This sentence describes a likely future event, indicating a first conditional structure.
The first blank requires the present simple of 'go', which is 'will go' or 'go'. The second blank requires the present simple of 'rain', which is 'rains'.
Therefore, the completed sentence is: We will go for a walk if it does not rain.