no abbreviations

jaxopt/_src/anderson_wrapper.py

@@ -163,7 +163,7 @@ def use_param(t):
                                       residual_gram=residual_gram)
 
     if self.verbose:
-      self.log_info(next_state, error_name="Inner Solver Err.")
+      self.log_info(next_state, error_name="Inner Solver Error")
     return base.OptStep(params=next_params, state=next_state)
 
   def optimality_fun(self, params, *args, **kwargs):

jaxopt/_src/armijo_sgd.py

@@ -319,9 +319,9 @@ def update(self, params, state, *args, **kwargs) -> base.OptStep:
     if self.verbose:
       self.log_info(
           next_state,
-          error_name="Grad. Norm",
+          error_name="Gradient Norm",
           additional_info={
-              'Obj. Val.': next_state.value,
+              'Objective Value': next_state.value,
               'Stepsize': stepsize
           },
       )

jaxopt/_src/backtracking_linesearch.py

@@ -284,12 +284,12 @@ def update(
                                num_grad_eval=num_grad_eval)
 
     if self.verbose:
-      additional_info = {'Stepsize': stepsize, 'Obj. Val.': new_value}
+      additional_info = {'Stepsize': stepsize, 'Objective Value': new_value}
       if self.condition != 'armijo':
-        error_name = "Min. Decr. & Curv. Err."
-        additional_info.update({'Decr. Err.': error_cond1})
+        error_name = "Minimum Decrease & Curvature Errors"
+        additional_info.update({'Decrease Error': error_cond1})
       else:
-        error_name = "Decr. Err."
+        error_name = "Decrease Error"
       self.log_info(
           new_state,
           error_name=error_name,

jaxopt/_src/bfgs.py

@@ -264,11 +264,11 @@ def update(self,
     if self.verbose:
       self.log_info(
           new_state,
-          error_name="Grad. Norm",
+          error_name="Gradient Norm",
           additional_info={
-              "Obj. Val.": new_value,
+              "Objective Value": new_value,
               "Stepsize": new_stepsize,
-              "Num. Linesearch Iter.": 
+              "Number Linesearch Iterations": 
               new_state.num_linesearch_iter - state.num_linesearch_iter
           }
       )

jaxopt/_src/bisection.py

@@ -155,7 +155,7 @@ def update(self,
     if self.verbose:
       self.log_info(
           state,
-          error_name="Abs. Val. Output", 
+          error_name="Absolute Value Output", 
           additional_info={
               "High Point": high, 
               "Low Point": low

jaxopt/_src/block_cd.py

@@ -170,7 +170,7 @@ def body_fun(i, tup):
     if self.verbose:
       self.log_info(
           state, 
-          error_name="Dist. btw Iterates"
+          error_name="Distance btw Iterates"
       )
     return base.OptStep(params=params, state=state)
 

jaxopt/_src/broyden.py

@@ -387,7 +387,7 @@ def ls_fun_with_aux(params, *args, **kwargs):
           error_name="Norm Output",
           additional_info={
               "Stepsize": new_stepsize,
-              "Num. Linesearch Iter.": 
+              "Number Linesearch Iterations": 
               new_state.num_linesearch_iter - state.num_linesearch_iter
           }
       )

jaxopt/_src/fixed_point_iteration.py

@@ -121,7 +121,7 @@ def update(self,
     if self.verbose:
       self.log_info(
           next_state,
-          error_name="Dist. btw Iterates"
+          error_name="Distance btw Iterates"
       )
     return base.OptStep(params=next_params, state=next_state)
 

jaxopt/_src/gauss_newton.py

@@ -131,7 +131,7 @@ def update(self,
       self.log_info(
           state,
           error_name="Norm GN Update",
-          additional_info={"Obj. Val.": value}
+          additional_info={"Objective Value": value}
       )
     return base.OptStep(params=params, state=state)
 

jaxopt/_src/hager_zhang_linesearch.py

@@ -557,10 +557,10 @@ def _reupdate():
     if self.verbose:
       self.log_info(
         new_state,
-        error_name="Min. Decr. & Curv. Err.",
+        error_name="Minimum Decrease & Curvature Errors",
         additional_info={
             "Stepsize": new_stepsize,
-            "Obj. Val.": new_value
+            "Objective Value": new_value
         }
       )
 

jaxopt/_src/lbfgs.py

@@ -407,11 +407,11 @@ def update(self,
     if self.verbose:
       self.log_info(
           new_state,
-          error_name="Grad. Norm",
+          error_name="Gradient Norm",
           additional_info={
-              "Obj. Val.": new_value,
+              "Objective Value": new_value,
               "Stepsize": new_stepsize,
-              "Num. Linesearch Iter.": 
+              "Number Linesearch Iterations": 
               new_state.num_linesearch_iter - state.num_linesearch_iter
           }
       )

jaxopt/_src/lbfgsb.py

@@ -559,11 +559,11 @@ def update(
     if self.verbose:
       self.log_info(
           new_state,
-          error_name="Proj. Grad. Norm",
+          error_name="Projected Gradient Norm",
           additional_info={
-              "Obj. Val.": new_value,
+              "Objective Value": new_value,
               "Stepsize": new_stepsize,
-              "Num. Linesearch Iter.": 
+              "Number Linesearch Iterations": 
               new_state.num_linesearch_iter - state.num_linesearch_iter
           }
       )

jaxopt/_src/levenberg_marquardt.py

@@ -452,10 +452,10 @@ def update(self, params, state: NamedTuple, *args, **kwargs) -> base.OptStep:
     if self.verbose:
       self.log_info(
           state,
-          error_name="Grad. Norm",
+          error_name="Gradient Norm",
           additional_info={
-              "Obj. Val.": new_value,
-              "Damp. Factor": damping_factor
+              "Objective Value": new_value,
+              "Damping Factor": damping_factor
           }
       )
     return base.OptStep(params=params, state=state)

jaxopt/_src/mirror_descent.py

@@ -169,7 +169,7 @@ def _update(self, x, state, hyperparams_proj, args, kwargs):
     if self.verbose:
       self.log_info(
           next_state,
-          error_name="Dist. btw Iterates"
+          error_name="Distance btw Iterates"
       )
     return base.OptStep(params=next_x, state=next_state)
 

jaxopt/_src/nonlinear_cg.py

@@ -273,11 +273,11 @@ def update(self,
     if self.verbose:
       self.log_info(
           new_state,
-          error_name="Grad. Norm",
+          error_name="Gradient Norm",
           additional_info={
-              "Obj. Val.": new_value,
+              "Objective Value": new_value,
               "Stepsize": new_stepsize,
-              "Num. Linesearch Iter.": 
+              "Number Linesearch Iterations": 
               new_state.num_linesearch_iter - state.num_linesearch_iter
           }
       )

jaxopt/_src/optax_wrapper.py

@@ -154,8 +154,8 @@ def update(self,
     if self.verbose:
       self.log_info(
           new_state,
-          error_name="Grad. Norm",
-          additional_info={"Obj. Value": value}
+          error_name="Gradient Norm",
+          additional_info={"Objective Value": value}
       )
     return base.OptStep(params=params, state=new_state)
 

jaxopt/_src/polyak_sgd.py

@@ -210,9 +210,9 @@ def update(self,
     if self.verbose:
       self.log_info(
           new_state,
-          error_name="Grad. Norm",
+          error_name="Gradient Norm",
           additional_info={
-              "Obj. Val.": value,
+              "Objective Value": value,
               "Stepsize": stepsize,
           }
       )

jaxopt/_src/proximal_gradient.py

@@ -277,7 +277,7 @@ def _update_accel(self, x, state, hyperparams_prox, args, kwargs):
     if self.verbose:
       self.log_info(
           next_state,
-          error_name="Dist. btw Iterates",
+          error_name="Distance btw Iterates",
           additional_info={
             "Stepsize": next_stepsize
           }

jaxopt/_src/zoom_linesearch.py

@@ -813,11 +813,11 @@ def _cond_fun(self, inputs):
   def _log_info(self, state, stepsize):
     self.log_info(
         state,
-        error_name="Min. Decr. & Curv. Err.",
+        error_name="Minimum Decrease & Curvature Errors",
         additional_info={
           "Stepsize": stepsize,
-          "Decr. Err.": state.decrease_error,
-          "Curv. Err.": state.curvature_error
+          "Decrease Error": state.decrease_error,
+          "Curvature Error": state.curvature_error
         }
     )