Last active
May 5, 2020 17:17
-
-
Save joydeb28/8132a4ff15f397ce7688933caaf86f7a to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
class LoadingData(): | |
def __init__(self): | |
train_file_path = os.path.join("benchmarking_data","Train") | |
validation_file_path = os.path.join("benchmarking_data","Validate") | |
category_id = 0 | |
self.cat_to_intent = {} | |
self.intent_to_cat = {} | |
for dirname, _, filenames in os.walk(train_file_path): | |
for filename in filenames: | |
file_path = os.path.join(dirname, filename) | |
intent_id = filename.replace(".json","") | |
self.cat_to_intent[category_id] = intent_id | |
self.intent_to_cat[intent_id] = category_id | |
category_id+=1 | |
print(self.cat_to_intent) | |
print(self.intent_to_cat) | |
'''Training data''' | |
training_data = list() | |
for dirname, _, filenames in os.walk(train_file_path): | |
for filename in filenames: | |
file_path = os.path.join(dirname, filename) | |
intent_id = filename.replace(".json","") | |
training_data+=self.make_data_for_intent_from_json(file_path,intent_id,self.intent_to_cat[intent_id]) | |
self.train_data_frame = pd.DataFrame(training_data, columns =['query', 'intent','category']) | |
self.train_data_frame = self.train_data_frame.sample(frac = 1) | |
'''Validation data''' | |
validation_data = list() | |
for dirname, _, filenames in os.walk(validation_file_path): | |
for filename in filenames: | |
file_path = os.path.join(dirname, filename) | |
intent_id = filename.replace(".json","") | |
validation_data +=self.make_data_for_intent_from_json(file_path,intent_id,self.intent_to_cat[intent_id]) | |
self.validation_data_frame = pd.DataFrame(validation_data, columns =['query', 'intent','category']) | |
self.validation_data_frame = self.validation_data_frame.sample(frac = 1) | |
def make_data_for_intent_from_json(self,json_file,intent_id,cat): | |
json_d = json.load(open(json_file)) | |
json_dict = json_d[intent_id] | |
sent_list = list() | |
for i in json_dict: | |
each_list = i['data'] | |
sent ="" | |
for i in each_list: | |
sent = sent + i['text']+ " " | |
sent =sent[:-1] | |
for i in range(3): | |
sent = sent.replace(" "," ") | |
sent_list.append((sent,intent_id,cat)) | |
return sent_list | |
load_data_obj = LoadingData() | |
>> | |
{0: 'RateBook', 1: 'SearchScreeningEvent', 2: 'PlayMusic', 3: 'SearchCreativeWork', 4: 'GetWeather', 5: 'BookRestaurant', 6: 'AddToPlaylist'} | |
{'RateBook': 0, 'SearchScreeningEvent': 1, 'PlayMusic': 2, 'SearchCreativeWork': 3, 'GetWeather': 4, 'BookRestaurant': 5, 'AddToPlaylist': 6} | |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment