Merge pull request #217 from nzw0301/unify-comment

Revise the comment to describe the problem
optuna · Oct 23, 2023 · f4fa78e · f4fa78e
2 parents 1486d10 + bcad6a2
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diff --git a/README.md b/README.md
@@ -26,8 +26,8 @@ The examples below provide codeblocks similar to the example above for various d
 ### Simple Black-box Optimization
 
 * [Quadratic function](./quadratic_simple.py)
-- [Quadratic multi-objective function](./multi_objective/quadratic_simple.py)
-- [Quadratic function with constraints](./quadratic_simple_constraint.py)
+* [Quadratic multi-objective function](./multi_objective/quadratic_simple.py)
+* [Quadratic function with constraints](./quadratic_simple_constraint.py)
 
 ### Examples with ML Libraries
 

diff --git a/quadratic_simple_constraint.py b/quadratic_simple_constraint.py
@@ -28,7 +28,7 @@ def constraints(trial):
 
 
 if __name__ == "__main__":
-    # We minimize obj1 and maximize obj2.
+    # Let us minimize the objective function with soft constraints above.
     sampler = optuna.samplers.TPESampler(constraints_func=constraints)
     study = optuna.create_study(sampler=sampler)
     study.optimize(objective, n_trials=500, timeout=1)