import json from knowledge_base import KnowledgeBase examples = [ { "text": "icecream is cold", "parsed": ("exists-property-with-value", 'icecream', 'cold'), }, { "text": "lava is dangerous", "parsed": ("exists-property-with-value", 'lava', 'dangerous') }, { "text": "earth is a planet", "parsed": ("pertenence-to-group", 'earth', 'planet'), }, { "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') } ] base_knowledge = { 'icecream': { "groups": set(['noun', 'object', 'comestible', 'sweet']), }, 'lava': { "groups": set(['noun', 'object']), }, 'earth': { "groups": set(['noun', 'object', 'planet']), }, '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']), }, 'color': { "groups": set(['property', 'group']), }, 'fly': { "groups": set(['verb']), }, 'swim': { "groups": set(['verb']), }, } def main(): knowledge = KnowledgeBase( knowledge=base_knowledge, ) differences = knowledge.train(examples) print("----") print(differences()) print("----") for test in [{'text': 'a bus can run'}, {'text': 'io is a moon'}]: row = test['text'].lower().split() result, differences = knowledge.process(row) print("result:", result) print(differences()) print() print('-----') print(json.dumps(sorted(knowledge.knowledge.keys()), indent=4)) if __name__ == '__main__': main()