return results whether optimized or not, add status to returned csv

app/helpers/service_helper.py

@@ -34,7 +34,8 @@ def solution_to_file(buffer, total_form_items, forms):
 
   # write header row for first row utilizing the total items all forms will have
   # fill the rows with the targets and cut score then the items
-  header = []
+  header = ['status']
+
   for result in forms[0].tif_results:
     header += [f'tif @ {round(result.theta, 2)}']
 
@@ -46,7 +47,7 @@ def solution_to_file(buffer, total_form_items, forms):
 
   # add each form as row to processed csv
   for form in forms:
-    row = []
+    row = [form.status]
 
     for result in form.tif_results:
       row += [f'value - {result.value}\nresult - {round(result.result, 2)}']

app/models/form.py

@@ -13,12 +13,14 @@ class Form(BaseModel):
   cut_score: float
   tif_results: List[Target]
   tcc_results: List[Target]
+  status: str = 'Not Optimized'
 
   @classmethod
-  def create(cls, items, solver_run):
+  def create(cls, items, solver_run, status):
     return cls(
       items=items,
       cut_score=TestResponseFunction(solver_run.irt_model).calculate(items, theta=solver_run.theta_cut_score),
       tif_results=irt_helper.generate_tif_results(items, solver_run),
-      tcc_results=irt_helper.generate_tcc_results(items, solver_run)
+      tcc_results=irt_helper.generate_tcc_results(items, solver_run),
+      status=status
     )

app/services/loft_service.py

@@ -84,13 +84,12 @@ class LoftService(Base):
       # solve problem
       problem.sequentialSolve(problem_objection_functions)
 
-      if LpStatus[problem.status] == 'Optimized':
+      # add return items and create as a form
-        # add return items and create as a form
+      form_items = service_helper.solution_items(problem.variables(), self.solver_run)
-        form_items = service_helper.solution_items(problem.variables(), self.solver_run)
+      # remove items
-        # remove items
+      self.solver_run.remove_items(form_items)
-        self.solver_run.remove_items(form_items)
+      # add form to solution
-        # add form to solution
+      solution.forms.append(Form.create(form_items, self.solver_run, LpStatus[problem.status]))
-        solution.forms.append(Form.create(form_items, self.solver_run))
 
       # successfull form, increment
       f += 1