From d8182b24ff97890c4b80df7f6b90558e1fa05c96 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Tue, 28 Sep 2021 13:45:09 +0530 Subject: [PATCH 1/7] v0.4.0 changelog: - added TSP and Transport modules --- logs/cov.out | 3 +- logs/pylint/lib-opt-py.out | 4 + logs/pylint/tests-test_opt-py.out | 4 + mllib/__main__.py | 27 ++ mllib/lib/opt.py | 655 ++++++++++++++++++++++++++++++ requirements.txt | 4 +- tests/test_opt.py | 140 +++++++ 7 files changed, 835 insertions(+), 2 deletions(-) create mode 100644 logs/pylint/lib-opt-py.out create mode 100644 logs/pylint/tests-test_opt-py.out create mode 100644 mllib/lib/opt.py create mode 100644 tests/test_opt.py diff --git a/logs/cov.out b/logs/cov.out index eed6fca..6057f98 100644 --- a/logs/cov.out +++ b/logs/cov.out @@ -5,6 +5,7 @@ Name Stmts Miss Cover /media/ph33r/Data/Project/mllib/Git/mllib/lib/cluster.py 103 0 100% /media/ph33r/Data/Project/mllib/Git/mllib/lib/knn.py 70 0 100% /media/ph33r/Data/Project/mllib/Git/mllib/lib/model.py 44 0 100% +/media/ph33r/Data/Project/mllib/Git/mllib/lib/opt.py 158 0 100% /media/ph33r/Data/Project/mllib/Git/mllib/lib/tree.py 79 0 100% ----------------------------------------------------------------------------------------- -TOTAL 310 0 100% +TOTAL 468 0 100% diff --git a/logs/pylint/lib-opt-py.out b/logs/pylint/lib-opt-py.out new file mode 100644 index 0000000..b96d3cd --- /dev/null +++ b/logs/pylint/lib-opt-py.out @@ -0,0 +1,4 @@ + +------------------------------------ +Your code has been rated at 10.00/10 + diff --git a/logs/pylint/tests-test_opt-py.out b/logs/pylint/tests-test_opt-py.out new file mode 100644 index 0000000..d7495ee --- /dev/null +++ b/logs/pylint/tests-test_opt-py.out @@ -0,0 +1,4 @@ + +-------------------------------------------------------------------- +Your code has been rated at 10.00/10 (previous run: 10.00/10, +0.00) + diff --git a/mllib/__main__.py b/mllib/__main__.py index d5bc8be..6286c01 100644 --- a/mllib/__main__.py +++ b/mllib/__main__.py @@ -31,6 +31,8 @@ from lib.knn import KNN # noqa: F841 from lib.tree import RandomForest # noqa: F841 from lib.tree import XGBoost # noqa: F841 +from lib.opt import TSP # noqa: F841 +from lib.opt import Transport # noqa: F841 # ============================================================================= # --- DO NOT CHANGE ANYTHING FROM HERE @@ -118,6 +120,31 @@ print("\nXGBoost\n") for k, v in mod.model_summary.items(): print(k, str(v).rjust(69 - len(k))) + print(elapsed_time("Time", start_t), + sep="\n") + # --- Travelling salesman + start_t = time.time_ns() + df_ip = pd.read_csv(path + "input/us_city.csv") + df_ip = df_ip.iloc[:10, :] + tsp = TSP() + opt = tsp.solve(loc=df_ip["city"].tolist(), + lat=df_ip["lat"].tolist(), + lon=df_ip["lng"].tolist(), + debug=False) + print("\nTSP\n") + print("Optimal value:", round(opt[1], 3)) + print(elapsed_time("Time", start_t), + sep="\n") + # --- Transportation + start_t = time.time_ns() + c_loc = ["1", "5", "10", "11", "100", "127", "324"] + c_demand = [20, 10, 15, 0, 0, 25, 0] + c_supply = [0, 0, 0, 30, 12, 0, 28] + c_lat = [42.1, 43.0, 40.3, 46.8, 43.9, 41.6, 45.2] + c_lon = [-102.1, -103.0, -100.3, -106.8, -103.9, -101.6, -105.2] + prob = Transport(c_loc, c_demand, c_supply, c_lat, c_lon, 1) + opt_out = prob.solve(0) + print("\nTransportation\n") print(elapsed_time("Time", start_t), sep="\n") # --- EOF diff --git a/mllib/lib/opt.py b/mllib/lib/opt.py new file mode 100644 index 0000000..2dfb4fc --- /dev/null +++ b/mllib/lib/opt.py @@ -0,0 +1,655 @@ +""" +Optimization module. + +**Available routines:** + +- class ``TSP``: Solve the Traveling salesman problem using integer + programming/nearest neighbour algorithm. +- class ``Transport``: Solve the Transportation problem using integer + programming. + +Credits +------- +:: + + Authors: + - Diptesh + - Madhu + + Date: Sep 28, 2021 +""" + +# ============================================================================= +# --- DO NOT CHANGE ANYTHING FROM HERE +# ============================================================================= + +# pylint: disable=invalid-name +# pylint: disable-msg=too-many-arguments +# pylint: disable=too-many-instance-attributes + +# ============================================================================= +# --- Import libraries +# ============================================================================= + +from dataclasses import dataclass +from typing import List, Tuple, Dict + +import copy +import math +import pandas as pd +import numpy as np +import pulp + +# ============================================================================= +# --- User defined functions +# ============================================================================= + + +@dataclass +class TSP: + """ + Travelling salesman problem. + + Module for `Travelling salesman problem + `_ using + integer programming or nearest neighbour algorithm. + + Methods + ------- + :func:`~opt.TSP.integer_program` + Determining optimal path using integer programming. + + :func:`~opt.TSP.nearest_neighbour` + Determining optimal path using nearest neighbour algorithm. + + :func:`~opt.TSP.solve` + Determining optimal path using integer programming or nearest neighbour + algorithm based on count of locations. + + """ + + _paired_loc = None + + @staticmethod + def haversine_np(lon1: List[float], + lat1: List[float], + lon2: List[float], + lat2: List[float], + dist: str = "mi" + ) -> np.ndarray: + """ + Haversine distance formula. + + Calculate the euclidean distance in miles between two points + specified in decimal degrees using + `Haversine formula `_. + + Parameters + ---------- + lon1, lat1, lon2, lat2 : float + + Pair of Latitude and Longitude. All args must be of equal length. + + dist : str, `optional` + + Output distance in miles ('mi') or kilometers ('km') + (the default is mi) + + Returns + ------- + numpy.ndarray + + Euclidean distance between two points in miles. + + """ + if dist == "km": # pragma: no cover + R = 6372.8 + else: + R = 3959.87433 + lon1, lat1, lon2, lat2 = map(np.radians, [lon1, lat1, lon2, lat2]) + dlon = lon2 - lon1 + dlat = lat2 - lat1 + a = (np.sin(dlat / 2.0) ** 2 + + np.cos(lat1) * np.cos(lat2) + * np.sin(dlon / 2.0) ** 2) + op = R * 2 * np.arcsin(np.sqrt(a)) + return op + + @staticmethod + def pair_dist(loc: List[str], + lat: List[float], + lon: List[float] + ) -> Tuple[List[str], + Dict[Tuple[str, str], + float]]: + """ + Create pairwise euclidean distance in miles between all locations. + + Parameters + ---------- + loc : list + + A list containing the location names. + + lat : list + + List of latitude in decimal degrees. + + lon : list + + List of longitude in decimal degrees. + + Returns + ------- + loc : list + + A list containing the location names. + + dist : dict + + A dictionary containg the pairwise locations as Key and distances + as values. + + """ + df = pd.DataFrame(data={'loc': loc, 'x': lat, 'y': lon}) + df["key"] = 1 + df = pd.merge(df, + df, + how="outer", + on="key", + copy=False) + df = df.drop(labels=["key"], axis=1) + df = df[df["loc_x"] != df["loc_y"]] + df["dist"] = TSP.haversine_np(df["y_x"], df["x_x"], + df["y_y"], df["x_y"]) + df = df[["loc_x", "loc_y", "dist"]] + df = dict(zip(zip(df.loc_x, df.loc_y), df.dist)) + return (loc, df) + + @staticmethod + def integer_program(loc: List[str], + dist: Dict[Tuple[str, str], + float], + debug_mode: bool = False + ) -> Tuple[str, + float, + zip]: + """ + Travelling Salesman Problem using integer programming. + + Parameters + ---------- + loc : list + + A list containing the location names. + + dist : dict + + A dictionary containg the pairwise locations as Key and distances + as values. + + debug_mode : bool, optional, default : False + + Print log in console. + + Returns + ------- + tuple + + Containing the following:: + + Optimization solution status : str + Objective function value : float + Optimal path with distance : zip object containing + - list of tuples + - locations : str + - distances : float + + """ + # Initiate IP formulation model + model = pulp.LpProblem("Travelling Salesman Problem", pulp.LpMinimize) + # Decision variables - 1 if chosen, 0 otherwise + dv_leg = pulp.LpVariable.dicts("Decision variable leg", dist, + lowBound=0, upBound=1, cat='Binary') + # Objective function - Minimize total distance + model += pulp.lpSum([dv_leg[(i, j)] * dist[(i, j)] for (i, j) in dist]) + # Constraints + # Con 01 - 02: Each node should be entered and exited exactly once + for k in loc: + model += pulp.lpSum([dv_leg[(i, k)] + for i in loc if (i, k) in dv_leg]) == 1 + model += pulp.lpSum([dv_leg[(k, i)] + for i in loc if (k, i) in dv_leg]) == 1 + # Con 03: Eliminate subtours + u = pulp.LpVariable.dicts("Relative position of each tour leg", loc, + lowBound=0, upBound=len(loc)-1, + cat='Integer') + for i in loc: + for j in loc: + if (i != j) and (i != loc[0] and j != loc[0]) and\ + (i, j) in dv_leg: + model += u[i] - u[j] <= (len(loc))*(1 - dv_leg[(i, j)]) - 1 + # Solve + debug_mode = int(debug_mode is True) + pulp.LpSolverDefault.msg = debug_mode + model.solve() + # Generate optimal path + loc_left = copy.copy(loc) + org = loc[0] + tour = [] + tour.append(loc_left.pop(loc_left.index(org))) + while loc_left: + for k in loc_left: + if dv_leg[(org, k)].varValue == 1: + tour.append(loc_left.pop(loc_left.index(k))) + org = k + break + tour.append(loc[0]) + tour_legs = [dist[(tour[i-1], tour[i])] for i in range(1, len(tour))] + return (pulp.LpStatus[model.status], + sum(tour_legs), + zip(tour, tour_legs)) + + @staticmethod + def nearest_neighbour(loc_dict: Dict[Tuple[str, str], + float] + ) -> Tuple[str, + float, + zip]: + """ + Travelling Salesman Problem using nearest neighbour algorithm. + + Parameters + ---------- + loc_dict : dict + + A dictionary containg the pairwise locations as Key and distances + as values. + + Returns + ------- + tuple containing the following:: + + Algorithm used : str + Objective function value : float + Optimal path with distance : zip object containing + - list of tuples + - locations : str + - distances : float + + """ + loc_df = pd.concat([pd.DataFrame(loc_dict.keys(), columns=["loc1", + "loc2"]), + pd.DataFrame(loc_dict.values(), columns=["dist"])], + axis=1, verify_integrity=True) + loc_df = loc_df.sort_values(["loc1", "dist"]) + loc_dist = loc_df["loc1"].unique().tolist() + loc_df = loc_df.set_index("loc1") + obj_val = math.inf + op_dist = None + op_visited = None + for loc in range(len(loc_dist)): + unvisited = copy.copy(loc_dist) + sp = unvisited[loc] + visited = [] + dist = [] + i = sp + while unvisited != []: + if len(unvisited) > 1: + tmp = loc_df[loc_df.index == i] + tmp = tmp[tmp["loc2"].isin(unvisited)].reset_index() + else: + tmp = loc_df[(loc_df.index == i) + & (loc_df["loc2"] == sp)].reset_index() + visited.append(i) + dist.append(tmp["dist"][0]) + unvisited.remove(i) + i = tmp["loc2"][0] + if sum(dist) < obj_val: + obj_val = sum(dist) + op_dist = dist + op_visited = visited + return ("Nearest Neighbour", sum(op_dist), zip(op_visited, op_dist)) + + def solve(self, + loc: List[str], + lat: List[float], + lon: List[float], + debug: bool = False + ) -> Tuple[str, + float, + zip]: + """ + Solve for TSP. + + Solve Travelling Salesman Problem using Integer Programming if + locations are less than 50 else solve using Nearest neighbour + algorithm. + + Parameters + ---------- + loc : list + + A list containing the location names. + + lat : list + + List of latitude in decimal degrees. + + lon : list + + List of longitude in decimal degrees. + + debug : bool, optional, default : False + + Print log in console. + + Returns + ------- + tuple containing the following:: + + Algorithm used : str + Objective function value : float + Optimal path with distance : zip object containing + - list of tuples + - locations : str + - distances : float + + """ + self._paired_loc = self.pair_dist(loc, lat, lon) + if len(loc) < 50: + op = self.integer_program(self._paired_loc[0], + self._paired_loc[1], + debug) + else: + op = self.nearest_neighbour(self._paired_loc[1]) + return op + + +class Transport(): + """ + Module to solve for Transportation Problem using Integer programming. + + Parameters + ---------- + loc : list + + A list containing the locations/nodes. + + demand : list + + A list containing the demand quantity for each node. + + supply : list + + A list containing the supply quantity for each node. + + lat : list + + A list containing the latitude for each node. + + lon : list + + A list containing the longitude for each node. + + cost : float + + Cost per unit per mile + + """ + + def __init__(self, + loc: List[str], + demand: List[int], + supply: List[int], + lat: List[float], + lon: List[float], + cost: int): + """Initialize variables.""" + self._loc = loc + self._demand = demand + self._supply = supply + self._lat = lat + self._lon = lon + self._cost = cost + self._ori_demand = demand + self._ori_supply = supply + self._inputs = None + self.output = None + + @staticmethod + def haversine_np(lon1: List[float], + lat1: List[float], + lon2: List[float], + lat2: List[float], + dist: str = "mi" + ) -> np.ndarray: + """ + Haversine distance formula. + + Calculate the euclidean distance in miles between two points + specified in decimal degrees using + `Haversine formula `_. + + Parameters + ---------- + lon1, lat1, lon2, lat2 : float + + Pair of Latitude and Longitude. All args must be of equal length. + + dist : str, `optional` + + Output distance in miles ('mi') or kilometers ('km') + (the default is mi) + + Returns + ------- + numpy.ndarray + + Euclidean distance between two points in miles. + + """ + if dist == "km": # pragma: no cover + R = 6372.8 + else: + R = 3959.87433 + lon1, lat1, lon2, lat2 = map(np.radians, [lon1, lat1, lon2, lat2]) + dlon = lon2 - lon1 + dlat = lat2 - lat1 + a = (np.sin(dlat / 2.0) ** 2 + + np.cos(lat1) * np.cos(lat2) + * np.sin(dlon / 2.0) ** 2) + op = R * 2 * np.arcsin(np.sqrt(a)) + return op + + def _opt_ip(self) -> Tuple[Dict[str, int], + Dict[str, int], + Dict[Tuple[str, str], float]]: + """ + Create inputs dicts for :func:`transport_prob`. + + Returns + ------- + tuple + A tuple containing the following:: + + demand : dict + Dict containing location, demand as key value pair. + + supply : dict + Dict containing location, supply as key value pair. + + costs : dict + Dict containing (suppy_node, demand_node), costs + as key value pair. + + """ + df = pd.DataFrame(zip(self._loc, self._demand, self._supply, + self._lat, self._lon, [1] * len(self._loc)), + columns=["loc", "demand", "supply", + "lat", "lon", "key"]) + df["loc"] = df["loc"].astype(str) + df_demand = df[df["demand"] > 0] + df_supply = df[df["supply"] > 0] + # Balance demand and supply + tot_demand = sum(df_demand["demand"]) + tot_supply = sum(df_supply["supply"]) + if tot_demand > tot_supply: + df_supply = df_supply.append({'loc': "Dummy", + "demand": 0, + "supply": tot_demand - tot_supply, + "lat": 0, + "lon": 0, + "key": 1}, + ignore_index=True) + elif tot_supply > tot_demand: + df_demand = df_demand.append({"loc": "Dummy", + "demand": tot_supply - tot_demand, + "supply": 0, + "lat": 0, + "lon": 0, + "key": 1}, + ignore_index=True) + df_wt = pd.merge(df_supply, + df_demand, + on="key", + how="outer", + copy=False) + df_wt = df_wt.drop(labels=["key"], axis=1) + df_wt["dist"] = Transport.haversine_np(df_wt["lon_x"], + df_wt["lat_x"], + df_wt["lon_y"], + df_wt["lat_y"]) + df_wt = df_wt.sort_values(["loc_x", "loc_y"]) + df_wt.loc[(df_wt["loc_x"] == "Dummy") | (df_wt["loc_y"] == "Dummy"), + "dist"] = 0 + df_wt["cost"] = df_wt["dist"] * self._cost + ip_supply = dict(zip(df_supply["loc"].astype(str), + df_supply["supply"])) + ip_demand = dict(zip(df_demand["loc"].astype(str), + df_demand["demand"])) + df_wt = df_wt[["loc_x", "loc_y", "cost"]] + ip_costs = df_wt.set_index(["loc_x", "loc_y"]).cost.to_dict() + return (ip_demand, ip_supply, ip_costs) + + @staticmethod + def integer_program(demand: Dict[str, int], + supply: Dict[str, int], + costs: Dict[Tuple[str, str], float], + debug: bool = False + ) -> Tuple[str, + float, + List[Tuple[str, + str, + int]]]: + """ + Transportation Problem using Integer programming. + + Parameters + ---------- + demand : dict + + Dict containing location, demand as key value pair. + + supply : dict + + Dict containing location, supply as key value pair. + + costs : dict + + Dict containing (suppy_node, demand_node), costs + as key value pair. + + debug : bool, optional + + Print log in console (the default is False) + + Returns + ------- + list + Containing the following:: + + Optimization solution status : str + Objective function value in real number : float + Optimal path with costs : list of tuples + (supply_node, demand_node, units) + + Example + ------- + >>> optimal_op = Transport.integer_program(demand_dict, + supply_dict, + costs_list, + 1) + + """ + supply_node = supply.keys() + demand_node = demand.keys() + # Integer programming + model = pulp.LpProblem("Transportation problem", pulp.LpMinimize) + Routes = [(s, d) for s in supply_node for d in demand_node] + route_vars = pulp.LpVariable.dicts("Route", + (supply_node, demand_node), + lowBound=0, + upBound=None, + cat=pulp.LpInteger) + # Objective function + model += pulp.lpSum([route_vars[s][d] * costs[(s, d)] + for (s, d) in Routes]) + # Con 01: Supply maximum constraints are added to model for each + # supply node + for s in supply_node: + model += pulp.lpSum([route_vars[s][d] + for d in demand_node]) <= supply[s] + # Con 02: The demand minimum constraints are added to model for each + # demand node + for d in demand_node: + model += pulp.lpSum([route_vars[s][d] + for s in supply_node]) >= demand[d] + # Solve + debug = int(debug is True) + pulp.LpSolverDefault.msg = debug + model.solve() + route_list = [(v.name.split("_")[1], v.name.split("_")[2], v.varValue) + for v in model.variables() if v.varValue > 0] + ip_op = (pulp.LpStatus[model.status], + model.objective.value(), + route_list) + return ip_op + + def solve(self, debug: bool = False) -> List[Tuple[str, str, int]]: + """ + Transportation Problem using Integer programming. + + Parameters + ---------- + :debug: int (binary), optional + + Print log in console when 1, 0 otherwise (the default is 0) + + Returns + ------- + list of tuples + Containing the following:: + + Optimal path with costs : (supply_node, demand_node, units) + + """ + self._inputs = self._opt_ip() + self.output = Transport.integer_program(demand=self._inputs[0], + supply=self._inputs[1], + costs=self._inputs[2], + debug=debug) + return self.output[2] + + def summary(self): # pragma: no cover + """Print summary for optimization results.""" + print("Summary:\n") + print("Total demand:", sum(self._ori_demand)) + print("Total supply:", sum(self._ori_supply)) + if sum(self._ori_demand) > sum(self._ori_supply): + print("Deficit:", sum(self._ori_demand) - sum(self._ori_supply)) + elif sum(self._ori_supply) > sum(self._ori_demand): + print("Surplus:", sum(self._ori_supply) - sum(self._ori_demand)) + print("Optimization status:", self.output[0]) + if self.output[0] == "Optimal": + print("Total cost:", np.round(self.output[1], decimals=2)) diff --git a/requirements.txt b/requirements.txt index 7715ab9..1f65666 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,7 @@ Cython==0.29.15 numpy==1.19.5 -pandas==1.1.3 +PuLP==1.6.8 xgboost==1.3.3 +pandas==1.1.3 +dataclasses==0.8 scikit_learn==1.0 diff --git a/tests/test_opt.py b/tests/test_opt.py new file mode 100644 index 0000000..1411a33 --- /dev/null +++ b/tests/test_opt.py @@ -0,0 +1,140 @@ +""" +Unit tests for opt.py module. + +Author +------ +:: + + Author: Diptesh Basak + Date: Jun 16, 2019 + License: BSD 3-Clause +""" + +# pylint: disable=invalid-name +# pylint: disable=wrong-import-position + +import unittest +import warnings +import re +import sys + +from inspect import getsourcefile +from os.path import abspath + +import pandas as pd +import numpy as np + +# Set base path +path = abspath(getsourcefile(lambda: 0)) +path = re.sub(r"(.+)(\/tests.*)", "\\1", path) + +sys.path.insert(0, path) + +from mllib.lib.opt import TSP # noqa: F841 +from mllib.lib.opt import Transport # noqa: F841 + +# ============================================================================= +# --- User defined functions +# ============================================================================= + + +class Test_TSP(unittest.TestCase): + """Test suite for TSP module.""" + + def setUp(self): + """Setup for module ``Test_TSP``.""" + warnings.simplefilter('ignore') + + def test_ip(self): + """TSP: Integer programming""" + df_ip = pd.read_csv(path + "/data/input/us_city.csv") + df_ip = df_ip.iloc[:10, :] + tsp = TSP() + opt = tsp.solve(loc=df_ip["city"].tolist(), + lat=df_ip["lat"].tolist(), + lon=df_ip["lng"].tolist(), + debug=False) + self.assertEqual(np.round(opt[1], 0), 626.0) + + def test_nn(self): + """TSP: Nearest neighbor algorithm""" + df_ip = pd.read_csv(path + "/data/input/us_city.csv") + df_ip = df_ip.iloc[:50, :] + tsp = TSP() + opt = tsp.solve(loc=df_ip["city"].tolist(), + lat=df_ip["lat"].tolist(), + lon=df_ip["lng"].tolist(), + debug=False) + self.assertEqual(np.round(opt[1], 0), 1402.0) + + +class Test_TP(unittest.TestCase): + """Test suite for transportation problem.""" + + def setUp(self): + """Setup for module ``Test_TP``.""" + warnings.simplefilter('ignore') + + def test_transport_balanced(self): + """TP: Balanced problem""" + c_loc = ["1", "5", "10", "11", "100", "127", "324"] + c_demand = [20, 10, 15, 0, 0, 25, 0] + c_supply = [0, 0, 0, 30, 12, 0, 28] + c_lat = [42.1, 43.0, 40.3, 46.8, 43.9, 41.6, 45.2] + c_lon = [-102.1, -103.0, -100.3, -106.8, -103.9, -101.6, -105.2] + prob = Transport(c_loc, c_demand, c_supply, c_lat, c_lon, 1) + opt_out = prob.solve(0) + self.assertEqual(np.round(prob.output[1], decimals=2), 23856.39) + exp_op = [('100', '1', 2), + ('100', '5', 10), + ('11', '10', 15), + ('11', '127', 15), + ('324', '1', 18), + ('324', '127', 10)] + self.assertEqual(opt_out, exp_op) + + def test_transport_unbalanced_demand(self): + """TP: Unbalanced problem when Demand > Supply""" + c_loc = ["1", "5", "10", "11", "100", "127", "324"] + c_demand = [20, 10, 15, 0, 0, 250, 0] + c_supply = [0, 0, 0, 30, 12, 0, 28] + c_lat = [42.1, 43.0, 40.3, 46.8, 43.9, 41.6, 45.2] + c_lon = [-102.1, -103.0, -100.3, -106.8, -103.9, -101.6, -105.2] + prob = Transport(c_loc, c_demand, c_supply, c_lat, c_lon, 1) + opt_out = prob.solve(0) + self.assertEqual(np.round(prob.output[1], decimals=2), 22170.26) + exp_op = [('100', '1', 2), + ('100', '5', 10), + ('11', '127', 30), + ('324', '1', 18), + ('324', '127', 10), + ('Dummy', '10', 15), + ('Dummy', '127', 210)] + self.assertEqual(opt_out, exp_op) + + def test_transport_unbalanced_supply(self): + """TP: Unbalanced problem when Supply > Demand""" + c_loc = ["1", "5", "10", "11", "100", "127", "324"] + c_demand = [20, 10, 15, 0, 0, 25, 0] + c_supply = [0, 0, 0, 30, 12, 0, 280] + c_lat = [42.1, 43.0, 40.3, 46.8, 43.9, 41.6, 45.2] + c_lon = [-102.1, -103.0, -100.3, -106.8, -103.9, -101.6, -105.2] + prob = Transport(c_loc, c_demand, c_supply, c_lat, c_lon, 1) + opt_out = prob.solve(0) + self.assertEqual(np.round(prob.output[1], decimals=2), 19822.6) + exp_op = [('100', '1', 2), + ('100', '5', 10), + ('11', 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docs/latex/Approach.fls | 200 ++++++++++++++++++++++++++ docs/latex/Approach.glg | 11 +- docs/latex/Approach.log | 248 ++++++++++++-------------------- docs/latex/Approach.pdf | Bin 118477 -> 125099 bytes docs/latex/Approach.sbl | 57 ++++---- docs/latex/Approach.sym | 21 ++- docs/latex/Approach.synctex.gz | Bin 7750 -> 10385 bytes docs/latex/Approach.tex | 36 ++--- docs/latex/Approach.toc | 1 + 11 files changed, 499 insertions(+), 206 deletions(-) create mode 100644 docs/latex/Approach.fdb_latexmk create mode 100644 docs/latex/Approach.fls diff --git a/docs/latex/Approach.aux b/docs/latex/Approach.aux index 07b9e0b..9976960 100644 --- a/docs/latex/Approach.aux +++ b/docs/latex/Approach.aux @@ -8,3 +8,8 @@ \@glsorder{word} \@writefile{toc}{\contentsline {section}{\numberline {1}Travelling Salesman Problem}{3}\protected@file@percent } \newlabel{section:obj}{{1}{3}{Travelling Salesman Problem}{}{}} +\gdef \LT@i {\LT@entry + {1}{27.32759pt}\LT@entry + {1}{219.0021pt}\LT@entry + 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LaTeX Info: Redefining \addtolength on input line 81. \calc@Ccount=\count187 \calc@Cskip=\skip53 -) -(/usr/share/texlive/texmf-dist/tex/latex/mathtools/mhsetup.sty +) (/usr/share/texlive/texmf-dist/tex/latex/mathtools/mhsetup.sty Package: mhsetup 2017/03/31 v1.3 programming setup (MH) -) -(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsmath.sty +) (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsmath.sty Package: amsmath 2020/01/20 v2.17e AMS math features \@mathmargin=\skip54 For additional information on amsmath, use the `?' option. (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amstext.sty Package: amstext 2000/06/29 v2.01 AMS text - -(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsgen.sty + (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsgen.sty File: amsgen.sty 1999/11/30 v2.0 generic functions \@emptytoks=\toks15 \ex@=\dimen146 -)) -(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsbsy.sty +)) (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsbsy.sty Package: amsbsy 1999/11/29 v1.2d Bold Symbols \pmbraise@=\dimen147 -) -(/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsopn.sty +) (/usr/share/texlive/texmf-dist/tex/latex/amsmath/amsopn.sty Package: amsopn 2016/03/08 v2.02 operator names ) \inf@bad=\count188 @@ -187,14 +178,11 @@ LaTeX Info: Thecontrolsequence`\]'isalreadyrobust on input line 129. \l_MT_below_intertext_sep=\dimen159 \l_MT_above_shortintertext_sep=\dimen160 \l_MT_below_shortintertext_sep=\dimen161 -) -(/usr/share/texlive/texmf-dist/tex/latex/geometry/geometry.sty +) (/usr/share/texlive/texmf-dist/tex/latex/geometry/geometry.sty Package: geometry 2020/01/02 v5.9 Page Geometry - -(/usr/share/texlive/texmf-dist/tex/generic/iftex/ifvtex.sty + (/usr/share/texlive/texmf-dist/tex/generic/iftex/ifvtex.sty Package: ifvtex 2019/10/25 v1.7 ifvtex legacy package. Use iftex instead. - -(/usr/share/texlive/texmf-dist/tex/generic/iftex/iftex.sty + (/usr/share/texlive/texmf-dist/tex/generic/iftex/iftex.sty Package: iftex 2019/11/07 v1.0c TeX engine tests )) \Gm@cnth=\count267 @@ -209,14 +197,11 @@ Package: iftex 2019/11/07 v1.0c TeX engine tests \Gm@layouthoffset=\dimen168 \Gm@layoutvoffset=\dimen169 \Gm@dimlist=\toks20 -) -(/usr/share/texlive/texmf-dist/tex/latex/tools/enumerate.sty +) (/usr/share/texlive/texmf-dist/tex/latex/tools/enumerate.sty Package: enumerate 2015/07/23 v3.00 enumerate extensions (DPC) \@enLab=\toks21 -) -(/usr/share/texlive/texmf-dist/tex/latex/sectsty/sectsty.sty -Package: sectsty 2002/02/25 v2.0.2 Commands to change all sectional heading sty -les +) (/usr/share/texlive/texmf-dist/tex/latex/sectsty/sectsty.sty +Package: sectsty 2002/02/25 v2.0.2 Commands to change all sectional heading styles LaTeX Warning: Command \underbar has changed. @@ -228,13 +213,11 @@ LaTeX Warning: Command \underline has changed. ) (/usr/share/texlive/texmf-dist/tex/latex/hyphenat/hyphenat.sty Package: hyphenat 2009/09/02 v2.3c hyphenation utilities -\langwohyphens=\language5 +\langwohyphens=\language85 LaTeX Info: Redefining \_ on input line 43. -) -(/usr/share/texlive/texmf-dist/tex/latex/setspace/setspace.sty +) (/usr/share/texlive/texmf-dist/tex/latex/setspace/setspace.sty Package: setspace 2011/12/19 v6.7a set line spacing -) -(/usr/share/texlive/texmf-dist/tex/latex/sttools/cuted.sty +) (/usr/share/texlive/texmf-dist/tex/latex/sttools/cuted.sty Package: cuted 2012/10/04 v1.5 Mixing onecolumn and twocolumn modes \At@ViperColsBreak=\toks22 \v@aaa=\box93 @@ -248,89 +231,66 @@ Package: cuted 2012/10/04 v1.5 Mixing onecolumn and twocolumn modes \viper@penalty=\count270 \hold@viper=\box97 \ht@viper=\dimen170 -) -(/usr/share/texlive/texmf-dist/tex/latex/hyperref/nameref.sty +) (/usr/share/texlive/texmf-dist/tex/latex/hyperref/nameref.sty Package: nameref 2019/09/16 v2.46 Cross-referencing by name of section - -(/usr/share/texlive/texmf-dist/tex/latex/refcount/refcount.sty + (/usr/share/texlive/texmf-dist/tex/latex/refcount/refcount.sty Package: refcount 2019/12/15 v3.6 Data extraction from label references (HO) - -(/usr/share/texlive/texmf-dist/tex/generic/ltxcmds/ltxcmds.sty + (/usr/share/texlive/texmf-dist/tex/generic/ltxcmds/ltxcmds.sty Package: ltxcmds 2019/12/15 v1.24 LaTeX kernel commands for general use (HO) -) -(/usr/share/texlive/texmf-dist/tex/generic/infwarerr/infwarerr.sty +) (/usr/share/texlive/texmf-dist/tex/generic/infwarerr/infwarerr.sty Package: infwarerr 2019/12/03 v1.5 Providing info/warning/error messages (HO) -)) -(/usr/share/texlive/texmf-dist/tex/generic/gettitlestring/gettitlestring.sty +)) (/usr/share/texlive/texmf-dist/tex/generic/gettitlestring/gettitlestring.sty Package: gettitlestring 2019/12/15 v1.6 Cleanup title references (HO) - -(/usr/share/texlive/texmf-dist/tex/latex/kvoptions/kvoptions.sty + (/usr/share/texlive/texmf-dist/tex/latex/kvoptions/kvoptions.sty Package: kvoptions 2019/11/29 v3.13 Key value format for package options (HO) - -(/usr/share/texlive/texmf-dist/tex/generic/kvsetkeys/kvsetkeys.sty + (/usr/share/texlive/texmf-dist/tex/generic/kvsetkeys/kvsetkeys.sty Package: kvsetkeys 2019/12/15 v1.18 Key value parser (HO) ))) \c@section@level=\count271 LaTeX Info: Redefining \ref on input line 356. 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-(/usr/share/texlive/texmf-dist/tex/latex/fp/fp.sty + (/usr/share/texlive/texmf-dist/tex/latex/fp/fp.sty Package: fp 1995/04/02 - -`Fixed Point Package', Version 0.8, April 2, 1995 (C) Michael Mehlich -(/usr/share/texlive/texmf-dist/tex/latex/fp/defpattern.sty + `Fixed Point Package', Version 0.8, April 2, 1995 (C) Michael Mehlich (/usr/share/texlive/texmf-dist/tex/latex/fp/defpattern.sty Package: defpattern 1994/10/12 \actioncount=\count275 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-basic.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-basic.sty Package: fp-basic 1996/05/13 \FP@xs=\count276 \FP@xia=\count277 @@ -341,33 +301,25 @@ Package: fp-basic 1996/05/13 \FP@regb=\count282 \FP@regs=\count283 \FP@times=\count284 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-addons.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-addons.sty Package: fp-addons 1995/03/15 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-snap.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-snap.sty Package: fp-snap 1995/04/05 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-exp.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-exp.sty Package: fp-exp 1995/04/03 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-trigo.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-trigo.sty Package: fp-trigo 1995/04/14 ) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-pas.sty Package: fp-pas 1994/08/29 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-random.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-random.sty Package: fp-random 1995/02/23 \FPseed=\count285 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eqn.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eqn.sty Package: fp-eqn 1995/04/03 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-upn.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-upn.sty Package: fp-upn 1996/10/21 -) -(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eval.sty +) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eval.sty Package: fp-eval 1995/04/03 ))) \@dtl@toks=\toks29 @@ -379,9 +331,7 @@ Package: fp-eval 1995/04/03 \dtl@codeA=\count290 \dtl@codeB=\count291 \@dtl@foreach@level=\count292 -) -(/usr/share/texlive/texmf-dist/tex/latex/glossaries/base/glossaries-compatible- -307.sty +) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/base/glossaries-compatible-307.sty Package: glossaries-compatible-307 2020/02/13 v4.45 (NLCT) ) \gls@level=\count293 @@ -391,17 +341,14 @@ Package: glossaries-compatible-307 2020/02/13 v4.45 (NLCT) \glslabeltok=\toks32 \glsshorttok=\toks33 \glslongtok=\toks34 - -(/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-hypernav.st -y + (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-hypernav.sty Package: glossary-hypernav 2020/02/13 v4.45 (NLCT) ) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-list.sty Package: glossary-list 2020/02/13 v4.45 (NLCT) \glslistdottedwidth=\skip64 ) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-long.sty Package: glossary-long 2020/02/13 v4.45 (NLCT) - -(/usr/share/texlive/texmf-dist/tex/latex/tools/longtable.sty + (/usr/share/texlive/texmf-dist/tex/latex/tools/longtable.sty Package: longtable 2020/01/07 v4.13 Multi-page Table package (DPC) \LTleft=\skip65 \LTright=\skip66 @@ -421,11 +368,9 @@ Package: longtable 2020/01/07 v4.13 Multi-page Table package (DPC) ) \glsdescwidth=\skip69 \glspagelistwidth=\skip70 -) -(/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-super.sty +) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-super.sty Package: glossary-super 2020/02/13 v4.45 (NLCT) - -(/usr/share/texlive/texmf-dist/tex/latex/supertabular/supertabular.sty + (/usr/share/texlive/texmf-dist/tex/latex/supertabular/supertabular.sty Package: supertabular 2020/02/02 v4.1g the supertabular environment \c@tracingst=\count299 \ST@wd=\dimen172 @@ -442,8 +387,7 @@ Package: supertabular 2020/02/02 v4.1g the supertabular environment \ST@toadd=\dimen180 \ST@dimen=\dimen181 \ST@pbox=\box102 -)) -(/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-tree.sty +)) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-tree.sty Package: glossary-tree 2020/02/13 v4.45 (NLCT) \glstreeindent=\skip74 )) @@ -452,10 +396,8 @@ Package glossaries Warning: Use of \makeglossary with glossaries.sty is (glossaries) deprecated. Use \makeglossaries instead. If you (glossaries) need the original definition of \makeglossary use (glossaries) the package options kernelglossredefs=false (to -(glossaries) restore the former definition of \makeglossary) and - -(glossaries) nomain (if the file extensions cause a conflict) on - input line 24. +(glossaries) restore the former definition of \makeglossary) and +(glossaries) nomain (if the file extensions cause a conflict) on input line 24. \glswrite=\write3 \glo@main@file=\write4 @@ -470,8 +412,7 @@ Package glossaries Info: Writing glossary file Approach.sbl on input line 24. File: l3backend-pdfmode.def 2020-02-03 L3 backend support: PDF mode \l__kernel_color_stack_int=\count300 \l__pdf_internal_box=\box103 -) -(./Approach.aux) +) (./Approach.aux) \openout1 = `Approach.aux'. LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 114. @@ -490,21 +431,17 @@ LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 114. LaTeX Font Info: ... okay on input line 114. (/usr/share/texlive/texmf-dist/tex/latex/graphics/graphicx.sty Package: graphicx 2019/11/30 v1.2a Enhanced LaTeX Graphics (DPC,SPQR) -(/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty + (/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty Package: graphics 2019/11/30 v1.4a Standard LaTeX Graphics (DPC,SPQR) - -(/usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty + (/usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty Package: trig 2016/01/03 v1.10 sin cos tan (DPC) -) -(/usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg +) (/usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg File: graphics.cfg 2016/06/04 v1.11 sample graphics configuration ) Package graphics Info: Driver file: pdftex.def on input line 105. - -(/usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def + (/usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex - -(/usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii + (/usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii [Loading MPS to PDF converter (version 2006.09.02).] \scratchcounter=\count301 \scratchdimen=\dimen182 @@ -519,12 +456,9 @@ File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex \everyMPtoPDFconversion=\toks37 ))) (/usr/share/texlive/texmf-dist/tex/latex/epstopdf-pkg/epstopdf-base.sty Package: epstopdf-base 2020-01-24 v2.11 Base part for package epstopdf -Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 4 -85. - -(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg -File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Liv -e +Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 485. + (/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg +File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Live )) \Gin@req@height=\dimen184 \Gin@req@width=\dimen185 @@ -572,6 +506,15 @@ Underfull \hbox (badness 10000) in paragraph at lines 122--123 [] +./Approach.tex:132: Extra }, or forgotten \endgroup. +l.132 \end{itemize}} + +I've deleted a group-closing symbol because it seems to be +spurious, as in `$x}$'. But perhaps the } is legitimate and +you forgot something else, as in `\hbox{$x}'. In such cases +the way to recover is to insert both the forgotten and the +deleted material, e.g., by typing `I$}'. + [1] (./Approach.toc) \tf@toc=\write6 \openout6 = `Approach.toc'. @@ -581,39 +524,24 @@ Underfull \hbox (badness 10000) in paragraph at lines 122--123 \openout7 = `Approach.lot'. 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-\glossaryentry{01?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{distance}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{03?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{03?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{03?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{05?\glossentry{distance}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{06?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} \glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{01?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{04?\glossentry{av_ui}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{04?\glossentry{av_uj}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{07?\glossentry{av_ui}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{08?\glossentry{av_uj}|setentrycounter[]{page}\glsnumberformat}{3} \glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{01?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{03?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{distance}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{03?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{03?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{06?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{05?\glossentry{distance}|setentrycounter[]{page}\glsnumberformat}{3} \glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{03?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{01?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{01?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{03?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{06?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{06?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} \glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{04?\glossentry{av_ui}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{04?\glossentry{av_uj}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{03?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{07?\glossentry{av_ui}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{08?\glossentry{av_uj}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{04?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{06?\glossentry{dv_xij}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{04?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} \glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{01?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} -\glossaryentry{02?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{04?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{04?\glossentry{city_count}|setentrycounter[]{page}\glsnumberformat}{3} +\glossaryentry{03?\glossentry{city_set}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{4} diff --git a/docs/latex/Approach.sym b/docs/latex/Approach.sym index 7024956..d943c01 100644 --- a/docs/latex/Approach.sym +++ b/docs/latex/Approach.sym @@ -1 +1,20 @@ -\null +\glossarysection[\glossarytoctitle]{\glossarytitle}\glossarypreamble +\begin{theglossary}\glossaryheader +\glsgroupheading{glsnumbers}\relax \glsresetentrylist % +\glossentry{city_source}{\glossaryentrynumbers{\relax + \setentrycounter[]{page}\glsnumberformat{3\delimN 4}}}% 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(/usr/share/texlive/texmf-dist/tex/latex/fp/fp.sty + +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp.sty Package: fp 1995/04/02 - `Fixed Point Package', Version 0.8, April 2, 1995 (C) Michael Mehlich (/usr/share/texlive/texmf-dist/tex/latex/fp/defpattern.sty + +`Fixed Point Package', Version 0.8, April 2, 1995 (C) Michael Mehlich +(/usr/share/texlive/texmf-dist/tex/latex/fp/defpattern.sty Package: defpattern 1994/10/12 \actioncount=\count275 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-basic.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-basic.sty Package: fp-basic 1996/05/13 \FP@xs=\count276 \FP@xia=\count277 @@ -301,25 +341,33 @@ Package: fp-basic 1996/05/13 \FP@regb=\count282 \FP@regs=\count283 \FP@times=\count284 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-addons.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-addons.sty Package: fp-addons 1995/03/15 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-snap.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-snap.sty Package: fp-snap 1995/04/05 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-exp.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-exp.sty Package: fp-exp 1995/04/03 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-trigo.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-trigo.sty Package: fp-trigo 1995/04/14 ) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-pas.sty Package: fp-pas 1994/08/29 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-random.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-random.sty Package: fp-random 1995/02/23 \FPseed=\count285 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eqn.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eqn.sty Package: fp-eqn 1995/04/03 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-upn.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-upn.sty Package: fp-upn 1996/10/21 -) (/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eval.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/fp/fp-eval.sty Package: fp-eval 1995/04/03 ))) \@dtl@toks=\toks29 @@ -331,7 +379,9 @@ Package: fp-eval 1995/04/03 \dtl@codeA=\count290 \dtl@codeB=\count291 \@dtl@foreach@level=\count292 -) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/base/glossaries-compatible-307.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/glossaries/base/glossaries-compatible- +307.sty Package: glossaries-compatible-307 2020/02/13 v4.45 (NLCT) ) \gls@level=\count293 @@ -341,14 +391,17 @@ Package: glossaries-compatible-307 2020/02/13 v4.45 (NLCT) \glslabeltok=\toks32 \glsshorttok=\toks33 \glslongtok=\toks34 - (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-hypernav.sty + +(/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-hypernav.st +y Package: glossary-hypernav 2020/02/13 v4.45 (NLCT) ) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-list.sty Package: glossary-list 2020/02/13 v4.45 (NLCT) \glslistdottedwidth=\skip64 ) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-long.sty Package: glossary-long 2020/02/13 v4.45 (NLCT) - (/usr/share/texlive/texmf-dist/tex/latex/tools/longtable.sty + +(/usr/share/texlive/texmf-dist/tex/latex/tools/longtable.sty Package: longtable 2020/01/07 v4.13 Multi-page Table package (DPC) \LTleft=\skip65 \LTright=\skip66 @@ -368,9 +421,11 @@ Package: longtable 2020/01/07 v4.13 Multi-page Table package (DPC) ) \glsdescwidth=\skip69 \glspagelistwidth=\skip70 -) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-super.sty +) +(/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-super.sty Package: glossary-super 2020/02/13 v4.45 (NLCT) - (/usr/share/texlive/texmf-dist/tex/latex/supertabular/supertabular.sty + +(/usr/share/texlive/texmf-dist/tex/latex/supertabular/supertabular.sty Package: supertabular 2020/02/02 v4.1g the supertabular environment \c@tracingst=\count299 \ST@wd=\dimen172 @@ -387,7 +442,8 @@ Package: supertabular 2020/02/02 v4.1g the supertabular environment \ST@toadd=\dimen180 \ST@dimen=\dimen181 \ST@pbox=\box102 -)) (/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-tree.sty +)) +(/usr/share/texlive/texmf-dist/tex/latex/glossaries/styles/glossary-tree.sty Package: glossary-tree 2020/02/13 v4.45 (NLCT) \glstreeindent=\skip74 )) @@ -396,8 +452,10 @@ Package glossaries Warning: Use of \makeglossary with glossaries.sty is (glossaries) deprecated. Use \makeglossaries instead. If you (glossaries) need the original definition of \makeglossary use (glossaries) the package options kernelglossredefs=false (to -(glossaries) restore the former definition of \makeglossary) and -(glossaries) nomain (if the file extensions cause a conflict) on input line 24. +(glossaries) restore the former definition of \makeglossary) and + +(glossaries) nomain (if the file extensions cause a conflict) on + input line 24. \glswrite=\write3 \glo@main@file=\write4 @@ -412,36 +470,41 @@ Package glossaries Info: Writing glossary file Approach.sbl on input line 24. File: l3backend-pdfmode.def 2020-02-03 L3 backend support: PDF mode \l__kernel_color_stack_int=\count300 \l__pdf_internal_box=\box103 -) (./Approach.aux) +) +(./Approach.aux) \openout1 = `Approach.aux'. -LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 114. -LaTeX Font Info: ... okay on input line 114. -LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 114. -LaTeX Font Info: ... okay on input line 114. -LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 114. -LaTeX Font Info: ... okay on input line 114. -LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 114. -LaTeX Font Info: ... okay on input line 114. -LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 114. -LaTeX Font Info: ... okay on input line 114. -LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 114. -LaTeX Font Info: ... okay on input line 114. -LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 114. -LaTeX Font Info: ... okay on input line 114. +LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 182. +LaTeX Font Info: ... okay on input line 182. +LaTeX Font Info: Checking defaults for OMS/cmsy/m/n on input line 182. +LaTeX Font Info: ... okay on input line 182. +LaTeX Font Info: Checking defaults for OT1/cmr/m/n on input line 182. +LaTeX Font Info: ... okay on input line 182. +LaTeX Font Info: Checking defaults for T1/cmr/m/n on input line 182. +LaTeX Font Info: ... okay on input line 182. +LaTeX Font Info: Checking defaults for TS1/cmr/m/n on input line 182. +LaTeX Font Info: ... okay on input line 182. +LaTeX Font Info: Checking defaults for OMX/cmex/m/n on input line 182. +LaTeX Font Info: ... okay on input line 182. +LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 182. +LaTeX Font Info: ... okay on input line 182. (/usr/share/texlive/texmf-dist/tex/latex/graphics/graphicx.sty Package: graphicx 2019/11/30 v1.2a Enhanced LaTeX Graphics (DPC,SPQR) - (/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty +(/usr/share/texlive/texmf-dist/tex/latex/graphics/graphics.sty Package: graphics 2019/11/30 v1.4a Standard LaTeX Graphics (DPC,SPQR) - (/usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty + +(/usr/share/texlive/texmf-dist/tex/latex/graphics/trig.sty Package: trig 2016/01/03 v1.10 sin cos tan (DPC) -) (/usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg +) +(/usr/share/texlive/texmf-dist/tex/latex/graphics-cfg/graphics.cfg File: graphics.cfg 2016/06/04 v1.11 sample graphics configuration ) Package graphics Info: Driver file: pdftex.def on input line 105. - (/usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def + +(/usr/share/texlive/texmf-dist/tex/latex/graphics-def/pdftex.def File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex - (/usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii + +(/usr/share/texlive/texmf-dist/tex/context/base/mkii/supp-pdf.mkii [Loading MPS to PDF converter (version 2006.09.02).] \scratchcounter=\count301 \scratchdimen=\dimen182 @@ -456,9 +519,12 @@ File: pdftex.def 2018/01/08 v1.0l Graphics/color driver for pdftex \everyMPtoPDFconversion=\toks37 ))) (/usr/share/texlive/texmf-dist/tex/latex/epstopdf-pkg/epstopdf-base.sty Package: epstopdf-base 2020-01-24 v2.11 Base part for package epstopdf -Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 485. - (/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg -File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Live +Package epstopdf-base Info: Redefining graphics rule for `.eps' on input line 4 +85. + +(/usr/share/texlive/texmf-dist/tex/latex/latexconfig/epstopdf-sys.cfg +File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Liv +e )) \Gin@req@height=\dimen184 \Gin@req@width=\dimen185 @@ -502,19 +568,10 @@ File: epstopdf-sys.cfg 2010/07/13 v1.3 Configuration of (r)epstopdf for TeX Live \openout3 = `Approach.ist'. {/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map}] -Underfull \hbox (badness 10000) in paragraph at lines 122--123 +Underfull \hbox (badness 10000) in paragraph at lines 190--191 [] -./Approach.tex:132: Extra }, or forgotten \endgroup. -l.132 \end{itemize}} - -I've deleted a group-closing symbol because it seems to be -spurious, as in `$x}$'. But perhaps the } is legitimate and -you forgot something else, as in `\hbox{$x}'. In such cases -the way to recover is to insert both the forgotten and the -deleted material, e.g., by typing `I$}'. - [1] (./Approach.toc) \tf@toc=\write6 \openout6 = `Approach.toc'. @@ -524,21 +581,37 @@ deleted material, e.g., by typing `I$}'. \openout7 = `Approach.lot'. [2] -Overfull \hbox (39.48576pt too wide) detected at line 213 +Overfull \hbox (39.48576pt too wide) detected at line 282 [] [] + +Underfull \hbox (badness 10000) in paragraph at lines 300--301 + + [] + [3] (./Approach.gls) (./Approach.sym) [4] (./Approach.aux) ) Here is how much of TeX's memory you used: - 8015 strings out of 481239 - 121830 string characters out of 5920377 - 441845 words of memory out of 5000000 - 23103 multiletter control sequences out of 15000+600000 + 8256 strings out of 483140 + 126718 string characters out of 5965151 + 452281 words of memory out of 5000000 + 23100 multiletter control sequences out of 15000+600000 538402 words of font info for 45 fonts, out of 8000000 for 9000 - 1141 hyphenation exceptions out of 8191 - 51i,13n,47p,988b,508s stack positions out of 5000i,500n,10000p,200000b,80000s -{/usr/share/texmf/fonts/enc/dvips/cm-super/cm-super-ts1.enc} -Output written on Approach.pdf (5 pages, 125099 bytes). + 36 hyphenation exceptions out of 8191 + 51i,13n,47p,988b,535s stack positions out of 5000i,500n,10000p,200000b,80000s + +Output written on Approach.pdf (5 pages, 124847 bytes). 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a/docs/latex/Approach.tex b/docs/latex/Approach.tex index fa6f04d..daeaa71 100644 --- a/docs/latex/Approach.tex +++ b/docs/latex/Approach.tex @@ -29,7 +29,7 @@ type=symbols, name={\ensuremath{i}}, sort={01}, -description={Source City} +description={Source city} } \newglossaryentry{city_destination} @@ -37,7 +37,7 @@ type=symbols, name={\ensuremath{j}}, sort={02}, -description={Destination City} +description={Destination city} } \newglossaryentry{city_set} @@ -59,34 +59,102 @@ \newglossaryentry{distance} { type=symbols, -name={\ensuremath{D_{ij}}}, +name={\ensuremath{D_{\gls{city_source}\gls{city_destination}}}}, sort={05}, -description={Distance between \gls{city_source} and \gls{city_destination}} +description={Distance between source city \gls{city_source} and destination city \gls{city_destination}} } \newglossaryentry{dv_xij} { type=symbols, -name={\ensuremath{X_{ij}}}, +name={\ensuremath{X_{\gls{city_source}\gls{city_destination}}}}, sort={06}, -description={Binary flag, sales man travels from \gls{city_source} and \gls{city_destination}} +description={Binary flag, sales man travels from source city \gls{city_source} to desination city \gls{city_destination}} } \newglossaryentry{av_ui} { type=symbols, -name={\ensuremath{U_{i}}}, +name={\ensuremath{U_{\gls{city_source}}}}, sort={07}, -description={Integer, Artificial variable for \gls{city_source}} +description={Integer, artificial variable for source city \gls{city_source}} } \newglossaryentry{av_uj} { type=symbols, -name={\ensuremath{U_{j}}}, +name={\ensuremath{U_{\gls{city_destination}}}}, sort={08}, -description={Integer, Artificial variable for \gls{city_destination}} +description={Integer, artificial variable for destination city \gls{city_destination}} } + + +\newglossaryentry{supply_node} +{ +type=symbols, +name={\ensuremath{s}}, +sort={09}, +description={Supply node} +} + +\newglossaryentry{supply_set} +{ +type=symbols, +name={\ensuremath{S}}, +sort={091}, +description={List of supply nodes \gls{supply_node}} +} + +\newglossaryentry{demand_node} +{ +type=symbols, +name={\ensuremath{d}}, +sort={092}, +description={Demand node} +} + +\newglossaryentry{demand_set} +{ +type=symbols, +name={\ensuremath{D}}, +sort={093}, +description={List of demand nodes \gls{demand_node}} +} + + +\newglossaryentry{cost} +{ +type=symbols, +name={\ensuremath{C_{\gls{supply_node}\gls{demand_node}}}}, +sort={094}, +description={Cost to transport one unit from supply node \gls{supply_node} to demand node \gls{demand_node}} +} + +\newglossaryentry{dv_xsd} +{ +type=symbols, +name={\ensuremath{X_{\gls{supply_node}\gls{demand_node}}}}, +sort={095}, +description={Integer, quantity transported from supply node \gls{supply_node} to demand node \gls{demand_node}} +} + +\newglossaryentry{supply_qty} +{ +type=symbols, +name={\ensuremath{Q_{\gls{supply_node}}}}, +sort={096}, +description={Supply quantity for node \gls{supply_node}} +} + +\newglossaryentry{demand_qty} +{ +type=symbols, +name={\ensuremath{Q_{\gls{demand_node}}}}, +sort={097}, +description={Demand quantity for node \gls{demand_node}} +} + + %-------------------------------------------------------------------------------- %Title and section font sizes @@ -129,7 +197,7 @@ \begin{itemize} \item Travelling salesman problem \item Transportation problem -\end{itemize}} +\end{itemize} \end{abstract} @@ -146,7 +214,7 @@ \begin{multicols}{2} \section{Travelling Salesman Problem} -\label{section:obj} +\label{section:TSP} The travelling salesman problem (TSP) is about given a list of cities and the distances between each pair of cities, what is the shortest possible route that visits each city exactly once and returns to the origin city @@ -194,6 +262,7 @@ \section{Travelling Salesman Problem} \min \sum_{\gls{city_source} \in \gls{city_set}} \sum_{\gls{city_destination} \in \gls{city_set}} \gls{dv_xij} \times \gls{distance} \end{equation} + \emph{s.t.} \\ % \vspace{2mm} @@ -211,6 +280,53 @@ \section{Travelling Salesman Problem} \begin{flalign} & \gls{av_ui} - \gls{av_uj} + \gls{city_count} \times \gls{dv_xij} = \gls{city_count} - 1 & \forall \gls{city_source} \in 1,2..\gls{city_count}-1 \hspace{2mm} \gls{city_destination} \in 2, 3 .. \gls{city_count} \end{flalign} + + +\section{Transportation Problem} +\label{section:Transportation} +Transportation problem is about goods being transported from a set of sources to a set of destinations subject to the supply and demand of the sources and destination respectively such that the total cost of transportation is minimized. It is also sometimes called as Hitchcock problem + +\begin{flushleft} +{ +\emph{Data Used:} +\begin{flalign} +\nonumber & \gls{supply_node} \in \gls{supply_set} & \\ +\nonumber & \gls{demand_node} \in \gls{demand_set} & \\ +\nonumber & \gls{cost}, \gls{supply_qty}, \gls{demand_qty} & +\end{flalign} +} +\end{flushleft} + +\emph{Decision variables:}\\ + +$ + \hspace{0.2cm} + \vspace{0.2cm} + \gls{dv_xsd} \in Integer +$ + +\emph{Objective function:} + +\begin{equation} +\min \sum_{\gls{supply_node} \in \gls{supply_set}} \sum_{\gls{demand_node} \in \gls{demand_set}} \gls{dv_xsd} \times \gls{cost} +\end{equation} + +\emph{s.t.} +\\ +% \vspace{2mm} +For a supply node, units shipped must be less than or equal to the supply quantity + +\begin{flalign} +& \sum_{\gls{demand_node} \in \gls{demand_set}} \gls{dv_xsd} <= \gls{supply_qty} & \forall \gls{supply_node} +\end{flalign} + +For a demand node, units shipped must be greater than or equal to the demand quantity + +\begin{flalign} +& \sum_{\gls{supply_node} \in \gls{supply_set}} \gls{dv_xsd} >= \gls{demand_qty} & \forall \gls{demand_node} +\end{flalign} + + \end{multicols} diff --git a/docs/latex/Approach.toc b/docs/latex/Approach.toc index 40e9040..4ba8b88 100644 --- a/docs/latex/Approach.toc +++ b/docs/latex/Approach.toc @@ -1,2 +1,3 @@ \contentsline {section}{\numberline {1}Travelling Salesman Problem}{3}% +\contentsline {section}{\numberline {2}Transportation Problem}{3}% \contentsline {section}{Nomenclature}{4}% From 0f5a79c631543e0a1f4ac087daf23837c3f62597 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Wed, 29 Sep 2021 14:49:21 +0530 Subject: [PATCH 5/7] v0.4.0 --- docs/latex/Approach.aux | 2 +- docs/latex/Approach.fdb_latexmk | 29 ++-- docs/latex/Approach.fls | 3 - docs/latex/Approach.glg | 6 +- docs/latex/Approach.log | 260 ++++++++++++-------------------- docs/latex/Approach.pdf | Bin 124847 -> 125066 bytes docs/latex/Approach.sbl | 14 ++ docs/latex/Approach.sym | 16 ++ docs/latex/Approach.synctex.gz | Bin 14981 -> 17534 bytes docs/latex/Approach.tex | 31 ++-- logs/pylint/lib-opt-py.out | 4 +- mllib/lib/opt.py | 6 +- requirements.txt | 4 +- 13 files changed, 165 insertions(+), 210 deletions(-) diff --git a/docs/latex/Approach.aux b/docs/latex/Approach.aux index 4683484..01b1fdd 100644 --- a/docs/latex/Approach.aux +++ b/docs/latex/Approach.aux @@ -11,7 +11,7 @@ \@writefile{toc}{\contentsline {section}{\numberline {2}Transportation Problem}{3}\protected@file@percent } \newlabel{section:Transportation}{{2}{3}{Transportation Problem}{}{}} \gdef \LT@i {\LT@entry - {1}{27.32759pt}\LT@entry + {1}{28.72194pt}\LT@entry {1}{219.0021pt}\LT@entry {1}{46.5021pt}} \@writefile{toc}{\contentsline {section}{Nomenclature}{4}\protected@file@percent } diff --git a/docs/latex/Approach.fdb_latexmk b/docs/latex/Approach.fdb_latexmk index de97501..ebaa17c 100644 --- a/docs/latex/Approach.fdb_latexmk +++ b/docs/latex/Approach.fdb_latexmk @@ -1,12 +1,11 @@ # Fdb version 3 -["cusdep glo gls Approach"] 0 "Approach.glo" "Approach.gls" "Approach" 1632892793 - "Approach.glo" 1632892764 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex" +["cusdep glo gls Approach"] 0 "Approach.glo" "Approach.gls" "Approach" 1632906704 + "Approach.glo" 1632906703 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex" (generated) "Approach.gls" -["pdflatex"] 1632892763 "Approach.tex" "Approach.pdf" "Approach" 1632892793 +["pdflatex"] 1632906703 "Approach.tex" "Approach.pdf" "Approach" 1632906704 "/etc/texmf/web2c/texmf.cnf" 1629013707 475 c0e671620eb5563b2130f56340a5fde8 "" "/usr/share/texlive/texmf-dist/fonts/map/fontname/texfonts.map" 1577235249 3524 cb3e574dea2d1052e39280babc910dc8 "" - "/usr/share/texlive/texmf-dist/fonts/tfm/jknappen/ec/tcrm1000.tfm" 1136768653 1536 e07581a4bb3136ece9eeb4c3ffab8233 "" "/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex7.tfm" 1246382020 1004 54797486969f23fa377b128694d548df "" "/usr/share/texlive/texmf-dist/fonts/tfm/public/amsfonts/cmextra/cmex8.tfm" 1246382020 988 bdf658c3bfc2d96d3c8b02cfc1c94c20 "" "/usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx10.tfm" 1136768653 1328 c834bbb027764024c09d3d2bf908b5f0 "" @@ -104,23 +103,21 @@ "/usr/share/texlive/texmf-dist/tex/latex/xfor/xfor.sty" 1233902931 2689 44855b72da58344b1c1d9b3087bce6ca "" "/usr/share/texlive/texmf-dist/tex/latex/xkeyval/xkeyval.sty" 1417732693 4962 9c1069474ff71dbc47d5006555e352d3 "" "/usr/share/texlive/texmf-dist/web2c/texmf.cnf" 1581979058 38841 ce3692aa899bb693b90b87eaa5d4d84e "" - 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"Approach.ist" "Approach.log" - "Approach.pdf" - "Approach.toc" - "Approach.lot" diff --git a/docs/latex/Approach.fls b/docs/latex/Approach.fls index 08c285c..f1156fe 100644 --- a/docs/latex/Approach.fls +++ b/docs/latex/Approach.fls @@ -166,7 +166,6 @@ OUTPUT Approach.ist INPUT /var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx10.tfm INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx12.tfm -INPUT /usr/share/texlive/texmf-dist/fonts/tfm/jknappen/ec/tcrm1000.tfm INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmr12.tfm INPUT /usr/share/texlive/texmf-dist/fonts/tfm/public/cm/cmbx12.tfm INPUT Approach.toc @@ -185,7 +184,6 @@ INPUT Approach.sym INPUT Approach.sym INPUT Approach.sym INPUT Approach.aux -INPUT /usr/share/texmf/fonts/enc/dvips/cm-super/cm-super-ts1.enc INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbx10.pfb INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmbx12.pfb INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmex10.pfb @@ -197,4 +195,3 @@ INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmr17.pfb INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmsy10.pfb INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmsy7.pfb INPUT /usr/share/texlive/texmf-dist/fonts/type1/public/amsfonts/cm/cmti10.pfb -INPUT /usr/share/texmf/fonts/type1/public/cm-super/sfrm1000.pfb diff --git a/docs/latex/Approach.glg b/docs/latex/Approach.glg index 76d168e..5744112 100644 --- a/docs/latex/Approach.glg +++ b/docs/latex/Approach.glg @@ -1,7 +1,7 @@ This is makeindex, version 2.15 [TeX Live 2019] (kpathsea + Thai support). Scanning style file ./Approach.ist.............................done (29 attributes redefined, 0 ignored). -Scanning input file Approach.sbl....done (38 entries accepted, 0 rejected). -Sorting entries....done (225 comparisons). -Generating output file Approach.sym....done (20 lines written, 0 warnings). +Scanning input file Approach.sbl....done (102 entries accepted, 0 rejected). +Sorting entries....done (813 comparisons). +Generating output file Approach.sym....done (36 lines written, 0 warnings). Output written in Approach.sym. 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Use \makeglossaries instead. If you (glossaries) need the original definition of \makeglossary use (glossaries) the package options kernelglossredefs=false (to -(glossaries) restore the former definition of \makeglossary) and - -(glossaries) nomain (if the file extensions cause a conflict) on - input line 24. +(glossaries) restore the former definition of \makeglossary) and +(glossaries) nomain (if the file extensions cause a conflict) on input line 24. \glswrite=\write3 \glo@main@file=\write4 @@ -470,8 +412,7 @@ Package glossaries Info: Writing glossary file Approach.sbl on input line 24. File: l3backend-pdfmode.def 2020-02-03 L3 backend support: PDF mode \l__kernel_color_stack_int=\count300 \l__pdf_internal_box=\box103 -) -(./Approach.aux) +) (./Approach.aux) \openout1 = `Approach.aux'. LaTeX Font Info: Checking defaults for OML/cmm/m/it on input line 182. @@ -490,21 +431,17 @@ LaTeX Font Info: Checking defaults for U/cmr/m/n on input line 182. LaTeX Font Info: ... okay on input line 182. 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b/docs/latex/Approach.sbl @@ -100,3 +100,17 @@ \glossaryentry{01?\glossentry{city_source}|setentrycounter[]{page}\glsnumberformat}{4} \glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{4} \glossaryentry{02?\glossentry{city_destination}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{09?\glossentry{supply_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{092?\glossentry{demand_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{09?\glossentry{supply_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{092?\glossentry{demand_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{09?\glossentry{supply_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{092?\glossentry{demand_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{09?\glossentry{supply_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{092?\glossentry{demand_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{09?\glossentry{supply_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{092?\glossentry{demand_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{09?\glossentry{supply_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{09?\glossentry{supply_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{092?\glossentry{demand_node}|setentrycounter[]{page}\glsnumberformat}{4} +\glossaryentry{092?\glossentry{demand_node}|setentrycounter[]{page}\glsnumberformat}{4} diff --git a/docs/latex/Approach.sym b/docs/latex/Approach.sym index d943c01..8dfaec2 100644 --- a/docs/latex/Approach.sym +++ b/docs/latex/Approach.sym @@ -17,4 +17,20 @@ \setentrycounter[]{page}\glsnumberformat{3}}}% \glossentry{av_uj}{\glossaryentrynumbers{\relax \setentrycounter[]{page}\glsnumberformat{3}}}% +\glossentry{supply_node}{\glossaryentrynumbers{\relax + 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programming. Parameters ---------- diff --git a/requirements.txt b/requirements.txt index 1f65666..43c0c55 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,7 @@ -Cython==0.29.15 numpy==1.19.5 PuLP==1.6.8 -xgboost==1.3.3 +Cython==0.29.15 pandas==1.1.3 +xgboost==1.3.3 dataclasses==0.8 scikit_learn==1.0 From 5fba54d74ea46c063e87deafed1a8103a920eec8 Mon Sep 17 00:00:00 2001 From: Diptesh Basak Date: Wed, 29 Sep 2021 14:52:05 +0530 Subject: [PATCH 6/7] v0.4.0 --- README.md | 2 +- docs/Approach.pdf | Bin 0 -> 125066 bytes 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 docs/Approach.pdf diff --git a/README.md b/README.md index 9be7aef..a5495db 100644 --- a/README.md +++ b/README.md @@ -12,7 +12,7 @@ 1. [Version control](./README.md#version-control) 1. [Contribution guidelines](./.github/CONTRIBUTING.md) 1. [Project documents](./docs) - 1. [Approach - WIP](./docs/Approach.pdf) + 1. [Approach](./docs/Approach.pdf) 1. [Pull request guidelines](./.github/PULL_REQUEST_TEMPLATE.md) 1. [Initial setup](./README.md#initial-setup) 1. [Unit tests](./README.md#run-unit-tests-and-pylint-ratings) diff --git a/docs/Approach.pdf b/docs/Approach.pdf new file mode 100644 index 0000000000000000000000000000000000000000..162d18932cf3e932f283f8475b2ee65c3ef4f177 GIT binary patch literal 125066 zcmb5TQ?VsgPuGhW4P;$fO?J{Fg{GAh}T^*)seysU?X zO6Bdy!vG2T?4#;rn!+aqts?6qa?_Qbuvaf+fl1TP(k>Zunp-7jWgLfWImMOWiwcN3 zV`eivof6&#hich+WOs{@D`)pqeW2Dn%CixgIDZmg)+$ermAub6hQ#+IYH;4a3 z|5yHu4F4Sn78a)eH4vssvT->KFx^koPB2Q6l0YQaHPkIiZ)z!9R`5LI)S4l2A@%Y% zb#=%?)>V-~3B0e<>mD|Var!2*{{~DHAs2NbPOB3$DHI!(92cLDGkiO3d~Lb&dRgQr z&d5BZIVKK{+*#79_aj}5AHNfm@T}xX%o|sa(GrL$i~Y~X-;T8(F)UasG<72`=@%lnX90`i!1~b_VnEe_#}s?C@t${P6%a!1kl-O>=}_ zc3#Jd(SXypx%=wC4A(q(Cua}lT;IGVFFc!n#MeBz<-t+1M)FSkvG#c#Y-p;HUK1QO z0?QX3*4DLmU@1GBrLP&Uz{4Y#w5d=&>&jj2;N2g<2DW(cP`9H41mJ60+qnOLQmWb`F#E*RWM8Yyp3Q01` zGipIQn;m9&%491^b+`V7|5G`;ekPtN4i;{nwK3keB%khor0Yj9Hw&zg5>&X>$o_FZ zZKhSc?9N3`XbdOr&x-nVOdMxLCMDM_kmeYA*!=jI_5;T4pKbadn85nqnZWe_g9*Cv 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--git a/logs/cov.out b/logs/cov.out index 6057f98..cbee523 100644 --- a/logs/cov.out +++ b/logs/cov.out @@ -5,7 +5,7 @@ Name Stmts Miss Cover /media/ph33r/Data/Project/mllib/Git/mllib/lib/cluster.py 103 0 100% /media/ph33r/Data/Project/mllib/Git/mllib/lib/knn.py 70 0 100% /media/ph33r/Data/Project/mllib/Git/mllib/lib/model.py 44 0 100% -/media/ph33r/Data/Project/mllib/Git/mllib/lib/opt.py 158 0 100% +/media/ph33r/Data/Project/mllib/Git/mllib/lib/opt.py 157 0 100% /media/ph33r/Data/Project/mllib/Git/mllib/lib/tree.py 79 0 100% ----------------------------------------------------------------------------------------- -TOTAL 468 0 100% +TOTAL 467 0 100% diff --git a/mllib/lib/opt.py b/mllib/lib/opt.py index 2c0e1ca..fe529bd 100644 --- a/mllib/lib/opt.py +++ b/mllib/lib/opt.py @@ -31,7 +31,6 @@ # --- Import libraries # ============================================================================= -from dataclasses import dataclass from typing import List, Tuple, Dict import copy @@ -45,7 +44,6 @@ # ============================================================================= -@dataclass class TSP: """ Travelling salesman problem. diff --git a/requirements.txt b/requirements.txt index 43c0c55..c5583d6 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,7 +1,6 @@ -numpy==1.19.5 +xgboost==1.3.3 PuLP==1.6.8 -Cython==0.29.15 pandas==1.1.3 -xgboost==1.3.3 -dataclasses==0.8 +numpy==1.19.5 +Cython==0.29.15 scikit_learn==1.0