import json import logging logging.getLogger().setLevel(logging.INFO) from knowledge_base import KnowledgeBase from modifiable_property import is_modifiable_property examples = [ { "text": "icecream is cold", "parsed": ("exists-property-with-value", 'icecream', 'cold'), }, { "text": "is icecream cold?", "parsed": ("question", ("exists-property-with-value", 'icecream', 'cold')) }, { "text": "lava is dangerous", "parsed": ("exists-property-with-value", 'lava', 'dangerous') }, { "text": "is lava dangerous?", "parsed": ("question", ("exists-property-with-value", 'lava', 'dangerous')), }, { "text": "earth is a planet", "parsed": ("pertenence-to-group", 'earth', 'planet'), }, { "text": "io is a moon", "parsed": ("pertenence-to-group", 'io', 'moon'), }, { "text": "is earth a moon?", "parsed": ("question", ("pertenence-to-group", 'earth', 'moon')), }, { "text": "Green is a color", "parsed": ("pertenence-to-group", 'green', 'color'), }, { "text": "a plane can fly", "parsed": ("has-capacity", 'plane', 'fly') }, { "text": "a wale can swim", "parsed": ("has-capacity", 'wale', 'swim') }, { "text": "if earth is a planet, it is big", "parsed": ("implies", ("pertenence-to-group", 'earth', 'planet'), ("exists-property-with-value", 'earth', 'big')), }, ] base_knowledge = { 'icecream': { "groups": set(['noun', 'object', 'comestible', 'sweet']), }, 'lava': { "groups": set(['noun', 'object']), }, 'earth': { "groups": set(['noun', 'object', 'planet']), }, 'io': { "groups": set(['noun', 'object']), }, 'green': { "groups": set(['noun', 'color', 'concept']), }, 'plane': { "groups": set(['noun', 'object', 'vehicle', 'fast']), }, 'car': { "groups": set(['noun', 'object', 'vehicle', 'slow-ish']), }, 'wale': { "groups": set(['noun', 'object', 'living-being']), }, 'cold': { "groups": set(['property', 'temperature']), "as_property": "temperature", }, 'dangerous': { "groups": set(['property']), "as_property": "safety", }, 'planet': { "groups": set(['noun', 'group']), }, 'moon': { "groups": set(['noun', 'group']), }, 'color': { "groups": set(['property', 'group']), }, 'fly': { "groups": set(['verb']), }, 'swim': { "groups": set(['verb']), }, } def test_assumption(expectedResponse, knowledge, query): logging.info("Query: {}".format(query['text'])) logging.info("Expected: {}".format(expectedResponse)) result, abstract_tree, diff = knowledge.process(query['text']) end_result = result.getter() if is_modifiable_property(result) else result logging.info("\x1b[0;3{}mResult: {}\x1b[0m".format("1" if end_result != expectedResponse else "2", end_result)) assert(end_result == expectedResponse) def main(): knowledge = KnowledgeBase( knowledge=base_knowledge, ) differences = knowledge.train(examples) logging.info("----") logging.info(differences()) logging.info("----") test_assumption(True, knowledge, {'text': 'earth is a planet'}) test_assumption(True, knowledge, {'text': 'is lava dangerous?'}) for test in [{'text': 'a bus can run'}, {'text': 'io is a moon'}]: row = test['text'] result, inferred_tree, differences = knowledge.process(row) logging.info("result:", result) logging.info(differences()) logging.info("---") logging.info('-----') logging.info(json.dumps(sorted(knowledge.knowledge.keys()), indent=4)) logging.info('-----') queryTrue = { "text": "is io a moon?", "parsed": ("question", ("pertenence-to-group", "io", "moon")) } queryFalse = { "text": "is io a planet?", "parsed": ("question", ("pertenence-to-group", "io", "planet")) } test_assumption(False, knowledge, queryFalse) test_assumption(True, knowledge, queryTrue) if __name__ == '__main__': main()