verify_annotations.py
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#!/usr/bin/env python
# -*- Mode: Python; tab-width: 4; indent-tabs-mode: nil; coding: utf-8; -*-
# vim:set ft=python ts=4 sw=4 sts=4 autoindent:
# Verification of BioNLP Shared Task - style annotations.
from __future__ import with_statement
import annotation
from projectconfig import ProjectConfiguration
# Issue types. Values should match with annotation interface.
AnnotationError = "AnnotationError"
AnnotationWarning = "AnnotationWarning"
AnnotationIncomplete = "AnnotationIncomplete"
class AnnotationIssue:
"""
Represents an issue noted in verification of annotations.
"""
_next_id_idx = 1
def __init__(self, ann_id, type, description=""):
self.id = "#%d" % AnnotationIssue._next_id_idx
AnnotationIssue._next_id_idx += 1
self.ann_id, self.type, self.description = ann_id, type, description
if self.description is None:
self.description = ""
def human_readable_str(self):
return "%s: %s\t%s" % (self.ann_id, self.type, self.description)
def __str__(self):
return "%s\t%s %s\t%s" % (self.id, self.type, self.ann_id, self.description)
def event_nonum_args(e):
"""
Given an EventAnnotatation, returns its arguments without trailing
numbers (e.g. "Theme1" -> "Theme").
"""
from re import match as re_match
nna = {}
for arg, aid in e.args:
m = re_match(r'^(.*?)\d*$', arg)
if m:
arg = m.group(1)
if arg not in nna:
nna[arg] = []
nna[arg].append(aid)
return nna
def event_nonum_arg_count(e):
"""
Given an EventAnnotation, returns a dictionary containing for each
of its argument without trailing numbers (e.g. "Theme1" ->
"Theme") the number of times the argument appears.
"""
from re import match as re_match
nnc = {}
for arg, aid in e.args:
m = re_match(r'^(.*?)\d*$', arg)
if m:
arg = m.group(1)
nnc[arg] = nnc.get(arg, 0) + 1
return nnc
def check_textbound_overlap(anns):
"""
Checks for overlap between the given TextBoundAnnotations.
Returns a list of pairs of overlapping annotations.
"""
overlapping = []
for a1 in anns:
for a2 in anns:
if a1 is a2:
continue
if (a2.first_start() < a1.last_end() and
a2.last_end() > a1.first_start()):
overlapping.append((a1,a2))
return overlapping
def verify_equivs(ann_obj, projectconf):
issues = []
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
for eq in ann_obj.get_equivs():
# get the equivalent annotations
equiv_anns = [ann_obj.get_ann_by_id(eid) for eid in eq.entities]
# all pairs of entity types in the Equiv group must be allowed
# to have an Equiv. Create type-level pairs to avoid N^2
# search where N=entities.
eq_type = {}
for e in equiv_anns:
eq_type[e.type] = True
type_pairs = []
for t1 in eq_type:
for t2 in eq_type:
type_pairs.append((t1,t2))
# do avoid marking both (a1,a2) and (a2,a1), remember what's
# already included
marked = {}
for t1, t2 in type_pairs:
reltypes = projectconf.relation_types_from_to(t1, t2)
# TODO: this is too convoluted; use projectconf directly
equiv_type_found = False
for rt in reltypes:
if projectconf.is_equiv_type(rt):
equiv_type_found = True
if not equiv_type_found:
# Avoid redundant output
if (t2,t1) in marked:
continue
# TODO: mark this error on the Eq relation, not the entities
for e in equiv_anns:
issues.append(AnnotationIssue(e.id, AnnotationError, "Equivalence relation %s not allowed between %s and %s" % (eq.type, disp(t1), disp(t2))))
marked[(t1,t2)] = True
return issues
def verify_entity_overlap(ann_obj, projectconf):
issues = []
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
# check for overlap between physical entities
physical_entities = [a for a in ann_obj.get_textbounds() if projectconf.is_physical_entity_type(a.type)]
overlapping = check_textbound_overlap(physical_entities)
for a1, a2 in overlapping:
if a1.same_span(a2):
if not projectconf.spans_can_be_equal(a1.type, a2.type):
issues.append(AnnotationIssue(a1.id, AnnotationError, "Error: %s cannot have identical span with %s %s" % (disp(a1.type), disp(a2.type), a2.id)))
elif a2.contains(a1):
if not projectconf.span_can_contain(a1.type, a2.type):
issues.append(AnnotationIssue(a1.id, AnnotationError, "Error: %s cannot be contained in %s (%s)" % (disp(a1.type), disp(a2.type), a2.id)))
elif a1.contains(a2):
if not projectconf.span_can_contain(a2.type, a1.type):
issues.append(AnnotationIssue(a1.id, AnnotationError, "Error: %s cannot contain %s (%s)" % (disp(a1.type), disp(a2.type), a2.id)))
else:
if not projectconf.spans_can_cross(a1.type, a2.type):
issues.append(AnnotationIssue(a1.id, AnnotationError, "Error: annotation cannot have crossing span with %s" % a2.id))
# TODO: generalize to other cases
return issues
def verify_annotation_types(ann_obj, projectconf):
issues = []
event_types = projectconf.get_event_types()
textbound_types = event_types + projectconf.get_entity_types()
relation_types = projectconf.get_relation_types()
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
for e in ann_obj.get_events():
if e.type not in event_types:
issues.append(AnnotationIssue(e.id, AnnotationError, "Error: %s is not a known event type (check configuration?)" % disp(e.type)))
for t in ann_obj.get_textbounds():
if t.type not in textbound_types:
issues.append(AnnotationIssue(t.id, AnnotationError, "Error: %s is not a known textbound type (check configuration?)" % disp(t.type)))
for r in ann_obj.get_relations():
if r.type not in relation_types:
issues.append(AnnotationIssue(r.id, AnnotationError, "Error: %s is not a known relation type (check configuration?)" % disp(r.type)))
return issues
def verify_triggers(ann_obj, projectconf):
issues = []
events_by_trigger = {}
for e in ann_obj.get_events():
if e.trigger not in events_by_trigger:
events_by_trigger[e.trigger] = []
events_by_trigger[e.trigger].append(e)
trigger_by_span_and_type = {}
for t in ann_obj.get_textbounds():
if not projectconf.is_event_type(t.type):
continue
if t.id not in events_by_trigger:
issues.append(AnnotationIssue(t.id, AnnotationIncomplete, "Warning: trigger %s is not referenced from any event" % t.id))
spt = tuple(set(t.spans))+(t.type,)
if spt not in trigger_by_span_and_type:
trigger_by_span_and_type[spt] = []
trigger_by_span_and_type[spt].append(t)
for spt in trigger_by_span_and_type:
trigs = trigger_by_span_and_type[spt]
if len(trigs) < 2:
continue
for t in trigs:
# We currently need to attach these to events if there are
# any; issues attached to triggers referenced from events
# don't get shown. TODO: revise once this is fixed.
if t.id in events_by_trigger:
issues.append(AnnotationIssue(events_by_trigger[t.id][0].id, AnnotationWarning, "Warning: triggers %s have identical span and type (harmless but unnecessary duplication)" % ",".join([x.id for x in trigs])))
else:
issues.append(AnnotationIssue(t.id, AnnotationWarning, "Warning: triggers %s have identical span and type (harmless but unnecessary duplication)" % ",".join([x.id for x in trigs])))
return issues
def _relation_labels_match(rel, rel_conf):
if len(rel_conf.arg_list) != 2:
# likely misconfigured relation, can't match
return False
return (rel.arg1l == rel_conf.arg_list[0] and
rel.arg2l == rel_conf.arg_list[1])
def verify_relations(ann_obj, projectconf):
issues = []
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
# TODO: rethink this function.
for r in ann_obj.get_relations():
a1 = ann_obj.get_ann_by_id(r.arg1)
a2 = ann_obj.get_ann_by_id(r.arg2)
match_found = False
# check for argument order a1, a2
if r.type in projectconf.relation_types_from_to(a1.type, a2.type):
# found for argument order a1, a2; check labels
conf_rels = projectconf.get_relations_by_type(r.type)
if any(c for c in conf_rels if _relation_labels_match(r, c)):
match_found = True
break
if match_found:
continue
# no match for argument order a1, a2; try a2, a1
# temp inversion for check
r.arg1, r.arg2, r.arg1l, r.arg2l = r.arg2, r.arg1, r.arg2l, r.arg1l
if r.type in projectconf.relation_types_from_to(a2.type, a1.type):
conf_rels = projectconf.get_relations_by_type(r.type)
if any(c for c in conf_rels if _relation_labels_match(r, c)):
match_found = True
break
r.arg1, r.arg2, r.arg1l, r.arg2l = r.arg2, r.arg1, r.arg2l, r.arg1l
if match_found:
continue
# not found for either argument order
issues.append(AnnotationIssue(r.id, AnnotationError, "Error: %s relation %s:%s %s:%s not allowed" % (disp(r.type), r.arg1l, disp(a1.type), r.arg2l, disp(a2.type))))
return issues
def verify_missing_arguments(ann_obj, projectconf):
"""
Checks for events having too few mandatory arguments.
"""
issues = []
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
for e in ann_obj.get_events():
nonum_arg_counts = event_nonum_arg_count(e)
for m in projectconf.mandatory_arguments(e.type):
c = nonum_arg_counts.get(m, 0)
amin = projectconf.argument_minimum_count(e.type, m)
amax = projectconf.argument_maximum_count(e.type, m)
if c < amin:
# insufficient, pick appropriate string and add issue
if amin == 1:
countstr = "one %s argument " % disp(m)
else:
countstr = "%d %s arguments " % (amin, disp(m))
if amin == amax:
countstr = "exactly " + countstr
else:
countstr = "at least " + countstr
issues.append(AnnotationIssue(e.id, AnnotationIncomplete,
"Incomplete: " + countstr + "required for event"))
return issues
def verify_disallowed_arguments(ann_obj, projectconf):
"""
Checks for events with arguments they are not allowed to
have.
"""
issues = []
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
for e in ann_obj.get_events():
allowed = projectconf.arc_types_from(e.type)
eargs = event_nonum_args(e)
for a in eargs:
if a not in allowed:
issues.append(AnnotationIssue(e.id, AnnotationError, "Error: %s cannot take a %s argument" % (disp(e.type), disp(a))))
else:
for rid in eargs[a]:
r = ann_obj.get_ann_by_id(rid)
if a not in projectconf.arc_types_from_to(e.type, r.type):
issues.append(AnnotationIssue(e.id, AnnotationError, "Error: %s argument %s cannot be of type %s" % (disp(e.type), disp(a), disp(r.type))))
return issues
def verify_extra_arguments(ann_obj, projectconf):
"""
Checks for events with excessively many allowed arguments.
"""
issues = []
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
for e in ann_obj.get_events():
nonum_arg_counts = event_nonum_arg_count(e)
multiple_allowed = projectconf.multiple_allowed_arguments(e.type)
for a in [m for m in nonum_arg_counts if nonum_arg_counts[m] > 1]:
amax = projectconf.argument_maximum_count(e.type, a)
if a not in multiple_allowed:
issues.append(AnnotationIssue(e.id, AnnotationError, "Error: %s cannot take multiple %s arguments" % (disp(e.type), disp(a))))
elif nonum_arg_counts[a] > amax:
issues.append(AnnotationIssue(e.id, AnnotationError, "Error: %s can take at most %d %s arguments" % (disp(e.type), amax, disp(a))))
return issues
def verify_attributes(ann_obj, projectconf):
"""
Checks for instances of attributes attached to annotations that
are not allowed to have them.
"""
issues = []
# shortcut
def disp(s):
return projectconf.preferred_display_form(s)
for a in ann_obj.get_attributes():
tid = a.target
t = ann_obj.get_ann_by_id(tid)
allowed = projectconf.attributes_for(t.type)
if a.type not in allowed:
issues.append(AnnotationIssue(t.id, AnnotationError, "Error: %s cannot take a %s attribute" % (disp(t.type), disp(a.type))))
return issues
def verify_annotation(ann_obj, projectconf):
"""
Verifies the correctness of a given AnnotationFile.
Returns a list of AnnotationIssues.
"""
issues = []
issues += verify_annotation_types(ann_obj, projectconf)
issues += verify_equivs(ann_obj, projectconf)
issues += verify_entity_overlap(ann_obj, projectconf)
issues += verify_triggers(ann_obj, projectconf)
issues += verify_relations(ann_obj, projectconf)
issues += verify_missing_arguments(ann_obj, projectconf)
issues += verify_disallowed_arguments(ann_obj, projectconf)
issues += verify_extra_arguments(ann_obj, projectconf)
issues += verify_attributes(ann_obj, projectconf)
return issues
def argparser():
import argparse
ap=argparse.ArgumentParser(description="Verify BioNLP Shared Task annotations.")
ap.add_argument("-v", "--verbose", default=False, action="store_true", help="Verbose output.")
ap.add_argument("files", metavar="FILE", nargs="+", help="Files to verify.")
return ap
def main(argv=None):
import sys
import os
if argv is None:
argv = sys.argv
arg = argparser().parse_args(argv[1:])
for fn in arg.files:
try:
projectconf = ProjectConfiguration(os.path.dirname(fn))
# remove ".a2" or ".rel" suffixes for Annotations to prompt
# parsing of .a1 also.
# (TODO: temporarily removing .ann also to work around a
# bug in TextAnnotations, but this should not be necessary.)
nosuff_fn = fn.replace(".a2","").replace(".rel","").replace(".ann","")
with annotation.TextAnnotations(nosuff_fn) as ann_obj:
issues = verify_annotation(ann_obj, projectconf)
for i in issues:
print "%s:\t%s" % (fn, i.human_readable_str())
except annotation.AnnotationFileNotFoundError:
print >> sys.stderr, "%s:\tFailed check: file not found" % fn
except annotation.AnnotationNotFoundError, e:
print >> sys.stderr, "%s:\tFailed check: %s" % (fn, e)
if arg.verbose:
print >> sys.stderr, "Check complete."
if __name__ == "__main__":
import sys
sys.exit(main())