diff options
Diffstat (limited to 'gn3/computations')
-rw-r--r-- | gn3/computations/slink.py | 75 |
1 files changed, 75 insertions, 0 deletions
diff --git a/gn3/computations/slink.py b/gn3/computations/slink.py new file mode 100644 index 0000000..7b4016a --- /dev/null +++ b/gn3/computations/slink.py @@ -0,0 +1,75 @@ +class LengthError(BaseException): + pass + +class MirrorError(BaseException): + pass + +def raise_valueerror_if_data_is_not_lists_or_tuples(lists): + """Check that `lists` is a list of lists: If not, raise an exception.""" + def is_list_or_tuple(item): + return type(item) == type([]) or type(item) == type(tuple) + + if (not is_list_or_tuple(lists)) or (not all(map(is_list_or_tuple, lists))): + raise ValueError("Expected list or tuple") + +def raise_valueerror_if_lists_empty(lists): + """Check that the list and its direct children are not empty.""" + def empty(lst): + return len(lst) == 0 + if (empty(lists)) or not all(map(lambda x: not empty(x), lists)): + raise ValueError("List/Tuple should NOT be empty!") + +def raise_lengtherror_if_child_lists_are_not_same_as_parent(lists): + def len_is_same_as_parent(lst): + return len(lst) == len(lists) + if not all(map(len_is_same_as_parent, lists)): + raise LengthError("All children lists should be same length as the parent.") + +def raise_valueerror_if_child_list_distance_from_itself_is_not_zero(lists): + def get_child_distance(child): + idx = lists.index(child) + return lists[idx][idx] + def distance_is_zero(dist): + return dist == 0 + children_distances = map(get_child_distance, lists) + if not all(map(distance_is_zero, children_distances)): + raise ValueError("Distance of each child list/tuple from itself should be zero!") + +def raise_mirrorerror_of_distances_one_way_are_not_same_other_way(lists): + """Check that the distance from A to B, is the same as the distance from B to A. +If the two distances are different, throw an exception.""" + for i in range(len(lists)): + for j in range(len(lists)): + if lists[i][j] != lists[j][i]: + raise MirrorError( + ("Distance from one child({}) to the other ({}) " + "should be the same in both directions.").format( + lists[i][j], lists[j][i])) + +def raise_valueerror_on_negative_distances(lists): + """Check that distances between 'somethings' are all positive, otherwise, +raise an exception.""" + def zero_or_positive(val): + return val >= 0; + # flatten lists + flattened = [distance for child in lists for distance in child] + if not all(map(zero_or_positive, flattened)): + raise ValueError("Distances should be positive.") + +def nearest(lists, i, j): + """Computes some form of distance. +This is 'copied' over from genenetwork1, from https://github.com/genenetwork/genenetwork1/blob/master/web/webqtl/heatmap/slink.py#L42-L64. + +This description should be updated once the form/type of 'distance' identified.""" + + #### Guard Functions: Should we do this a different way? #### + raise_valueerror_if_data_is_not_lists_or_tuples(lists) + raise_valueerror_if_lists_empty(lists) + raise_lengtherror_if_child_lists_are_not_same_as_parent(lists) + raise_valueerror_if_child_list_distance_from_itself_is_not_zero(lists) + raise_mirrorerror_of_distances_one_way_are_not_same_other_way(lists) + raise_valueerror_on_negative_distances(lists) + #### END: Guard Functions #### + return None + if type(i) == int and type(j) == int: # From member i to member j + return lists[i][j] |