def edit_td_data():
if session.get('u-type') is None:
return render_template('error_page.html')
if request.method =="POST":
td_id = request.form['td-id']
td_obj = td.TdDAO()
p =td_obj.getData(td_id)
return render_template("editTrainingDataset.html", p = p)
def edit_fd_cloud_data():
if session.get('u-type') is None:
return render_template('error_page.html')
import boto3
dynamoDB = boto3.resource('dynamodb')
dynamoTable = dynamoDB.Table('feedback-form-data')
fd_date = request.form['fd-date-id']
response = dynamoTable.get_item(
Key={ 'date': fd_date})
item = response['Item']
fd_obj = fd.FdObj()
fd_obj.name = item['fd_name']
fd_obj.image = item['fd_img']
fd_obj.tid = item['td_id']
fd_obj.file = item['fd_file']
fd_obj.desc = item['fd_desc']
fd_obj.date = fd_date
fd_obj.result_page = item['result_page']
fd_obj.fid = fd_date
req_type = request.form['submit']
if req_type =="modify":
td_dao = td.TdDAO()
training_data_dict = td_dao.fetch_all_td()
td_obj = td.TdObj()
td_obj = td_dao.getData(fd_obj.tid)
return render_template('editFeedbackDataset.html', p = fd_obj, td_id = td_obj.id, dict_training_data = training_data_dict, storage_type= str("cloud"))
elif req_type =="result-page":
td_dao = td.TdDAO()
model_file = td_dao.getFileNamebyID(fd_obj.tid)
import botocore
s3 = boto3.resource('s3')
BUCKET_NAME = 'feedback-data-try'
try:
s3.Bucket(BUCKET_NAME).download_file('static/DBAlpha/FeedbackDB/Files/'+str(fd_obj.file), 'static/DBAlpha/FeedbackDB/Files/'+str(fd_obj.file))
except botocore.exceptions.ClientError as e:
if e.response['Error']['Code'] == "404":
print("The object does not exist.")
else:
raise
model_file = re.sub(".json", "", model_file)
aspect_json, overall_rate, progress_json, suggestions_json = full_analysis(file_name = fd_obj.file, model_file = model_file, no_entities = -1, lang="")
return render_template("results.html", aspect_json = aspect_json, overall_rate = overall_rate, progress_json = progress_json, suggestions_json = suggestions_json, fd_id = fd_obj.fid)
def generate_pkl():
if session.get('u-type') is None:
return render_template('error_page.html')
import re
td_file_name = request.form['td_file']
td_file_name_without_ext = re.sub(".json", "", td_file_name)
accuracy= make_model(file_name = td_file_name, column_review='reviewText', column_rating='overall', json_balanced = False, have_corpus = False, size = 25000)
model_name = td_file_name_without_ext + ".h5"
td_dao = td.TdDAO()
td_dao.updateModel(td_file_name, model_name, accuracy*100)
return render_template("confirmTD.html", status = 1)
def edit_fd_data():
if session.get('u-type') is None:
return render_template('error_page.html')
if request.method =="POST":
fd_id = request.form['fd-id']
fd_dao = fd.FdDAO()
fd_obj = fd.FdObj()
fd_obj = fd_dao.getData(fd_id)
req_type = request.form['submit']
if req_type =="modify":
td_dao = td.TdDAO()
training_data_dict = td_dao.fetch_all_td()
td_obj = td.TdObj()
td_obj = td_dao.getData(fd_obj.tid)
return render_template("editFeedbackDataset.html", p = fd_obj, td_id = td_obj.id, dict_training_data = training_data_dict, storage_type= str("local"))
elif req_type =="result-page":
td_dao = td.TdDAO()
model_file = td_dao.getFileNamebyID(fd_obj.tid)
model_file = re.sub(".json", "", model_file)
aspect_json, overall_rate, progress_json, suggestions_json = full_analysis(file_name = fd_obj.file, model_file = model_file, no_entities = 2, lang="")
return render_template("results.html", aspect_json = aspect_json, overall_rate = overall_rate, progress_json = progress_json, suggestions_json = suggestions_json, fd_id = fd_id)
def edit_td_data_Confirm():
if session.get('u-type') is None:
return render_template('error_page.html')
if request.method == "POST":
req_type = request.form['submit']
td_id = request.form['td-id']
td_obj = td.TdDAO()
if req_type == 'update':
td_name = request.form['td-name']
td_desc = request.form['td-desc']
status = (td_obj.updateName(td_id, td_name)) and (td_obj.updateDesc(td_id, td_desc))
td_names = td_obj.fetch_all_td()
return render_template("viewTrainingDatasets.html",td_names = td_names)
elif req_type == 'remove':
file_name = request.form['td-file']
file_name = re.sub(".json ", "", file_name)
status = td_obj.delete_dataset(td_id, UPLOAD_TRAINING_FILES+str(request.form['td-file']), UPLOAD_TRAINING_IMAGES+str(request.form['td-img']),
UPLOAD_TRAINING_MODELS+str(file_name)+".h5", UPLOAD_TRAINING_MODELS+"TOKEN_"+str(file_name)+".pkl")
print("Dataset Deleted Status: ", status)
td_names = td_obj.fetch_all_td()
return render_template("viewTrainingDatasets.html",td_names = td_names)
def add_td_confirm():
if session.get('u-type') is None:
return render_template('error_page.html')
if request.method == "POST":
td_name = request.form['td-name']
thumb_img = request.files['thumb-nail']
td_file = request.files['td-file']
thumb_img_name = secure_filename(thumb_img.filename)
td_file_name = secure_filename(td_file.filename)
desc = request.form['td-desc']
td_obj = td.TdDAO()
from datetime import date,datetime
today = date.today()
text_to_append = str(datetime.now())[:-7].replace(":","").replace(" ","").replace("-","")
file_name1 = os.path.splitext(thumb_img_name)
thumb_img_name ="IMG" + str(text_to_append) +file_name1[1]
file_name1 = os.path.splitext(td_file_name)
td_file_name = "TD"+ str(text_to_append) +file_name1[1]
thumb_img.save(os.path.join(app.config['UPLOAD_TRAINING_IMAGES'], thumb_img_name))
td_file.save(os.path.join(app.config['UPLOAD_TRAINING_FILES'], td_file_name))
status = td_obj.setData(td_name, thumb_img_name, td_file_name, 0, desc, 'sample.pkl', str(today),97.65)
json_td_file_name = {"td_file" : td_file_name}
return render_template("generatePKL.html", status = status, json_td_file_name = json_td_file_name)
def add_fd():
if session.get('u-type') is None:
return render_template('error_page.html')
td_obj = td.TdDAO()
training_data_dict = td_obj.fetch_all_td()
return render_template('addFeedbackDatasets.html', dict_training_data = training_data_dict)
def view_td():
if session.get('u-type') is None:
return render_template('error_page.html')
td_obj = td.TdDAO()
td_names = td_obj.fetch_all_td()
return render_template('viewTrainingDatasets.html',td_names = td_names )