SystemyDialogowe/evaluate.py
2021-05-17 15:06:42 +02:00

31 lines
801 B
Python

import os
import re
import jsgf
import pandas as pd
import numpy as np
from NaturalLanguageUnderstanding import NLU
nlu = NLU()
rows = 0
hits = 0
for file_name in os.listdir('data'):
df = pd.read_csv(f'data/{file_name}', sep='\t', names=['interlocutor', 'sentence', 'acts'])
df = df[df.interlocutor == 'user']
data = np.array(df)
for row in data:
sentence = row[1]
sentences = sentence.split(',')
for sentence in sentences:
acts = row[2].split('&')
for act in acts:
rows += 1
frame = nlu.parse_user_input(sentence)
frame_act_name = frame.getActType().name.lower()
if frame_act_name in act.strip():
hits += 1
print(f"Accuracy: {(hits / rows)*100}")