Repository: ettoreaquino/powersddp (language: python)

Issue:
System being loaded from both file or payload dictionary
## Description

 - First Feature completed
 - `System.dispach()` already in progress
 - `Readme.md` documented
 - Methods documentation lagging behind


Discussion / hints:

Fix patch:
diff --git a/Notebook.ipynb b/Notebook.ipynb
new file mode 100644
index 0000000..18782e2
--- /dev/null
+++ b/Notebook.ipynb
@@ -0,0 +1,310 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9dd8e6a5-b075-404b-85eb-6131fcca2a2a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "System loaded from system.yml file\n"
+     ]
+    }
+   ],
+   "source": [
+    "from powersddp.system import PowerSystem\n",
+    "import cvxopt.modeling as model\n",
+    "\n",
+    "data = {'load': [50, 50, 50],\n",
+    "        'discretizations': 3,\n",
+    "        'stages': 3,\n",
+    "        'scenarios': 2,\n",
+    "        'shedding_cost': 500,\n",
+    "        'hydro-units': [{'name': 'HU1',\n",
+    "                         'v_max': 100,\n",
+    "                         'v_min': 20,\n",
+    "                         'prod': 0.95,\n",
+    "                         'flow_max': 60,\n",
+    "                         'inflow_scenarios': [[23, 16], [19, 14], [15, 11]]}],\n",
+    "        'thermal-units': [{'name': 'GT1', 'capacity': 15, 'cost': 10},\n",
+    "                          {'name': 'GT2', 'capacity': 10, 'cost': 25}]}\n",
+    "\n",
+    "TestSystem = PowerSystem(path='system.yml')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af0e4777-071d-45f7-b711-f7314f64c94b",
+   "metadata": {},
+   "source": [
+    "## Decision Variables\n",
+    "\n",
+    "### Hydro Units\n",
+    "- Final volume $v_f$: The final volume of the reservoir after the operational period\n",
+    "- Turbined flow  $v_t$: The ammount of water that was turbined during the period\n",
+    "- Shed volume $v_v$: The ammount of water that was shed in the period\n",
+    "- Initial volume $v_i$\n",
+    "- Influx $afl$\n",
+    "\n",
+    "### Thermal Units\n",
+    "- total generation $g_t$: The total amount of generation provided by the unit during the period\n",
+    "\n",
+    "### System\n",
+    "- Outage $def$: The total ammount of power that will not be delivered by the system\n",
+    "\n",
+    "\n",
+    "\n",
+    "## The Objective Function\n",
+    "\n",
+    "Assuming a problem with 3 generation units (2 TGUs and 1 HGU) let's write down the Objetive Function of our problem:\n",
+    "\n",
+    "$$\n",
+    "\\begin{equation}\n",
+    "    \\begin{aligned}\n",
+    "        \\min \\quad                    & C_1\\cdot g_{t_1} + C_2\\cdot g_{t_2} + C_{def}\\cdot def + 0.01\\cdot v_v\\\\\n",
+    "        \\textrm{s.t.} \\quad           & \\\\\n",
+    "        \\textrm{hydro balance} \\quad  & v_f = v_i + afl - v_t \\\\\n",
+    "        \\textrm{load supplying} \\quad & \\rho\\cdot v_t + g_{t_1} + g_{t_2} + def = \\textrm{load}\\\\\n",
+    "        \\textrm{constraints} \\quad    & \\\\\n",
+    "                                      & v_{f_{min}}\\leq v_f \\leq v_{f_{max}}\\\\\n",
+    "                                      & v_{t_{min}}\\leq v_t \\leq v_{t_{max}}\\\\\n",
+    "                                      & v_{v_{min}}\\leq v_v \\leq v_{v_{max}}\\\\\n",
+    "                                      & g_{t_{min}}\\leq g_t^\\ast \\leq g_{t_{max}}\\\\\n",
+    "        ^\\ast \\textrm{for each TGU}& \n",
+    "    \\end{aligned}\n",
+    "\\end{equation}\n",
+    "$$\n",
+    "\n",
+    "> Later we shall also add the Future Cost Function $\\alpha$ in the minimization function "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ccbf3a14-01ed-4942-acb3-a4c64f47b6fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def dispatch(system, v_i, inflow):\n",
+    "    n_tgu = len(system.data['thermal-units'])\n",
+    "    n_hgu = len(system.data['hydro-units'])\n",
+    "\n",
+    "\n",
+    "    ## Initializing Model Variables\n",
+    "    v_f = model.variable(n_hgu, \"Final Volume of the Hydro Unit\")\n",
+    "    v_t = model.variable(n_hgu, \"Turbined Flow of the Hydro Unit\")\n",
+    "    v_v = model.variable(n_hgu, \"Shed flow of the Hydro Unit\")\n",
+    "    g_t = model.variable(n_tgu, \"Power generated by the Thermal Unit\")\n",
+    "    deficit = model.variable(1, \"Power deficit\")\n",
+    "\n",
+    "    ## Objective Function\n",
+    "    fob = 0\n",
+    "    for i, tgu in enumerate(system.data['thermal-units']):\n",
+    "        fob += tgu[\"cost\"]*g_t[i]\n",
+    "    fob+=TestSystem.data['outage_cost']*deficit[0]\n",
+    "    for i, _ in enumerate(system.data['hydro-units']):\n",
+    "        fob += 0.01*v_v[i]\n",
+    "\n",
+    "    ## Hydro Balance\n",
+    "    constraints = []\n",
+    "    for i, hgu in enumerate(system.data['hydro-units']):\n",
+    "        constraints.append( v_f[i] == v_i + inflow - v_t[i] - v_v[i] )\n",
+    "\n",
+    "    supplying = 0\n",
+    "    ## Load Supplying\n",
+    "    for i, hgu in enumerate(system.data['hydro-units']):\n",
+    "        supplying += hgu[\"prod\"] * v_t[i]\n",
+    "\n",
+    "    for i, tgu in enumerate(system.data['thermal-units']):\n",
+    "        supplying += g_t[i]\n",
+    "\n",
+    "    supplying += deficit[0]\n",
+    "\n",
+    "    constraints.append(supplying == system.data['load'][2])\n",
+    "\n",
+    "    ## Constraints\n",
+    "    for i, hgu in enumerate(system.data['hydro-units']):\n",
+    "        constraints.append(v_f[i] >= hgu[\"v_min\"])\n",
+    "        constraints.append(v_f[i] <= hgu[\"v_max\"])\n",
+    "        constraints.append(v_t[i] >= 0)\n",
+    "        constraints.append(v_t[i] <= hgu[\"flow_max\"])\n",
+    "        constraints.append(v_v[i] >= 0)\n",
+    "\n",
+    "    for i, tgu in enumerate(system.data['thermal-units']):\n",
+    "        constraints.append(g_t[i] >= 0)\n",
+    "        constraints.append(g_t[i] <= tgu[\"capacity\"])\n",
+    "\n",
+    "    constraints.append(deficit[0] >= 0)\n",
+    "    \n",
+    "    opt_problem = model.op(objective=fob, constraints=constraints)\n",
+    "    opt_problem.solve(format='dense',solver='glpk')\n",
+    "\n",
+    "    print(\"Total Cost: {}\".format(fob.value()))\n",
+    "\n",
+    "    for i, hgu in enumerate(system.data['hydro-units']):\n",
+    "        print(\"{} {} is {} hm3\".format(v_f.name,i,v_f[i].value()))\n",
+    "        print(\"{} {} is {} hm3\".format(v_t.name,i,v_t[i].value()))\n",
+    "        print(\"{} {} is {} hm3\".format(v_v.name,i,v_v[i].value()))\n",
+    "\n",
+    "    for i, tgu in enumerate(system.data['thermal-units']):\n",
+    "        print(\"{} {} is {} MWmed\".format(g_t.name,i,g_t[i].value()))\n",
+    "\n",
+    "    print(\"{} is {} MWmed\".format(deficit.name,deficit[0].value()))\n",
+    "\n",
+    "    for i, hgu in enumerate(system.data['hydro-units']):\n",
+    "        print(\"The cost of water at Hydro Unit {} is {} hm3\".format(i,constraints[i].multiplier.value))\n",
+    "\n",
+    "    print(\"The Marginal Cost is: {}\".format(constraints[n_hgu].multiplier.value))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "17fb0a0c-5a87-41fb-a645-1434a65c02d4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total Cost: [ 7.67e+03]\n",
+      "\n",
+      "Final Volume of the Hydro Unit 0 is [ 2.00e+01]\n",
+      " hm3\n",
+      "Turbined Flow of the Hydro Unit 0 is [ 1.10e+01]\n",
+      " hm3\n",
+      "Shed flow of the Hydro Unit 0 is [ 0.00e+00]\n",
+      " hm3\n",
+      "Power generated by the Thermal Unit 0 is [ 1.50e+01]\n",
+      " MWmed\n",
+      "Power generated by the Thermal Unit 1 is [ 1.00e+01]\n",
+      " MWmed\n",
+      "Power deficit is [ 1.45e+01]\n",
+      " MWmed\n",
+      "The cost of water at Hydro Unit 0 is [ 4.75e+02]\n",
+      " hm3\n",
+      "The Marginal Cost is: [-5.00e+02]\n",
+      "\n",
+      "GLPK Simplex Optimizer, v4.65\n",
+      "12 rows, 6 columns, 17 non-zeros\n",
+      "      0: obj =   0.000000000e+00 inf =   1.010e+02 (3)\n",
+      "      5: obj =   7.675000000e+03 inf =   0.000e+00 (0)\n",
+      "*     6: obj =   7.675000000e+03 inf =   0.000e+00 (0)\n",
+      "OPTIMAL LP SOLUTION FOUND\n"
+     ]
+    }
+   ],
+   "source": [
+    "system = TestSystem\n",
+    "v_i = 20\n",
+    "inflow = 11\n",
+    "\n",
+    "dispatch(system=system, v_i=v_i, inflow=inflow)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "108fdcb5-9ce2-49db-b487-eeaf90ec0e24",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "System Load: [50, 50, 50]\n",
+      "Number of HGUs: 1\n",
+      "Number of TGUs: 2\n"
+     ]
+    }
+   ],
+   "source": [
+    "import powersddp\n",
+    "\n",
+    "system = powersddp.PowerSystem(path='system.yml')\n",
+    "\n",
+    "print(\"System Load: {}\\n\"\n",
+    "      \"Number of HGUs: {}\\n\"\n",
+    "      \"Number of TGUs: {}\".format(system.data['load'],\n",
+    "                                  len(system.data['hydro-units']),\n",
+    "                                  len(system.data['thermal-units'])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "07837a84-da91-47bf-a749-d4292fde6d57",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "System Load: [50, 50, 50]\n",
+      "Number of HGUs: 1\n",
+      "Number of TGUs: 2\n"
+     ]
+    }
+   ],
+   "source": [
+    "import powersddp\n",
+    "\n",
+    "payload = {'load': [50, 50, 50],\n",
+    "           'discretizations': 3,\n",
+    "           'stages': 3,\n",
+    "           'scenarios': 2,\n",
+    "           'outage_cost': 500,\n",
+    "           'hydro-units': [{'name': 'HU1',\n",
+    "                            'v_max': 100,\n",
+    "                            'v_min': 20,\n",
+    "                            'prod': 0.95,\n",
+    "                            'flow_max': 60,\n",
+    "                            'inflow_scenarios': [[23, 16],\n",
+    "                                                 [19, 14],\n",
+    "                                                 [15, 11]]}],\n",
+    "          'thermal-units': [{'name': 'GT1', 'capacity': 15, 'cost': 10},\n",
+    "                            {'name': 'GT2', 'capacity': 10, 'cost': 25}]}\n",
+    "\n",
+    "system = powersddp.PowerSystem(data=payload)\n",
+    "\n",
+    "print(\"System Load: {}\\n\"\n",
+    "      \"Number of HGUs: {}\\n\"\n",
+    "      \"Number of TGUs: {}\".format(system.data['load'],\n",
+    "                                  len(system.data['hydro-units']),\n",
+    "                                  len(system.data['thermal-units'])))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "db680eea-a46e-4f24-a739-aae4117bb19e",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.8.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/README.md b/README.md
index e200220..9294885 100644
--- a/README.md
+++ b/README.md
@@ -18,4 +18,52 @@ A special thank should be given to professor **André Marcato**. This project do
 pip install powersddp
 ```
 
+## Example
+
+There are two ways of initializing a `Power System`. Either by providing a `.yml` file, or by passing a dictionary as an initialization data. Both are depicted bellow:
+
+> **Note:** When using the file input method (`.yml` format) check the  [example](system.yml) of how to declare the parameters.
+
+
+### Initializing a `PowerSystem`
+```Python
+import powersddp
+
+system = powersddp.PowerSystem(path='system.yml')
+
+print("System Load: {}\n"
+      "Number of HGUs: {}\n"
+      "Number of TGUs: {}".format(system.data['load'],
+                                  len(system.data['hydro-units']),
+                                  len(system.data['thermal-units'])))
+```
+
+```Python
+import powersddp
+
+payload = {'load': [50, 50, 50],
+           'discretizations': 3,
+           'stages': 3,
+           'scenarios': 2,
+           'outage_cost': 500,
+           'hydro-units': [{'name': 'HU1',
+                            'v_max': 100,
+                            'v_min': 20,
+                            'prod': 0.95,
+                            'flow_max': 60,
+                            'inflow_scenarios': [[23, 16],
+                                                 [19, 14],
+                                                 [15, 11]]}],
+          'thermal-units': [{'name': 'GT1', 'capacity': 15, 'cost': 10},
+                            {'name': 'GT2', 'capacity': 10, 'cost': 25}]}
+
+system = powersddp.PowerSystem(data=payload)
+
+print("System Load: {}\n"
+      "Number of HGUs: {}\n"
+      "Number of TGUs: {}".format(system.data['load'],
+                                  len(system.data['hydro-units']),
+                                  len(system.data['thermal-units'])))
+```
+
 <!-- <img src="https://render.githubusercontent.com/render/math?math=e^{i \pi} = -1"> -->
diff --git a/poetry.lock b/poetry.lock
index ab3d041..7944ec3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,20 @@
+[[package]]
+name = "anyio"
+version = "3.3.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16)"]
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -6,6 +23,31 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "appnope"
+version = "0.1.2"
+description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argon2-cffi"
+version = "20.1.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+cffi = ">=1.0.0"
+six = "*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "wheel", "pre-commit"]
+docs = ["sphinx"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+
 [[package]]
 name = "astroid"
 version = "2.6.6"
@@ -18,6 +60,14 @@ python-versions = "~=3.6"
 lazy-object-proxy = ">=1.4.0"
 wrapt = ">=1.11,<1.13"
 
+[[package]]
+name = "async-generator"
+version = "1.10"
+description = "Async generators and context managers for Python 3.5+"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -40,6 +90,25 @@ docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
 tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
 
+[[package]]
+name = "babel"
+version = "2.9.1"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "black"
 version = "21.7b0"
@@ -62,6 +131,49 @@ d = ["aiohttp (>=3.6.0)", "aiohttp-cors (>=0.4.0)"]
 python2 = ["typed-ast (>=1.4.2)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "bleach"
+version = "4.0.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = "*"
+six = ">=1.9.0"
+webencodings = "*"
+
+[[package]]
+name = "certifi"
+version = "2021.5.30"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.14.6"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.4"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
 [[package]]
 name = "click"
 version = "8.0.1"
@@ -81,6 +193,114 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "cvxopt"
+version = "1.2.6"
+description = "Convex optimization package"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "debugpy"
+version = "1.4.1"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+
+[[package]]
+name = "decorator"
+version = "5.0.9"
+description = "Decorators for Humans"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "entrypoints"
+version = "0.3"
+description = "Discover and load entry points from installed packages."
+category = "dev"
+optional = false
+python-versions = ">=2.7"
+
+[[package]]
+name = "idna"
+version = "3.2"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "ipykernel"
+version = "6.1.0"
+description = "IPython Kernel for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+debugpy = ">=1.0.0,<2.0"
+ipython = ">=7.23.1,<8.0"
+jupyter-client = "<7.0"
+matplotlib-inline = ">=0.1.0,<0.2.0"
+tornado = ">=4.2,<7.0"
+traitlets = ">=4.1.0,<6.0"
+
+[package.extras]
+test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "ipyparallel"]
+
+[[package]]
+name = "ipython"
+version = "7.26.0"
+description = "IPython: Productive Interactive Computing"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+jedi = ">=0.16"
+matplotlib-inline = "*"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
+pickleshare = "*"
+prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
+pygments = "*"
+traitlets = ">=4.2"
+
+[package.extras]
+all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["notebook", "ipywidgets"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"]
+
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "isort"
 version = "5.9.3"
@@ -95,6 +315,178 @@ requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
 plugins = ["setuptools"]
 
+[[package]]
+name = "jedi"
+version = "0.18.0"
+description = "An autocompletion tool for Python that can be used for text editors."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+parso = ">=0.8.0,<0.9.0"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<6.0.0)"]
+
+[[package]]
+name = "jinja2"
+version = "3.0.1"
+description = "A very fast and expressive template engine."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "json5"
+version = "0.9.6"
+description = "A Python implementation of the JSON5 data format."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+dev = ["hypothesis"]
+
+[[package]]
+name = "jsonschema"
+version = "3.2.0"
+description = "An implementation of JSON Schema validation for Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+attrs = ">=17.4.0"
+pyrsistent = ">=0.14.0"
+six = ">=1.11.0"
+
+[package.extras]
+format = ["idna", "jsonpointer (>1.13)", "rfc3987", "strict-rfc3339", "webcolors"]
+format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator (>0.1.0)", "rfc3339-validator"]
+
+[[package]]
+name = "jupyter-client"
+version = "6.2.0"
+description = "Jupyter protocol implementation and client libraries"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+jupyter-core = ">=4.6.0"
+nest-asyncio = ">=1.5"
+python-dateutil = ">=2.1"
+pyzmq = ">=13"
+tornado = ">=4.1"
+traitlets = "*"
+
+[package.extras]
+doc = ["sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["async-generator", "ipykernel", "ipython", "mock", "pytest-asyncio", "pytest-timeout", "pytest", "mypy", "pre-commit", "jedi (<0.18)"]
+
+[[package]]
+name = "jupyter-core"
+version = "4.7.1"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\""}
+traitlets = "*"
+
+[[package]]
+name = "jupyter-server"
+version = "1.10.2"
+description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+anyio = ">=3.1.0,<4"
+argon2-cffi = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=6.1.1"
+jupyter-core = ">=4.6.0"
+nbconvert = "*"
+nbformat = "*"
+prometheus-client = "*"
+pyzmq = ">=17"
+requests-unixsocket = "*"
+Send2Trash = "*"
+terminado = ">=0.8.3"
+tornado = ">=6.1.0"
+traitlets = ">=4.2.1"
+websocket-client = "*"
+
+[package.extras]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+
+[[package]]
+name = "jupyterlab"
+version = "3.1.6"
+description = "JupyterLab computational environment"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+ipython = "*"
+jinja2 = ">=2.1"
+jupyter-core = "*"
+jupyter-server = ">=1.4,<2.0"
+jupyterlab-server = ">=2.3,<3.0"
+nbclassic = ">=0.2,<1.0"
+packaging = "*"
+tornado = ">=6.1.0"
+
+[package.extras]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "jupyterlab-server[test] (>=2.2,<3.0)", "requests", "requests-cache", "virtualenv", "check-manifest"]
+ui-tests = ["build"]
+
+[[package]]
+name = "jupyterlab-pygments"
+version = "0.1.2"
+description = "Pygments theme using JupyterLab CSS variables"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pygments = ">=2.4.1,<3"
+
+[[package]]
+name = "jupyterlab-server"
+version = "2.7.0"
+description = "A set of server components for JupyterLab and JupyterLab like applications ."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+babel = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=2.10"
+json5 = "*"
+jsonschema = ">=3.0.1"
+jupyter-server = ">=1.4,<2.0"
+packaging = "*"
+requests = "*"
+
+[package.extras]
+test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "openapi-core (>=0.13.8,<0.14.0)", "pytest-console-scripts", "strict-rfc3339", "ruamel.yaml", "wheel"]
+
 [[package]]
 name = "lazy-object-proxy"
 version = "1.6.0"
@@ -103,6 +495,25 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
+[[package]]
+name = "markupsafe"
+version = "2.0.1"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "matplotlib-inline"
+version = "0.1.2"
+description = "Inline Matplotlib backend for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+traitlets = "*"
+
 [[package]]
 name = "mccabe"
 version = "0.6.1"
@@ -111,6 +522,14 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "mistune"
+version = "0.8.4"
+description = "The fastest markdown parser in pure Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "more-itertools"
 version = "8.8.0"
@@ -144,6 +563,126 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "nbclassic"
+version = "0.3.1"
+description = "Jupyter Notebook as a Jupyter Server Extension."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+jupyter-server = ">=1.8,<2.0"
+notebook = "<7"
+
+[package.extras]
+test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
+
+[[package]]
+name = "nbclient"
+version = "0.5.3"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+async-generator = "*"
+jupyter-client = ">=6.1.5"
+nbformat = ">=5.0"
+nest-asyncio = "*"
+traitlets = ">=4.2"
+
+[package.extras]
+dev = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
+sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
+test = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "bumpversion", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
+
+[[package]]
+name = "nbconvert"
+version = "6.1.0"
+description = "Converting Jupyter Notebooks"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+bleach = "*"
+defusedxml = "*"
+entrypoints = ">=0.2.2"
+jinja2 = ">=2.4"
+jupyter-core = "*"
+jupyterlab-pygments = "*"
+mistune = ">=0.8.1,<2"
+nbclient = ">=0.5.0,<0.6.0"
+nbformat = ">=4.4"
+pandocfilters = ">=1.4.1"
+pygments = ">=2.4.1"
+testpath = "*"
+traitlets = ">=5.0"
+
+[package.extras]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.2)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+serve = ["tornado (>=4.0)"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.2)"]
+webpdf = ["pyppeteer (==0.2.2)"]
+
+[[package]]
+name = "nbformat"
+version = "5.1.3"
+description = "The Jupyter Notebook format"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+ipython-genutils = "*"
+jsonschema = ">=2.4,<2.5.0 || >2.5.0"
+jupyter-core = "*"
+traitlets = ">=4.1"
+
+[package.extras]
+fast = ["fastjsonschema"]
+test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
+
+[[package]]
+name = "nest-asyncio"
+version = "1.5.1"
+description = "Patch asyncio to allow nested event loops"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "notebook"
+version = "6.4.3"
+description = "A web-based notebook environment for interactive computing"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=5.3.4"
+jupyter-core = ">=4.6.1"
+nbconvert = "*"
+nbformat = "*"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = ">=1.5.0"
+terminado = ">=0.8.3"
+tornado = ">=6.1"
+traitlets = ">=4.2.1"
+
+[package.extras]
+docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+json-logging = ["json-logging"]
+test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+
 [[package]]
 name = "packaging"
 version = "21.0"
@@ -155,6 +694,26 @@ python-versions = ">=3.6"
 [package.dependencies]
 pyparsing = ">=2.0.2"
 
+[[package]]
+name = "pandocfilters"
+version = "1.4.3"
+description = "Utilities for writing pandoc filters in python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "parso"
+version = "0.8.2"
+description = "A Python Parser"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
+testing = ["docopt", "pytest (<6.0.0)"]
+
 [[package]]
 name = "pathspec"
 version = "0.9.0"
@@ -163,6 +722,25 @@ category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
+[[package]]
+name = "pexpect"
+version = "4.8.0"
+description = "Pexpect allows easy control of interactive console applications."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ptyprocess = ">=0.5"
+
+[[package]]
+name = "pickleshare"
+version = "0.7.5"
+description = "Tiny 'shelve'-like database with concurrency support"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "pluggy"
 version = "0.13.1"
@@ -174,6 +752,36 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 [package.extras]
 dev = ["pre-commit", "tox"]
 
+[[package]]
+name = "prometheus-client"
+version = "0.11.0"
+description = "Python client for the Prometheus monitoring system."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+twisted = ["twisted"]
+
+[[package]]
+name = "prompt-toolkit"
+version = "3.0.19"
+description = "Library for building powerful interactive command lines in Python"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[package.dependencies]
+wcwidth = "*"
+
+[[package]]
+name = "ptyprocess"
+version = "0.7.0"
+description = "Run a subprocess in a pseudo terminal"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "py"
 version = "1.10.0"
@@ -182,6 +790,22 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pycparser"
+version = "2.20"
+description = "C parser in Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pygments"
+version = "2.9.0"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "pylint"
 version = "2.9.6"
@@ -205,6 +829,14 @@ category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
+[[package]]
+name = "pyrsistent"
+version = "0.18.0"
+description = "Persistent/Functional/Immutable data structures"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "pytest"
 version = "5.4.3"
@@ -227,6 +859,61 @@ wcwidth = "*"
 checkqa-mypy = ["mypy (==v0.761)"]
 testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
 
+[[package]]
+name = "python-dateutil"
+version = "2.8.2"
+description = "Extensions to the standard Python datetime module"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "pytz"
+version = "2021.1"
+description = "World timezone definitions, modern and historical"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pywin32"
+version = "301"
+description = "Python for Window Extensions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "pywinpty"
+version = "1.1.3"
+description = "Pseudo terminal support for Windows from Python."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "pyyaml"
+version = "5.4.1"
+description = "YAML parser and emitter for Python"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
+[[package]]
+name = "pyzmq"
+version = "22.2.1"
+description = "Python bindings for 0MQ"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = {version = "*", markers = "implementation_name == \"pypy\""}
+py = {version = "*", markers = "implementation_name == \"pypy\""}
+
 [[package]]
 name = "regex"
 version = "2021.8.3"
@@ -235,6 +922,92 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "requests"
+version = "2.26.0"
+description = "Python HTTP for Humans."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
+idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+urllib3 = ">=1.21.1,<1.27"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+
+[[package]]
+name = "requests-unixsocket"
+version = "0.2.0"
+description = "Use requests to talk HTTP via a UNIX domain socket"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+requests = ">=1.1"
+urllib3 = ">=1.8"
+
+[[package]]
+name = "send2trash"
+version = "1.8.0"
+description = "Send file to trash natively under Mac OS X, Windows and Linux."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+nativelib = ["pyobjc-framework-cocoa", "pywin32"]
+objc = ["pyobjc-framework-cocoa"]
+win32 = ["pywin32"]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "sniffio"
+version = "1.2.0"
+description = "Sniff out which async library your code is running under"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "terminado"
+version = "0.11.0"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=4"
+
+[package.extras]
+test = ["pytest"]
+
+[[package]]
+name = "testpath"
+version = "0.5.0"
+description = "Test utilities for code working with files and commands"
+category = "dev"
+optional = false
+python-versions = ">= 3.5"
+
+[package.extras]
+test = ["pytest", "pathlib2"]
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -251,6 +1024,36 @@ category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "tornado"
+version = "6.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "dev"
+optional = false
+python-versions = ">= 3.5"
+
+[[package]]
+name = "traitlets"
+version = "5.0.5"
+description = "Traitlets Python configuration system"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+ipython-genutils = "*"
+
+[package.extras]
+test = ["pytest"]
+
+[[package]]
+name = "types-pyyaml"
+version = "5.4.6"
+description = "Typing stubs for PyYAML"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "typing-extensions"
 version = "3.10.0.0"
@@ -259,6 +1062,19 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "urllib3"
+version = "1.26.6"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+
+[package.extras]
+brotli = ["brotlipy (>=0.6.0)"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+
 [[package]]
 name = "wcwidth"
 version = "0.2.5"
@@ -267,6 +1083,26 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "websocket-client"
+version = "1.2.1"
+description = "WebSocket client for Python with low level API options"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
 [[package]]
 name = "wrapt"
 version = "1.12.1"
@@ -278,17 +1114,49 @@ python-versions = "*"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
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+content-hash = "a80ab2d038ebd23b2a35fddb2e703975351608f10eedf2519677c49d97feb518"
 
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 regex = [
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@@ -437,6 +1749,34 @@ regex = [
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 ]
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 ]
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diff --git a/powersddp/__init__.py b/powersddp/__init__.py
index 3dc1f76..a60e765 100644
--- a/powersddp/__init__.py
+++ b/powersddp/__init__.py
@@ -1,1 +1,1 @@
-__version__ = "0.1.0"
+from powersddp.core.api import PowerSystem
diff --git a/powersddp/core/__init__.py b/powersddp/core/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/powersddp/core/api.py b/powersddp/core/api.py
new file mode 100644
index 0000000..d33db35
--- /dev/null
+++ b/powersddp/core/api.py
@@ -0,0 +1,1 @@
+from powersddp.core.system import PowerSystem
diff --git a/powersddp/core/system.py b/powersddp/core/system.py
new file mode 100644
index 0000000..d8e72df
--- /dev/null
+++ b/powersddp/core/system.py
@@ -0,0 +1,59 @@
+"""Module to handle classes and methods related to a selected Power System.
+This module should follow a systems.json file standar:
+{
+  "{name}": {
+    "shedding_cost": float,
+    "load": [float, float, float],
+    "n_disc": int,
+    "n_est": int,
+    "n_cen": int,
+    "generation_units": [
+      {"type": "hydro",
+       "name": "str",
+       "v_max": float,
+       "v_min": float,
+       "prod": float,
+       "flow_max": float,
+       "inflow_scenarios":[<list>]},
+      {"type": "thermal", "name": "str", "capacity": "float", "cost": float},
+      ...
+    ]
+  }
+}
+Where {name} should be changed to whatever name you may choose to your system.
+For example, 'Test01'. Check README.md file.
+"""
+
+from abc import ABC, abstractclassmethod
+import yaml
+
+from powersddp.util._yml import YmlLoader
+
+YmlLoader.add_constructor("!include", YmlLoader.include)
+
+
+class PowerSystemInterface(ABC):
+    @abstractclassmethod
+    def load_system(self):
+        raise NotImplementedError
+
+
+class PowerSystem(PowerSystemInterface):
+    def __init__(self, verbose: bool = False, **kwargs):
+        self.__verbose = verbose
+        self.__dict__.update(kwargs)
+        self.load_system()
+
+    def load_system(self):
+        if "path" in self.__dict__:
+            with open(self.path, "r") as f:
+                data = yaml.load(f, YmlLoader)
+
+                self.data = data
+                if self.__verbose:
+                    print("System loaded from {} file".format(self.path))
+        elif "data" in self.__dict__:
+            if self.__verbose:
+                print("System loaded from 'data' payload")
+        else:
+            raise NotImplementedError
diff --git a/powersddp/util/__init__.py b/powersddp/util/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/powersddp/util/_yml.py b/powersddp/util/_yml.py
new file mode 100644
index 0000000..b0b21b8
--- /dev/null
+++ b/powersddp/util/_yml.py
@@ -0,0 +1,17 @@
+import yaml
+import os
+
+
+class YmlLoader(yaml.SafeLoader):
+    def __init__(self, stream):
+
+        self._root = os.path.split(stream.name)[0]
+
+        super(YmlLoader, self).__init__(stream)
+
+    def include(self, node):
+
+        filename = os.path.join(self._root, self.construct_scalar(node))
+
+        with open(filename, "r") as f:
+            return yaml.load(f, YmlLoader)
diff --git a/pyproject.toml b/pyproject.toml
index 6334502..31928aa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,12 +10,16 @@ exclude = ["Makefile","README.rst","Notebook.ipynb"]
 
 [tool.poetry.dependencies]
 python = "^3.8"
+PyYAML = "^5.4.1"
+cvxopt = "^1.2.6"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"
 black = "^21.7b0"
 pylint = "^2.9.6"
 mypy = "^0.910"
+jupyterlab = "^3.1.6"
+types-PyYAML = "^5.4.6"
 
 [tool.black]
 line-length = 88
diff --git a/system-hydro.yml b/system-hydro.yml
new file mode 100644
index 0000000..840a01d
--- /dev/null
+++ b/system-hydro.yml
@@ -0,0 +1,10 @@
+-
+  name: HU1
+  v_max: 100
+  v_min: 20
+  prod: 0.95
+  flow_max: 60
+  inflow_scenarios:
+    - [23,16]
+    - [19,14]
+    - [15,11]
\ No newline at end of file
diff --git a/system-thermal.yml b/system-thermal.yml
new file mode 100644
index 0000000..7dd685b
--- /dev/null
+++ b/system-thermal.yml
@@ -0,0 +1,8 @@
+-
+  name: GT1
+  capacity: 15
+  cost: 10
+-
+  name: GT2
+  capacity: 10
+  cost: 25
\ No newline at end of file
diff --git a/system.yml b/system.yml
new file mode 100644
index 0000000..26373dd
--- /dev/null
+++ b/system.yml
@@ -0,0 +1,7 @@
+load: [50,50,50]
+discretizations: 3
+stages: 3
+scenarios: 2
+outage_cost: 500
+hydro-units: !include system-hydro.yml
+thermal-units: !include system-thermal.yml
\ No newline at end of file


Test patch:
diff --git a/tests/test_powersddp.py b/tests/test_powersddp.py
deleted file mode 100644
index 00caad0..0000000
--- a/tests/test_powersddp.py
+++ /dev/null
@@ -1,5 +0,0 @@
-from powersddp import __version__
-
-
-def test_version():
-    assert __version__ == "0.1.0"
diff --git a/tests/test_system.py b/tests/test_system.py
new file mode 100644
index 0000000..e0860c2
--- /dev/null
+++ b/tests/test_system.py
@@ -0,0 +1,48 @@
+from unittest import TestCase
+
+from powersddp import PowerSystem
+
+
+class TestSystem(TestCase):
+    def test_PowerSystem_should_load_from_file(self):
+        with self.subTest():
+            System = PowerSystem(path="system.yml")
+
+            # Structure
+            self.assertEqual(type(System.data), dict)
+
+            # Content
+            self.assertTrue(System.data["load"] == [50, 50, 50])
+            self.assertTrue(System.data["hydro-units"][0]["name"] == "HU1")
+
+    def test_PowerSystem_should_load_from_payload(self):
+        with self.subTest():
+            payload = {
+                "load": [50, 50, 50],
+                "discretizations": 3,
+                "stages": 3,
+                "scenarios": 2,
+                "outage_cost": 500,
+                "hydro-units": [
+                    {
+                        "name": "HU1",
+                        "v_max": 100,
+                        "v_min": 20,
+                        "prod": 0.95,
+                        "flow_max": 60,
+                        "inflow_scenarios": [[23, 16], [19, 14], [15, 11]],
+                    }
+                ],
+                "thermal-units": [
+                    {"name": "GT1", "capacity": 15, "cost": 10},
+                    {"name": "GT2", "capacity": 10, "cost": 25},
+                ],
+            }
+
+            System = PowerSystem(data=payload)
+            # Structure
+            self.assertEqual(type(System.data), dict)
+
+            # Content
+            self.assertTrue(System.data["load"] == [50, 50, 50])
+            self.assertTrue(System.data["hydro-units"][0]["name"] == "HU1")