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Strategy for solving Lights Out puzzle

Lights Out is a grid-based puzzle where each cell has two states: on/off. You can swap the state of any cell, but when you do so, the adjacent cells (horizontally or vertically) are swapped as well. Given initial the grid with random states, the objective is to set all cells to off state.
However, I've never been able to develop a strategy of how to solve (by hand) this type of puzzle. Usually I end up switching cells at random. What kinds of strategy are available for solving this game?
There are many variations of this puzzle, but I'm only interested in the classic one.
This puzzle is available in many grid sizes. It's desirable, but not required, that the proposed strategies work on all grid sizes.
My usual (and flawed) strategy is trying to clear row after row, from the top to the bottom. Unfortunately, I end up unable to clear the last row, and then I just start swapping cells at random, or just ragequit altogether.
There is an open-source and multi-platform implementation called flip as part of Simon Tatham's Portable Puzzle Collection.
Question from user Denilson Sá Maia at stackexchange.
Answer:
The method I'm about to explain technically works for any size grid, but it requires some knowledge that I don't know how to determine from scratch. If you want to do some searching online related to it, the method is generally referred to as "chasing lights" or "chasing the lights".
Start by pushing the buttons on the second row corresponding to the lit cells on the top row, then the buttons on the third row corresponding to the lit cells in the second row, etc. This is exactly what you were already doing, chasing the lights down to the bottom row, which is where the name comes from. .
Now, as you know, the tricky part comes when you've got a grid that's blank except for the bottom row. At this point, the way to finalize it is to push some specific buttons on the first row corresponding to the lit cells on the bottom row, and then chase the lights down from the top again. If you pushed the right first-row buttons, when you complete the second chase, the puzzle will be solved.
As far as I know, you have to just know which buttons to push on the top row to correspond to a specific pattern that was left on the bottom row after the initial chase. If you can figure out a method of determining the right ones to push on the top, you can probably use a very similar method to generalize this to any size grid. I don't know a method for this though, so I'll, uh, leave that as an exercise to the reader.
For the classic 5x5 version of the puzzle, it turns out that there are only 7 possible patterns on the bottom row after the initial chase down, so I'm just going to list the 7 possible patterns and the corresponding first-row buttons to press for each. Buttons are numbered from left to right.
Answer from user Chad Birch at stackexchange.

Lights Out is a grid-based puzzle where each cell has two states: on/off. You can swap the state of any cell, but when you do so, the adjacent cells (horizontally or vertically) are swapped as well. Given initial the grid with random states, the objective is to set all cells to off state.
However, I've never been able to develop a strategy of how to solve (by hand) this type of puzzle. Usually I end up switching cells at random. What kinds of strategy are available for solving this game?
There are many variations of this puzzle, but I'm only interested in the classic one.
This puzzle is available in many grid sizes. It's desirable, but not required, that the proposed strategies work on all grid sizes.
My usual (and flawed) strategy is trying to clear row after row, from the top to the bottom. Unfortunately, I end up unable to clear the last row, and then I just start swapping cells at random, or just ragequit altogether.
There is an open-source and multi-platform implementation called flip as part of Simon Tatham's Portable Puzzle Collection.
Question from user Denilson Sá Maia at stackexchange.
Answer:
The method I'm about to explain technically works for any size grid, but it requires some knowledge that I don't know how to determine from scratch. If you want to do some searching online related to it, the method is generally referred to as "chasing lights" or "chasing the lights".
Start by pushing the buttons on the second row corresponding to the lit cells on the top row, then the buttons on the third row corresponding to the lit cells in the second row, etc. This is exactly what you were already doing, chasing the lights down to the bottom row, which is where the name comes from. .
Now, as you know, the tricky part comes when you've got a grid that's blank except for the bottom row. At this point, the way to finalize it is to push some specific buttons on the first row corresponding to the lit cells on the bottom row, and then chase the lights down from the top again. If you pushed the right first-row buttons, when you complete the second chase, the puzzle will be solved.
As far as I know, you have to just know which buttons to push on the top row to correspond to a specific pattern that was left on the bottom row after the initial chase. If you can figure out a method of determining the right ones to push on the top, you can probably use a very similar method to generalize this to any size grid. I don't know a method for this though, so I'll, uh, leave that as an exercise to the reader.
For the classic 5x5 version of the puzzle, it turns out that there are only 7 possible patterns on the bottom row after the initial chase down, so I'm just going to list the 7 possible patterns and the corresponding first-row buttons to press for each. Buttons are numbered from left to right.
Answer from user Chad Birch at stackexchange.
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