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-rw-r--r--gn3/computations/slink.py75
1 files changed, 75 insertions, 0 deletions
diff --git a/gn3/computations/slink.py b/gn3/computations/slink.py
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+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]