<h2>What is CPLEX?</h2><p>CPLEX is simplex name and officially it is IBM ILOG CPLEX Optimization Studio. It is written by C programming and designed for mathematical optimization. It provides prescriptions solving the objectives with a designed KPIs for a given constraints. It can be used to support complex decision. CPLEX is included into IBM Decision Optimization Studio which is developed at <a href="https://www.ibm.com/cloud/watson-studio" target="_blank">IBM Watson Studio</a> which enables AI-infused optimization modeling capabilities</p><p><br></p><h2>Types of Problem Solved</h2><p>CPLEX optimizer is a tool for solving linear optimization problems, commonly referred to as Liner Programming (LP or aka continuous optimization) problems. CPLEX also can solve several extension to LP:</p><ol><li>Quadratic Programming (QP) problems, where the LP objective function is expended to include quadratic terms</li><li>Mixed Integer Programming (MIP) problems (aka mathematical programming problems, or discrete optimization), where any of&nbsp; LP and QP variables are further restricted to take integer values in the optimal solution</li><li><a href="https://www.ibm.com/docs/en/icos/20.1.0?topic=cplex-multiobjective-optimization" target="_blank">Multi-objective optimization</a> can be specified. To solve them, CPLEX offers a mixture of blended and hierarchical optimization</li></ol><p><br></p><h2>Benefits of CPLEX</h2><p>On top of below diagram, it offers cplex libraries for multiple languages so we could integrate CPLEX optimizer with the language. For an example, `docplex` will enable python to use cplex at python environment.</p><p><img src="data:image/png;base64,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" alt="" style="width: 100%;"><br></p><p>Ref :&nbsp;<a href="https://www.ibm.com/products/ilog-cplex-optimization-studio" target="_blank">ILOG CPLEX Optimization Studio</a></p><p><br></p><h2>Use Cases</h2><p>Followings are actual experienced use cases</p><ul><li>Supply chain demand allocation (max out capacity)</li><li>Factory manufacturing optimum routing (max out capacity)</li><li>Maximize profit by optimum marketing plan and segment allocation</li><li>Heterogeneous 3D packaging optimum options and die chop/mix combinations</li><li>Project portfolio optimization (budget vs profit)</li><li>Project portfolio optimization (resource vs profit)</li></ul><p><br></p><h2>Set up</h2><pre># shell script #enter virtual environment source venv/bin/activate #install cplex pip install cplex #install cplex driver for python pip install docplex</pre><p><br></p><h2>Example Use Case : Head Count Optimization</h2><p>We will use jupyter to demonstrate. First open jupyter by;</p><pre># shell script cd &lt;proper directory&gt; source venv/bin/activate jupyter lab</pre><p><br></p><h4>1. Install Dependencies</h4><pre># Python Notebook #import docplex import sys try: &nbsp;&nbsp;&nbsp;&nbsp;import docplex.mp except: &nbsp;&nbsp;&nbsp;&nbsp;raise Exception('Please install docplex')</pre><pre># Python Notebook #import cplex import sys try: &nbsp;&nbsp;&nbsp;&nbsp;import cplex except: &nbsp;&nbsp;&nbsp;&nbsp;raise Exception('Please install cplex')</pre><p><br></p><h4>2. Create a Model</h4><p>All objects of the model belongs to one model instance</p><pre># Python Notebook #import model class from docplex.mp from docplex.mp.model import Model #create one model instance, with a name mdl = Model(name = 'npv_sum')</pre><p><br></p><h4>3. Define the decision variables</h4><p>By default, all variables in docplex have a lower bound of 0 and infinite upper bound unless you specify in the formula</p><ol><li>The continuous variable `hc_proj1` represents the head count for proj1</li><li>The continuous variable `hc_proj2` represents the head count for proj2</li><li>The continuous variable `hc_proj3` represents the head count for proj3</li><li>The continuous variable `hc_proj4` represents the head count for proj4</li><li>The continuous variable `hc_proj5` represents the head count for proj5</li></ol><pre># Python Notebook #define head count variables with lower and upper bound which are constraint for each variables hc_proj1 = mdl.continuous_var(name = 'hc_proj1', lb=1, ub=5) hc_proj2 = mdl.continuous_var(name = 'hc_proj2', lb=0.5, ub=3) hc_proj3 = mdl.continuous_var(name = 'hc_proj3', lb=0.5, ub=3) hc_proj4 = mdl.continuous_var(name = 'hc_proj4', lb=3, ub=10) hc_proj5 = mdl.continuous_var(name = 'hc_proj5', lb=3, ub=10)</pre><p>This case could give us an opportunity to use `continuous_var_list(keys,...)`, where keys are numeric to clarify how many times we need to define variable.</p><p>We could extend the variable formula to `continuous_var_matrix(keys1, keys2, ...)`, if we have a combinational cases as a variable, such as `car type(sedan, suv, sports car, ...)` and `car color(red, black, blue, ...)`</p><p>In case of decision variables being integer, just replace `continuous` with `integer` like `integer_var()`.&nbsp;</p><p>For a lower and upper bound constraint, we could use `add_constraint()` formula as well, but putting into variable function would be more efficient</p><p><br></p><h4>4. Set up Constraints</h4><p>We've already set constraints for upper and lower bound for each variables above. We would like set one additional constraints for summation of headcount.</p><pre># Python Notebook #total headcount must &lt;= 15 mdl.add_constraint(hc_proj1 + hc_proj2 + hc_proj3 + hc_proj4 + hc_proj5 &lt;= 15)</pre><p><br></p><h4>5. Create remaining static variables</h4><pre># Python Notebook #npv efficiency = NPW / Required Head Count npv1eff = 6 npv2eff = 16.6 npv3eff = 13.3 npv4eff = 7 npv5eff = 9</pre><p><br></p><h4>6. Express the Objectives</h4><p>The objective is to maximize NPV by optimized HC allocation to each projects. TO define business objective, few KPIs will be defined</p><pre># Python Notebook #set KPIs mdl.add_kpi(npv1eff * hc_proj1, 'Project 1 NPV') mdl.add_kpi(npv2eff * hc_proj2, 'Project 2 NPV') mdl.add_kpi(npv3eff * hc_proj3, 'Project 3 NPV') mdl.add_kpi(npv4eff * hc_proj4, 'Project 4 NPV') mdl.add_kpi(npv5eff * hc_proj5, 'Project 5 NPV') </pre><pre># Python Notebook #set objective : maximize total npv mdl.maximize(mpv1eff * hc_proj1 + npv2eff * hc_proj2 + npv3eff * hc_proj3 + npv4eff * hc_proj4 + npv5eff * hc_proj5)</pre><p>You can see an information about the model, such as variables, constraints, objective, and modeling type (ie linear programming or mathematical programming) by</p><pre># Python Notebook mdl.print_information()</pre><p><br></p><h4>6. Solve and Report<br><pre><span style="font-size: 14px;"># Python Notebook mdl.solve()</span></pre><p><span style="font-size: 14px;">To see solve result and objective and variables as a solution;</span></p><p></p><pre><span style="font-size: 14px;"># Python Notebook mdl.print_solution()</span></pre><span style="font-size: 14px;">To see expected KPIs and Expected Profit (NPV)</span><p></p><p></p><pre><span style="font-size: 14px;"># Python Notebook mdl.report()</span></pre><span style="font-size: 14px;">In case solve is failed, to see detail error mode</span><p></p><p></p><pre><span style="font-size: 14px;"># Python Notebook mdl.solve_details</span></pre><p><br></p></h4><h4>7. Explore Solution</h4><p><span style="font-size: 10px;"></span><span style="font-size: 14px;">These are a way to retrieve data from cplex for additional exploration or visualization.</span></p><p><span style="font-size: 14px;">To pull each expected KPIs<br></span></p><pre># Python Notebook all_kpis = [(kp.name, kp.compute()) forkp in mdl.iter_kpis()] all_kpis</pre><p><span style="font-size: 14px;">To retrieve each solution variables</span></p><p></p><pre><span style="font-size: 14px;"># Python Notebook #get project 1 solution head count hc_proj1.solution_value</span></pre><br><p></p><p></p><br><p></p>