How You Can Implement Solutions 5 Times Faster

Are you tired from the endless cycle of aimlessly fixing bugs in your solutions, only to be met with a sea of red “wrong answer” boxes slowly filling your screen? Solving USACO problems can be a time-consuming and downright frustrating experience, especially in the beginning.

One of our students, Diya, was struggling with this issue when she came to VPlanet. She explained how she would take over two hours to solve a problem, leaving her practice sessions inefficient and contests feeling like a race against the clock. After meeting with a coach, however, she learned techniques that changed how she tackled problems. By introducing better structure and organization, she eliminated the need to constantly go back and revise previous code. Within a week, Diya reduced implementation time down to just 25 minutes per problem! She also found herself dealing with significantly fewer bugs along the way. In the end, she was able to practice USACO much more efficiently and found it to be more enjoyable.

To achieve similar results as Diya, we recommend following four guidelines when solving USACO problems:

Plan your approach. Don’t start implementing until you have a fleshed-out solution. Figuring out the solution as you implement will often lead to a lengthy and convoluted program that’s hard to debug. Plus, you don’t want to find out that your solution doesn’t work halfway through! Once you have your idea, take a few minutes to plan out how you’ll implement it: write some broad pseudocode that outlines the steps your program takes to arrive at an answer. This way, you can structure your implementation process, making sure you’re not constantly jumping around but rather finishing one step at a time.

Break down your logic. Following from the previous guideline, instead of writing out the entire solution at once, think about how you can divide your code into smaller parts. You can achieve this by assigning each part to a method or by allocating specific sections within your code. This not only helps you stay organized but also makes the debugging process significantly easier. By breaking down your logic, you can test each part individually, allowing you to catch bugs more efficiently.

Analyze and debug. You should be regularly analyzing your code to make sure everything works as intended—don’t just wait until the very end! After writing out a piece of your logic, test it to make sure everything works before moving on. The sample case usually won’t be enough, so come up with your own tests and try to break your methods with edge cases. If you still end up getting wrong answers after writing out the entire solution, use your IDE’s debug tools or print statements to pinpoint exactly where something goes wrong. 

Reduce redundancies. Always think about if your code is as concise as possible. Any implementation over 150 lines long can almost always be reduced. If multiple parts of your code have similar functions, consider simplifying them. This could mean wrapping the repeated code in a method or condensing it using a loop—the way you refactor generally depends on the specific scenario you’re in. 

In conclusion, while solving USACO problems can sometimes be tedious and frustrating, employing the right implementation strategy will make the process more efficient and enjoyable. By incorporating the guidelines mentioned above, you can reduce time spent debugging convoluted code and staring at the dreaded wrong answer boxes.