, pd.core.series.Series, np.ndarray, list) From 7b14706add4f6aea58bf12c23da6858f2e8753dc Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Tue, 24 Sep 2024 09:13:16 -0400 Subject: [PATCH 06/12] adds new example notebook --- .../capacity_expansion_tutorial.ipynb | 2 +- docs/source/examples/getting_started.ipynb | 481 ++++++++++++++++++ docs/source/examples/index.md | 1 + 3 files changed, 483 insertions(+), 1 deletion(-) create mode 100644 docs/source/examples/getting_started.ipynb diff --git a/docs/source/examples/capacity_expansion_tutorial.ipynb b/docs/source/examples/capacity_expansion_tutorial.ipynb index c4442e2..af59a44 100644 --- a/docs/source/examples/capacity_expansion_tutorial.ipynb +++ b/docs/source/examples/capacity_expansion_tutorial.ipynb @@ -54,7 +54,7 @@ "\n", "# set the solver based on operating system -- assumes glpk or cbc is installed.\n", "if \"win32\" in sys.platform:\n", - " solver = 'cplex'\n", + " solver = 'glpk'\n", "elif \"linux\" in sys.platform:\n", " solver = \"cbc\"\n", "else:\n", diff --git a/docs/source/examples/getting_started.ipynb b/docs/source/examples/getting_started.ipynb new file mode 100644 index 0000000..beb91e6 --- /dev/null +++ b/docs/source/examples/getting_started.ipynb @@ -0,0 +1,481 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Getting Started\n", + "\n", + "`osier` is the first multi- and many-objective energy system optimization platform. This notebook offers a quick start guide to using its functionality." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Solver set: cbc\n" + ] + } + ], + "source": [ + "# basic imports\n", + "import pandas as pd \n", + "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "import numpy as np\n", + "from unyt import kW, minute, hour, day, MW, GW, km\n", + "import sys\n", + "import time\n", + "\n", + "# osier imports\n", + "from osier import CapacityExpansion\n", + "from osier.tech_library import nuclear_adv, solar, wind, battery\n", + "from osier import total_cost, annual_emission\n", + "\n", + "# pymoo imports\n", + "from pymoo.algorithms.moo.nsga2 import NSGA2\n", + "from pymoo.optimize import minimize\n", + "from pymoo.visualization.pcp import PCP\n", + "\n", + "# set the solver based on operating system -- assumes glpk or cbc is installed.\n", + "if \"win32\" in sys.platform:\n", + " solver = 'glpk'\n", + "elif \"linux\" in sys.platform:\n", + " solver = \"cbc\"\n", + "else:\n", + " solver = \"cbc\"\n", + "\n", + "print(f\"Solver set: {solver}\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Preparing input data\n", + "\n", + "Users only need to supply relevant timeseries data to `osier`." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_hours = 24 # hours per day\n", + "n_days = 2 # days to model\n", + "N = n_hours*n_days # total number of time steps\n", + "phase_shift = 0 # horizontal shift [radians]\n", + "base_shift = 2 # vertical shift [units of demand]\n", + "hours = np.linspace(0,N,N)\n", + "total_demand = 185 # [MWh], sets the total demand [units of energy]\n", + "\n", + "np.random.seed(1234) # sets the seed for repeatability\n", + "\n", + "demand = (np.sin((hours*np.pi/n_hours*2+phase_shift))*-1+np.ones(N)*(base_shift+1))\n", + "demand = demand/demand.sum() * total_demand # rescale\n", + "\n", + "shape_factor = 2.5\n", + "wind_speed = np.random.weibull(a=shape_factor,size=N)\n", + "\n", + "peak = 3\n", + "phase_shift = 1\n", + "solar_power = peak*(np.sin((hours*np.pi/n_hours*2+phase_shift))*-1)\n", + "solar_power[solar_power<0] = 0\n", + "\n", + "\n", + "with plt.style.context(\"dark_background\"):\n", + " plt.plot(hours, demand, color='cyan', label='Demand')\n", + " plt.plot(hours, wind_speed, color='lightgray', linestyle='--', label='Wind Speed')\n", + " plt.plot(hours, solar_power, color='y', label='Solar Power')\n", + " plt.ylabel('[MW]')\n", + " plt.xlabel('Time [hr]')\n", + " plt.grid(alpha=0.2)\n", + " plt.legend()\n", + " plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set up the problem" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "problem = CapacityExpansion(technology_list = [solar, wind, nuclear_adv, battery],\n", + " demand=demand*MW,\n", + " wind=wind_speed,\n", + " solar=solar_power,\n", + " upper_bound= 1 / solar.capacity_credit,\n", + " objectives = [total_cost, annual_emission],\n", + " solver=solver)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "==========================================================\n", + "n_gen | n_eval | n_nds | eps | indicator \n", + "==========================================================\n", + " 1 | 20 | 2 | - | -\n", + " 2 | 40 | 3 | 0.1194103225 | ideal\n", + " 3 | 60 | 2 | 0.0915605619 | ideal\n", + " 4 | 80 | 6 | 0.3090348032 | ideal\n", + " 5 | 100 | 5 | 0.0599733939 | f\n", + " 6 | 120 | 7 | 0.0296836436 | ideal\n", + " 7 | 140 | 9 | 0.0952740970 | ideal\n", + " 8 | 160 | 5 | 0.0031613166 | ideal\n", + " 9 | 180 | 2 | 0.0251587904 | ideal\n", + " 10 | 200 | 6 | 0.0156139632 | ideal\n", + "The simulation took 3.668 minutes.\n" + ] + } + ], + "source": [ + "algorithm = NSGA2(pop_size=20)\n", + "\n", + "start = time.perf_counter()\n", + "res = minimize(problem,\n", + " algorithm,\n", + " termination=('n_gen', 10),\n", + " seed=1,\n", + " save_history=True,\n", + " verbose=True)\n", + "end = time.perf_counter()\n", + "print(f\"The simulation took {(end-start)/60:.3f} minutes.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('dark_background'):\n", + " fig, ax = plt.subplots(1,1,figsize=(6,4))\n", + "\n", + " ax.scatter(res.F[:,0], res.F[:,1], edgecolors='red', facecolors='k')\n", + " ax.set_ylabel(r\"Lifecycle CO$_2$ Emissions [MT/MWh]\")\n", + " ax.set_xlabel(r\"Total Cost [M\\$]\")\n", + " ax.grid(alpha=0.2)\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6h/g412p7x53jbcqr_x5sy9z8th0000gn/T/ipykernel_64638/1527621391.py:5: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " bplot = ax.boxplot(res.X,\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from osier import get_tech_names\n", + "with plt.style.context('dark_background'):\n", + " fig, ax = plt.subplots(1,1,figsize=(6,4))\n", + "\n", + " bplot = ax.boxplot(res.X,\n", + " patch_artist=True,\n", + " labels=get_tech_names(problem.technology_list))\n", + " ax.set_ylabel(\"Fraction of Peak Demand\")\n", + "\n", + " # fill with colors\n", + " colors = ['tab:blue', 'tab:orange', 'tab:green']\n", + " for patch, color in zip(bplot['boxes'], colors):\n", + " patch.set_facecolor(color)\n", + "\n", + " for median in bplot['medians']:\n", + " median.set_color('red')\n", + "\n", + " ax.yaxis.grid(True, alpha=0.2)\n", + " plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create new objectives\n", + "\n", + "Users can create new objectives for any quantifiable metric. Here we add a parameter called `land_use` to the modeled technologies." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "nuclear_adv.land_use = 4.4*1e-3 * (km**2/GW)\n", + "solar.land_use = 4.4e3*1e-3 * (km**2/GW)\n", + "wind.land_use = 12.3e3*1e-3 * (km**2/GW)\n", + "battery.land_use = 6.0*1e-3 * (km**2/GW)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, we create a function that calculates the total land use. The minimum required format is\n", + "\n", + "```py\n", + "def objective(technology_list, solved_dispatch_model):\n", + " # some calculation\n", + " return objective\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "def land_use(technology_list, solved_dispatch_model):\n", + " \"\"\"\n", + " Calculates land use intensity.\n", + " \"\"\"\n", + " \n", + " obj_value = np.array([t.capacity.to_value() * t.land_use for t in technology_list]).sum()\n", + " \n", + " return obj_value" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we re-initialize the problem with our new objective and updated technologies." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "problem = CapacityExpansion(technology_list = [solar, wind, nuclear_adv, battery],\n", + " demand=demand*MW,\n", + " wind=wind_speed,\n", + " solar=solar_power,\n", + " upper_bound= 1 / solar.capacity_credit,\n", + " objectives = [total_cost, annual_emission, land_use],\n", + " solver=solver)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "==========================================================\n", + "n_gen | n_eval | n_nds | eps | indicator \n", + "==========================================================\n", + " 1 | 20 | 2 | - | -\n", + " 2 | 40 | 6 | 0.1722212257 | ideal\n", + " 3 | 60 | 4 | 0.0847202466 | ideal\n", + " 4 | 80 | 9 | 0.0500488235 | ideal\n", + " 5 | 100 | 7 | 0.1077338796 | ideal\n", + " 6 | 120 | 4 | 0.1315358768 | ideal\n", + " 7 | 140 | 3 | 0.0298538369 | f\n", + " 8 | 160 | 6 | 0.0177004796 | ideal\n", + " 9 | 180 | 11 | 0.0939052676 | ideal\n", + " 10 | 200 | 11 | 0.1230460927 | ideal\n", + "The simulation took 3.954 minutes.\n" + ] + } + ], + "source": [ + "algorithm = NSGA2(pop_size=20)\n", + "\n", + "start = time.perf_counter()\n", + "res = minimize(problem,\n", + " algorithm,\n", + " termination=('n_gen', 10),\n", + " seed=1,\n", + " save_history=True,\n", + " verbose=True)\n", + "end = time.perf_counter()\n", + "print(f\"The simulation took {(end-start)/60:.3f} minutes.\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualization\n" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "obj_labels=['Total Cost', 'CO2eq', 'Land Use']\n", + "with plt.style.context('dark_background'):\n", + " plot = PCP(title=(\"Objective Space\", {'pad': 30, 'fontsize':20}),\n", + " n_ticks=10,\n", + " legend=(True, {'loc': \"upper left\"}),\n", + " labels=obj_labels,\n", + " figsize=(13,6),\n", + " )\n", + "\n", + " plot.set_axis_style(color=\"grey\", alpha=0.5)\n", + " plot.tight_layout = True\n", + " plot.add(res.F, color=\"grey\", alpha=0.3)\n", + "\n", + " plot.add(res.F[3], linewidth=5, color=\"tab:green\", label=r\"Least CO$_2$\")\n", + " plot.add(res.F[6], linewidth=5, color=\"tab:blue\", label=\"Least Cost\")\n", + " plot.show()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/6h/g412p7x53jbcqr_x5sy9z8th0000gn/T/ipykernel_64638/3044223643.py:4: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " bplot = ax.boxplot(res.X,\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with plt.style.context('dark_background'):\n", + " fig, ax = plt.subplots(1,1,figsize=(6,4))\n", + "\n", + " bplot = ax.boxplot(res.X,\n", + " patch_artist=True,\n", + " labels=get_tech_names(problem.technology_list))\n", + " ax.set_ylabel(\"Fraction of Peak Demand\")\n", + "\n", + " # fill with colors\n", + " colors = ['tab:blue', 'tab:orange', 'tab:green']\n", + " for patch, color in zip(bplot['boxes'], colors):\n", + " patch.set_facecolor(color)\n", + "\n", + " for median in bplot['medians']:\n", + " median.set_color('red')\n", + "\n", + " ax.yaxis.grid(True, alpha=0.2)\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "osier-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/source/examples/index.md b/docs/source/examples/index.md index dad78aa..efd2a77 100644 --- a/docs/source/examples/index.md +++ b/docs/source/examples/index.md @@ -8,6 +8,7 @@ This section has examples that guide users from basic usage to more advanced top ```{toctree} :maxdepth: 3 +getting_started tech_tutorial dispatch_tutorial capacity_expansion_tutorial From 6ea861822da006e90649cab4ead38ff14e5f40e8 Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Sun, 29 Sep 2024 15:54:50 -0400 Subject: [PATCH 07/12] adds new notebook and osier to environment file --- docs/source/examples/getting_started.ipynb | 198 +++++++-------------- environment.yml | 4 +- 2 files changed, 69 insertions(+), 133 deletions(-) diff --git a/docs/source/examples/getting_started.ipynb b/docs/source/examples/getting_started.ipynb index beb91e6..a646b18 100644 --- a/docs/source/examples/getting_started.ipynb +++ b/docs/source/examples/getting_started.ipynb @@ -12,46 +12,24 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Solver set: cbc\n" - ] - } - ], + "outputs": [], "source": [ "# basic imports\n", - "import pandas as pd \n", "import matplotlib.pyplot as plt\n", - "import matplotlib as mpl\n", "import numpy as np\n", - "from unyt import kW, minute, hour, day, MW, GW, km\n", - "import sys\n", - "import time\n", + "from unyt import MW, GW, km\n", "\n", "# osier imports\n", "from osier import CapacityExpansion\n", - "from osier.tech_library import nuclear_adv, solar, wind, battery\n", + "from osier.tech_library import nuclear_adv, wind, battery, natural_gas\n", "from osier import total_cost, annual_emission\n", "\n", "# pymoo imports\n", "from pymoo.algorithms.moo.nsga2 import NSGA2\n", "from pymoo.optimize import minimize\n", - "from pymoo.visualization.pcp import PCP\n", - "\n", - "# set the solver based on operating system -- assumes glpk or cbc is installed.\n", - "if \"win32\" in sys.platform:\n", - " solver = 'glpk'\n", - "elif \"linux\" in sys.platform:\n", - " solver = \"cbc\"\n", - "else:\n", - " solver = \"cbc\"\n", - "\n", - "print(f\"Solver set: {solver}\")" + "from pymoo.visualization.pcp import PCP" ] }, { @@ -66,52 +44,12 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 2, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "n_hours = 24 # hours per day\n", - "n_days = 2 # days to model\n", - "N = n_hours*n_days # total number of time steps\n", - "phase_shift = 0 # horizontal shift [radians]\n", - "base_shift = 2 # vertical shift [units of demand]\n", - "hours = np.linspace(0,N,N)\n", - "total_demand = 185 # [MWh], sets the total demand [units of energy]\n", - "\n", - "np.random.seed(1234) # sets the seed for repeatability\n", - "\n", - "demand = (np.sin((hours*np.pi/n_hours*2+phase_shift))*-1+np.ones(N)*(base_shift+1))\n", - "demand = demand/demand.sum() * total_demand # rescale\n", - "\n", - "shape_factor = 2.5\n", - "wind_speed = np.random.weibull(a=shape_factor,size=N)\n", - "\n", - "peak = 3\n", - "phase_shift = 1\n", - "solar_power = peak*(np.sin((hours*np.pi/n_hours*2+phase_shift))*-1)\n", - "solar_power[solar_power<0] = 0\n", - "\n", - "\n", - "with plt.style.context(\"dark_background\"):\n", - " plt.plot(hours, demand, color='cyan', label='Demand')\n", - " plt.plot(hours, wind_speed, color='lightgray', linestyle='--', label='Wind Speed')\n", - " plt.plot(hours, solar_power, color='y', label='Solar Power')\n", - " plt.ylabel('[MW]')\n", - " plt.xlabel('Time [hr]')\n", - " plt.grid(alpha=0.2)\n", - " plt.legend()\n", - " plt.show()" + "demand = np.ones(24)*100\n", + "wind_speed = np.random.weibull(a=2.5,size=24)" ] }, { @@ -119,27 +57,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Set up the problem" + "## Set up the problem\n", + "\n", + "`osier` comes pre-loaded with technology data from the `osier.tech_library`. Users simply need to pass the data to a `CapacityExpansion` problem and run it using a `pymoo.minimize` runner." ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "problem = CapacityExpansion(technology_list = [solar, wind, nuclear_adv, battery],\n", + "problem = CapacityExpansion(technology_list=[wind, natural_gas, nuclear_adv, battery],\n", " demand=demand*MW,\n", " wind=wind_speed,\n", - " solar=solar_power,\n", - " upper_bound= 1 / solar.capacity_credit,\n", - " objectives = [total_cost, annual_emission],\n", - " solver=solver)" + " upper_bound = 1/wind.capacity_credit,\n", + " objectives=[total_cost, annual_emission],\n", + " solver='cbc')" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -149,42 +88,39 @@ "==========================================================\n", "n_gen | n_eval | n_nds | eps | indicator \n", "==========================================================\n", - " 1 | 20 | 2 | - | -\n", - " 2 | 40 | 3 | 0.1194103225 | ideal\n", - " 3 | 60 | 2 | 0.0915605619 | ideal\n", - " 4 | 80 | 6 | 0.3090348032 | ideal\n", - " 5 | 100 | 5 | 0.0599733939 | f\n", - " 6 | 120 | 7 | 0.0296836436 | ideal\n", - " 7 | 140 | 9 | 0.0952740970 | ideal\n", - " 8 | 160 | 5 | 0.0031613166 | ideal\n", - " 9 | 180 | 2 | 0.0251587904 | ideal\n", - " 10 | 200 | 6 | 0.0156139632 | ideal\n", - "The simulation took 3.668 minutes.\n" + " 1 | 20 | 5 | - | -\n", + " 2 | 40 | 11 | 0.0046772701 | nadir\n", + " 3 | 60 | 14 | 0.1321541878 | ideal\n", + " 4 | 80 | 19 | 0.0568080615 | ideal\n", + " 5 | 100 | 20 | 0.0163522757 | ideal\n", + " 6 | 120 | 20 | 0.0551161256 | ideal\n", + " 7 | 140 | 19 | 0.0127490335 | f\n", + " 8 | 160 | 20 | 0.0133780716 | f\n", + " 9 | 180 | 20 | 0.0326894581 | nadir\n", + " 10 | 200 | 20 | 0.0244893865 | ideal\n", + "CPU times: user 4min 23s, sys: 10.4 s, total: 4min 33s\n", + "Wall time: 4min 49s\n" ] } ], "source": [ - "algorithm = NSGA2(pop_size=20)\n", - "\n", - "start = time.perf_counter()\n", + "%%time\n", "res = minimize(problem,\n", - " algorithm,\n", + " NSGA2(pop_size=20),\n", " termination=('n_gen', 10),\n", " seed=1,\n", " save_history=True,\n", - " verbose=True)\n", - "end = time.perf_counter()\n", - "print(f\"The simulation took {(end-start)/60:.3f} minutes.\")" + " verbose=True)" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -207,20 +143,20 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/6h/g412p7x53jbcqr_x5sy9z8th0000gn/T/ipykernel_64638/1527621391.py:5: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + "/var/folders/6h/g412p7x53jbcqr_x5sy9z8th0000gn/T/ipykernel_68821/1527621391.py:5: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " bplot = ax.boxplot(res.X,\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -256,19 +192,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Create new objectives\n", + "## Create new objectives and modify technology data\n", + "\n", + "`osier` allows users to modify the problem formulation on the fly. Both by adding new data fields or by creating a new objective.\n", "\n", "Users can create new objectives for any quantifiable metric. Here we add a parameter called `land_use` to the modeled technologies." ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "nuclear_adv.land_use = 4.4*1e-3 * (km**2/GW)\n", - "solar.land_use = 4.4e3*1e-3 * (km**2/GW)\n", + "natural_gas.land_use = 3.2*1e-3 * (km**2/GW)\n", "wind.land_use = 12.3e3*1e-3 * (km**2/GW)\n", "battery.land_use = 6.0*1e-3 * (km**2/GW)" ] @@ -289,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -313,22 +251,21 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ - "problem = CapacityExpansion(technology_list = [solar, wind, nuclear_adv, battery],\n", + "problem = CapacityExpansion(technology_list=[wind, natural_gas, nuclear_adv, battery],\n", " demand=demand*MW,\n", " wind=wind_speed,\n", - " solar=solar_power,\n", - " upper_bound= 1 / solar.capacity_credit,\n", - " objectives = [total_cost, annual_emission, land_use],\n", - " solver=solver)" + " upper_bound = 1/wind.capacity_credit,\n", + " objectives=[total_cost, annual_emission, land_use],\n", + " solver='cbc')" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -338,32 +275,29 @@ "==========================================================\n", "n_gen | n_eval | n_nds | eps | indicator \n", "==========================================================\n", - " 1 | 20 | 2 | - | -\n", - " 2 | 40 | 6 | 0.1722212257 | ideal\n", - " 3 | 60 | 4 | 0.0847202466 | ideal\n", - " 4 | 80 | 9 | 0.0500488235 | ideal\n", - " 5 | 100 | 7 | 0.1077338796 | ideal\n", - " 6 | 120 | 4 | 0.1315358768 | ideal\n", - " 7 | 140 | 3 | 0.0298538369 | f\n", - " 8 | 160 | 6 | 0.0177004796 | ideal\n", - " 9 | 180 | 11 | 0.0939052676 | ideal\n", - " 10 | 200 | 11 | 0.1230460927 | ideal\n", - "The simulation took 3.954 minutes.\n" + " 1 | 20 | 7 | - | -\n", + " 2 | 40 | 13 | 0.0526379833 | ideal\n", + " 3 | 60 | 20 | 0.0375808870 | ideal\n", + " 4 | 80 | 20 | 0.0347771750 | ideal\n", + " 5 | 100 | 20 | 0.0179725139 | ideal\n", + " 6 | 120 | 20 | 0.0211695257 | ideal\n", + " 7 | 140 | 20 | 0.0491766028 | ideal\n", + " 8 | 160 | 20 | 0.0485837849 | ideal\n", + " 9 | 180 | 20 | 0.0392558668 | f\n", + " 10 | 200 | 20 | 0.0330618627 | ideal\n", + "CPU times: user 4min 10s, sys: 9.17 s, total: 4min 19s\n", + "Wall time: 4min 28s\n" ] } ], "source": [ - "algorithm = NSGA2(pop_size=20)\n", - "\n", - "start = time.perf_counter()\n", + "%%time\n", "res = minimize(problem,\n", - " algorithm,\n", + " NSGA2(pop_size=20),\n", " termination=('n_gen', 10),\n", " seed=1,\n", " save_history=True,\n", - " verbose=True)\n", - "end = time.perf_counter()\n", - "print(f\"The simulation took {(end-start)/60:.3f} minutes.\")" + " verbose=True)" ] }, { @@ -371,7 +305,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Visualization\n" + "## Visualization" ] }, { diff --git a/environment.yml b/environment.yml index 681f499..9b93a43 100644 --- a/environment.yml +++ b/environment.yml @@ -11,6 +11,7 @@ dependencies: - pandas - scipy - glpk + - coincbc - unyt - matplotlib - yaml @@ -24,4 +25,5 @@ dependencies: - pyentrp - deap - dill - - openpyxl \ No newline at end of file + - openpyxl + - git+https://github.com/arfc/osier.git \ No newline at end of file From 01b7caf7687a0f57c0528a84fe683d725312e247 Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Thu, 3 Oct 2024 20:45:40 -0400 Subject: [PATCH 08/12] updates env file and new notebook --- docs/source/examples/getting_started.ipynb | 32 ++++++++++++++++++++-- environment.yml | 2 -- 2 files changed, 29 insertions(+), 5 deletions(-) diff --git a/docs/source/examples/getting_started.ipynb b/docs/source/examples/getting_started.ipynb index a646b18..e8523b5 100644 --- a/docs/source/examples/getting_started.ipynb +++ b/docs/source/examples/getting_started.ipynb @@ -12,9 +12,35 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unit symbol 'megatonnes' already exists in the provided registry\n" + ] + }, + { + "ename": "TypeError", + "evalue": "Units from unyt's default registry cannot be removed.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/osier/__init__.py:5\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m----> 5\u001b[0m u\u001b[39m.\u001b[39;49mdefine_unit(\u001b[39m\"\u001b[39;49m\u001b[39mmegatonnes\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m1e9\u001b[39;49m\u001b[39m*\u001b[39;49mkg)\n\u001b[1;32m 6\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n", + "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/unyt/unit_object.py:1066\u001b[0m, in \u001b[0;36mdefine_unit\u001b[0;34m(symbol, value, tex_repr, offset, prefixable, registry)\u001b[0m\n\u001b[1;32m 1065\u001b[0m \u001b[39mif\u001b[39;00m symbol \u001b[39min\u001b[39;00m registry:\n\u001b[0;32m-> 1066\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m(\n\u001b[1;32m 1067\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mUnit symbol \u001b[39m\u001b[39m'\u001b[39m\u001b[39m{\u001b[39;00msymbol\u001b[39m}\u001b[39;00m\u001b[39m'\u001b[39m\u001b[39m already exists in the provided registry\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 1068\u001b[0m )\n\u001b[1;32m 1069\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(value, unyt_quantity):\n", + "\u001b[0;31mRuntimeError\u001b[0m: Unit symbol 'megatonnes' already exists in the provided registry", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39munyt\u001b[39;00m \u001b[39mimport\u001b[39;00m MW, GW, km\n\u001b[1;32m 6\u001b[0m \u001b[39m# osier imports\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mosier\u001b[39;00m \u001b[39mimport\u001b[39;00m CapacityExpansion\n\u001b[1;32m 8\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mosier\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mtech_library\u001b[39;00m \u001b[39mimport\u001b[39;00m nuclear_adv, wind, battery, natural_gas\n\u001b[1;32m 9\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mosier\u001b[39;00m \u001b[39mimport\u001b[39;00m total_cost, annual_emission\n", + "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/osier/__init__.py:8\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m 7\u001b[0m \u001b[39mprint\u001b[39m(e)\n\u001b[0;32m----> 8\u001b[0m u\u001b[39m.\u001b[39;49munit_registry\u001b[39m.\u001b[39;49mdefault_unit_registry\u001b[39m.\u001b[39;49mremove(\u001b[39m\"\u001b[39;49m\u001b[39mmegatonnes\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[1;32m 9\u001b[0m u\u001b[39m.\u001b[39mdefine_unit(\u001b[39m\"\u001b[39m\u001b[39mmegatonnes\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m1e9\u001b[39m\u001b[39m*\u001b[39mkg)\n\u001b[1;32m 12\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mtechnology\u001b[39;00m \u001b[39mimport\u001b[39;00m \u001b[39m*\u001b[39m\n", + "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/unyt/unit_registry.py:279\u001b[0m, in \u001b[0;36m_NonModifiableUnitRegistry.remove\u001b[0;34m(self, symbol)\u001b[0m\n\u001b[1;32m 278\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mremove\u001b[39m(\u001b[39mself\u001b[39m, symbol):\n\u001b[0;32m--> 279\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mUnits from unyt\u001b[39m\u001b[39m'\u001b[39m\u001b[39ms default registry cannot be removed.\u001b[39m\u001b[39m\"\u001b[39m)\n", + "\u001b[0;31mTypeError\u001b[0m: Units from unyt's default registry cannot be removed." + ] + } + ], "source": [ "# basic imports\n", "import matplotlib.pyplot as plt\n", @@ -406,7 +432,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.0" + "version": "3.12.6" }, "orig_nbformat": 4 }, diff --git a/environment.yml b/environment.yml index 9b93a43..3a2ae05 100644 --- a/environment.yml +++ b/environment.yml @@ -12,8 +12,6 @@ dependencies: - scipy - glpk - coincbc - - unyt - - matplotlib - yaml - numpy - matplotlib From 0783f43a15d94896ebb4937efb62ac1bd55d097d Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Thu, 3 Oct 2024 21:14:24 -0400 Subject: [PATCH 09/12] updates environment.yml file --- environment.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/environment.yml b/environment.yml index 3a2ae05..353119d 100644 --- a/environment.yml +++ b/environment.yml @@ -24,4 +24,4 @@ dependencies: - deap - dill - openpyxl - - git+https://github.com/arfc/osier.git \ No newline at end of file + - osier \ No newline at end of file From 7ca2432ac26296cf45ea2badb90f6f6d6d93c89a Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Thu, 3 Oct 2024 21:44:50 -0400 Subject: [PATCH 10/12] adds conda env instructions and binder badge --- README.md | 19 +++++- docs/source/examples/getting_started.ipynb | 78 ++++++++-------------- 2 files changed, 44 insertions(+), 53 deletions(-) diff --git a/README.md b/README.md index 8a61577..fe61dcb 100644 --- a/README.md +++ b/README.md @@ -5,11 +5,13 @@ Open source multi-objective energy system framework [![status](https://joss.theoj.org/papers/183a04edba2d4952fa1e30c419a844b3/status.svg)](https://joss.theoj.org/papers/183a04edba2d4952fa1e30c419a844b3) [![Build Status](https://github.com/arfc/osier/actions/workflows/CI.yml/badge.svg)](https://github.com/arfc/osier/actions/workflows/CI.yml) [![Documentation Status](https://readthedocs.org/projects/osier/badge/?version=latest)](https://osier.readthedocs.io/en/latest/?badge=latest) - +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/samgdotson/osier/env-instructions?labpath=docs%2Fsource%2Fexamples) ## Installation +### Method 1: PyPI + `osier` is available through [PyPI](https://pypi.org/project/osier/). It may be installed with ```bash python -m pip install osier @@ -23,8 +25,21 @@ git clone https://github.com/arfc/osier.git cd osier # for a basic installation pip install . -# to also install the documentation dependencies +# (Windows/Linux) to also install the documentation dependencies pip install .[doc] +# (MacOS) +pip install .'[doc]' +``` + +### Method 2: Conda/Mamba Environment + +Although `osier` is not yet available on `conda-forge`, you may have a more consistent experience by installing +`osier` via a `conda` environment. + +```bash +git clone git@github.com:arfc/osier.git # requires ssh-keys +mamba env create # mamba and conda are interchangeable, here +mamba activate osier-env ``` diff --git a/docs/source/examples/getting_started.ipynb b/docs/source/examples/getting_started.ipynb index e8523b5..d07d818 100644 --- a/docs/source/examples/getting_started.ipynb +++ b/docs/source/examples/getting_started.ipynb @@ -12,35 +12,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Unit symbol 'megatonnes' already exists in the provided registry\n" - ] - }, - { - "ename": "TypeError", - "evalue": "Units from unyt's default registry cannot be removed.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/osier/__init__.py:5\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m----> 5\u001b[0m u\u001b[39m.\u001b[39;49mdefine_unit(\u001b[39m\"\u001b[39;49m\u001b[39mmegatonnes\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m1e9\u001b[39;49m\u001b[39m*\u001b[39;49mkg)\n\u001b[1;32m 6\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n", - "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/unyt/unit_object.py:1066\u001b[0m, in \u001b[0;36mdefine_unit\u001b[0;34m(symbol, value, tex_repr, offset, prefixable, registry)\u001b[0m\n\u001b[1;32m 1065\u001b[0m \u001b[39mif\u001b[39;00m symbol \u001b[39min\u001b[39;00m registry:\n\u001b[0;32m-> 1066\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m(\n\u001b[1;32m 1067\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mUnit symbol \u001b[39m\u001b[39m'\u001b[39m\u001b[39m{\u001b[39;00msymbol\u001b[39m}\u001b[39;00m\u001b[39m'\u001b[39m\u001b[39m already exists in the provided registry\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 1068\u001b[0m )\n\u001b[1;32m 1069\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39misinstance\u001b[39m(value, unyt_quantity):\n", - "\u001b[0;31mRuntimeError\u001b[0m: Unit symbol 'megatonnes' already exists in the provided registry", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[3], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39munyt\u001b[39;00m \u001b[39mimport\u001b[39;00m MW, GW, km\n\u001b[1;32m 6\u001b[0m \u001b[39m# osier imports\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mosier\u001b[39;00m \u001b[39mimport\u001b[39;00m CapacityExpansion\n\u001b[1;32m 8\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mosier\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mtech_library\u001b[39;00m \u001b[39mimport\u001b[39;00m nuclear_adv, wind, battery, natural_gas\n\u001b[1;32m 9\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mosier\u001b[39;00m \u001b[39mimport\u001b[39;00m total_cost, annual_emission\n", - "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/osier/__init__.py:8\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mRuntimeError\u001b[39;00m \u001b[39mas\u001b[39;00m e:\n\u001b[1;32m 7\u001b[0m \u001b[39mprint\u001b[39m(e)\n\u001b[0;32m----> 8\u001b[0m u\u001b[39m.\u001b[39;49munit_registry\u001b[39m.\u001b[39;49mdefault_unit_registry\u001b[39m.\u001b[39;49mremove(\u001b[39m\"\u001b[39;49m\u001b[39mmegatonnes\u001b[39;49m\u001b[39m\"\u001b[39;49m)\n\u001b[1;32m 9\u001b[0m u\u001b[39m.\u001b[39mdefine_unit(\u001b[39m\"\u001b[39m\u001b[39mmegatonnes\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m1e9\u001b[39m\u001b[39m*\u001b[39mkg)\n\u001b[1;32m 12\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39m.\u001b[39;00m\u001b[39mtechnology\u001b[39;00m \u001b[39mimport\u001b[39;00m \u001b[39m*\u001b[39m\n", - "File \u001b[0;32m~/miniforge3/envs/osier-test03/lib/python3.12/site-packages/unyt/unit_registry.py:279\u001b[0m, in \u001b[0;36m_NonModifiableUnitRegistry.remove\u001b[0;34m(self, symbol)\u001b[0m\n\u001b[1;32m 278\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mremove\u001b[39m(\u001b[39mself\u001b[39m, symbol):\n\u001b[0;32m--> 279\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mTypeError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mUnits from unyt\u001b[39m\u001b[39m'\u001b[39m\u001b[39ms default registry cannot be removed.\u001b[39m\u001b[39m\"\u001b[39m)\n", - "\u001b[0;31mTypeError\u001b[0m: Units from unyt's default registry cannot be removed." - ] - } - ], + "outputs": [], "source": [ "# basic imports\n", "import matplotlib.pyplot as plt\n", @@ -90,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -104,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -115,17 +89,17 @@ "n_gen | n_eval | n_nds | eps | indicator \n", "==========================================================\n", " 1 | 20 | 5 | - | -\n", - " 2 | 40 | 11 | 0.0046772701 | nadir\n", - " 3 | 60 | 14 | 0.1321541878 | ideal\n", - " 4 | 80 | 19 | 0.0568080615 | ideal\n", - " 5 | 100 | 20 | 0.0163522757 | ideal\n", - " 6 | 120 | 20 | 0.0551161256 | ideal\n", - " 7 | 140 | 19 | 0.0127490335 | f\n", - " 8 | 160 | 20 | 0.0133780716 | f\n", - " 9 | 180 | 20 | 0.0326894581 | nadir\n", - " 10 | 200 | 20 | 0.0244893865 | ideal\n", - "CPU times: user 4min 23s, sys: 10.4 s, total: 4min 33s\n", - "Wall time: 4min 49s\n" + " 2 | 40 | 9 | 0.2563201125 | nadir\n", + " 3 | 60 | 14 | 0.0546203246 | ideal\n", + " 4 | 80 | 15 | 0.2064208226 | ideal\n", + " 5 | 100 | 20 | 0.4237546642 | nadir\n", + " 6 | 120 | 20 | 0.0129720163 | f\n", + " 7 | 140 | 20 | 0.0270551743 | ideal\n", + " 8 | 160 | 20 | 1.0959083402 | nadir\n", + " 9 | 180 | 20 | 0.0484809203 | nadir\n", + " 10 | 200 | 20 | 0.0167499712 | ideal\n", + "CPU times: user 4min 32s, sys: 8.86 s, total: 4min 41s\n", + "Wall time: 5min 5s\n" ] } ], @@ -141,12 +115,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -169,20 +143,20 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/var/folders/6h/g412p7x53jbcqr_x5sy9z8th0000gn/T/ipykernel_68821/1527621391.py:5: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + "/var/folders/6h/g412p7x53jbcqr_x5sy9z8th0000gn/T/ipykernel_81327/1527621391.py:5: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", " bplot = ax.boxplot(res.X,\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -220,14 +194,14 @@ "source": [ "## Create new objectives and modify technology data\n", "\n", - "`osier` allows users to modify the problem formulation on the fly. Both by adding new data fields or by creating a new objective.\n", + "`osier` allows users to modify the problem formulation on the fly. Both by adding new data fields to technologies or by creating a new objective.\n", "\n", "Users can create new objectives for any quantifiable metric. Here we add a parameter called `land_use` to the modeled technologies." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -253,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -277,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -331,7 +305,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Visualization" + "## Visualization\n", + "\n", + "Below are some example visualizations using the `pymoo` visualization module and `matplotlib`." ] }, { From 506f02ebdeb57a13418cce740e500aca2a187b9f Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Thu, 3 Oct 2024 21:51:33 -0400 Subject: [PATCH 11/12] adds examples instruction to the readme --- README.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/README.md b/README.md index fe61dcb..5072233 100644 --- a/README.md +++ b/README.md @@ -55,6 +55,14 @@ cd build/html python -m http.server ``` +## Examples + +The examples can be found in the `docs/source/examples/` directory. Alternatively, +users can run the notebooks and experiment with `osier` through the Binder app. + +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/samgdotson/osier/env-instructions?labpath=docs%2Fsource%2Fexamples) + + ## Tests `osier`'s tests can be run by executing `pytest` in the top-level directory of `osier`. From 589d7ded865a9a095833a4dc9f3c80628382ae93 Mon Sep 17 00:00:00 2001 From: Sam Dotson Date: Mon, 7 Oct 2024 19:41:02 -0400 Subject: [PATCH 12/12] adds binder badge to all notebooks --- docs/source/examples/capacity_expansion_tutorial.ipynb | 8 ++++---- docs/source/examples/dispatch_tutorial.ipynb | 2 ++ docs/source/examples/getting_started.ipynb | 8 ++++++-- docs/source/examples/tech_tutorial.ipynb | 2 ++ 4 files changed, 14 insertions(+), 6 deletions(-) diff --git a/docs/source/examples/capacity_expansion_tutorial.ipynb b/docs/source/examples/capacity_expansion_tutorial.ipynb index af59a44..e2892d2 100644 --- a/docs/source/examples/capacity_expansion_tutorial.ipynb +++ b/docs/source/examples/capacity_expansion_tutorial.ipynb @@ -5,6 +5,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/samgdotson/osier/env-instructions?labpath=docs%2Fsource%2Fexamples%2Fcapacity_expansion_tutorial.ipynb)\n", + "\n", "# Capacity Expansion Tutorial\n", "\n", "In this tutorial, we will use `osier` to optimize the capacity for a test energy system using \n", @@ -280,9 +282,7 @@ "\n", "1. An algorithm object (imported from Pymoo)\n", "2. A problem to optimize (we created this in the previous cell!)\n", - "3. A stopping criterion.\n", - "\n", - "The rest is extra." + "3. A stopping criterion." ] }, { @@ -865,7 +865,7 @@ "\n", " bplot = ax.boxplot(res.X,\n", " patch_artist=True,\n", - " labels=get_tech_names(problem.technology_list))\n", + " tick_labels=get_tech_names(problem.technology_list))\n", " ax.set_ylabel(\"Fraction of Peak Demand\")\n", "\n", " # fill with colors\n", diff --git a/docs/source/examples/dispatch_tutorial.ipynb b/docs/source/examples/dispatch_tutorial.ipynb index 26c5335..dca9c8e 100644 --- a/docs/source/examples/dispatch_tutorial.ipynb +++ b/docs/source/examples/dispatch_tutorial.ipynb @@ -5,6 +5,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/samgdotson/osier/env-instructions?labpath=docs%2Fsource%2Fexamples%2Fdispatch_tutorial.ipynb)\n", + "\n", "# Dispatch Tutorial\n", "\n", "In this tutorial you will learn how to run a dispatch model in `osier` using\n", diff --git a/docs/source/examples/getting_started.ipynb b/docs/source/examples/getting_started.ipynb index d07d818..3e67ae8 100644 --- a/docs/source/examples/getting_started.ipynb +++ b/docs/source/examples/getting_started.ipynb @@ -7,7 +7,11 @@ "source": [ "# Getting Started\n", "\n", - "`osier` is the first multi- and many-objective energy system optimization platform. This notebook offers a quick start guide to using its functionality." + "`osier` is the first multi- and many-objective energy system optimization platform. This notebook offers a quick start guide to using its functionality.\n", + "\n", + "You can run this notebook in interactive mode with Binder by clicking the badge below.\n", + "\n", + "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/samgdotson/osier/env-instructions?labpath=docs%2Fsource%2Fexamples%2Fgetting_started.ipynb)" ] }, { @@ -376,7 +380,7 @@ "\n", " bplot = ax.boxplot(res.X,\n", " patch_artist=True,\n", - " labels=get_tech_names(problem.technology_list))\n", + " tick_labels=get_tech_names(problem.technology_list))\n", " ax.set_ylabel(\"Fraction of Peak Demand\")\n", "\n", " # fill with colors\n", diff --git a/docs/source/examples/tech_tutorial.ipynb b/docs/source/examples/tech_tutorial.ipynb index cb26b44..761c0b0 100644 --- a/docs/source/examples/tech_tutorial.ipynb +++ b/docs/source/examples/tech_tutorial.ipynb @@ -5,6 +5,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/samgdotson/osier/env-instructions?labpath=docs%2Fsource%2Fexamples%2Ftech_tutorial.ipynb)\n", + "\n", "# `Osier` Technology Tutorial\n", "\n", "An `osier.Technology` is the fundamental object in `osier`, representing power producing technologies such as power plants or energy storage. Other modules use and modify `osier.Technology` objects. This object contains all of the information one needs to run an energy system model.\n",