Spaces:
Sleeping
Sleeping
File size: 18,223 Bytes
3b48627 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 |
import sqlite3
import uuid
import json
import streamlit as st
from utilities import (
load_local_css,
set_header,
load_authenticator,
send_email,
)
import streamlit_authenticator as stauth
import yaml
from yaml import SafeLoader
import os
import datetime
import subprocess
import shutil
import pandas as pd
from st_aggrid import AgGrid
from st_aggrid import GridOptionsBuilder, GridUpdateMode
import pickle
from pathlib import Path
st.set_page_config(layout="wide")
load_local_css("styles.css")
set_header()
# def authenticator():
for k, v in st.session_state.items():
if k not in ["logout", "login", "config"] and not k.startswith(
"FormSubmitter"
):
st.session_state[k] = v
with open("config.yaml") as file:
config = yaml.load(file, Loader=SafeLoader)
st.session_state["config"] = config
authenticator = stauth.Authenticate(
config["credentials"],
config["cookie"]["name"],
config["cookie"]["key"],
config["cookie"]["expiry_days"],
config["preauthorized"],
)
st.session_state["authenticator"] = authenticator
name, authentication_status, username = authenticator.login("Login", "main")
auth_status = st.session_state.get("authentication_status")
if auth_status == True:
authenticator.logout("Logout", "main")
is_state_initiaized = st.session_state.get("initialized", False)
if not is_state_initiaized:
if "session_name" not in st.session_state:
st.session_state["session_name"] = None
cols1 = st.columns([2, 1])
with cols1[0]:
st.markdown(f"**Welcome {name}**")
with cols1[1]:
st.markdown(
f"**Current Session: {st.session_state['session_name']}**"
)
# relative_path = Path('DB_Sample','..' ,'DB', 'User.db')
# absolute_path = Path.cwd() / relative_path
# st.write(absolute_path)
# database_file=Path(__file__).parent / relative_path
database_file = r"C:\Users\ManojP\Documents\Mastercard\Build\DB_Sample\V6_persistant_data_home_page_connected_pages\DB\User.db"
conn = sqlite3.connect(database_file) # connection with sql db
c = conn.cursor()
c.execute("SELECT * from sessions")
st.write(c.fetchall())
# c.executemany("INSERT INTO users (username, email) VALUES (?, ?)",
# [("Geetha Krishna", "[email protected]"),
# ("Samkeet Sangai", "[email protected]"),
# ('Manoj P','[email protected]'),
# ('Srishti Verma','[email protected]'),
# ('Ismail mohammed',"[email protected]"),
# ('Sharon Sheng','[email protected]'),
# ('Ioannis Papadopoulos','[email protected]'),
# ('Herman Kwong',"[email protected]")
# ])
# conn.commit()
# c.execute("DELETE from sessions")
# conn.commit()
# st.write(c.fetchall())
page_name = "Home Page"
c.execute(
"SELECT email, user_id, user_type FROM users WHERE username = ?",
(name,),
)
user_data = c.fetchone()
email, user_id, user_type = user_data
# st.write(user_type)
# with st.sidebar:
# # if user_type != 'technical':
# st.page_link("home.py", label="Home123")
# st.page_link('pages/1_Data_Import.py',label='Data Import')
# st.page_link('pages/2_Data_Validation.py',label="Data Validation")
# st.page_link('pages/3_Transformations.py',label='Transformations')
# st.page_link("pages/4_Model_Build.py")
# st.page_link('pages/5_Model_Tuning_with_panel.py',label='Model Tuning')
# st.page_link('pages/5_Saved_Model_Results.py',label="Saved Model Results")
# st.write(pd.to_datetime(created_time))
# c.execute("DELETE FROM sessions")
# c.execute('select * from sessions')
# conn.commit()
# output = c.fetchall()
# st.write(output)
# if emails is not None:
# email = emails[0]
folder_path = r"C:\Users\ManojP\Documents\Mastercard\Build\DB_Sample\V6_persistant_data_home_page_connected_pages\Users"
user_folder_path = os.path.join(folder_path, email)
# project_dct = {
# 'data_import': {
# "granularity_selection":0,
# 'cat_dct':{},
# "merged_df":None,
# 'edited_df':None,
# "numeric_columns":None,
# "files_dict":None,
# 'formatted_panel1_values':None,
# 'formatted_panel2_values':None,
# "missing_stats_df":None,
# 'edited_stats_df':None
# },
# 'data_validation': {"target_column":0,
# 'selected_panels':None,
# "selected_feature":0,
# "validated_variables":[],
# "Non_media_variables":0
# },
# 'transformations': {},
# 'model_build': {},
# 'model_tuning':{},
# 'saved_model_results': {},
# 'model_result_overview': {},
# 'build_response_curves': {},
# 'scenario_planner': {},
# 'saved_scenarios': {},
# 'optimized_result_analysis': {}
# }
# st.session_state['project_dct']=project_dct
# st.write(project_dct)
def dump_session_details_db(allowed_users, session_name):
created_time = datetime.datetime.now().strftime("%Y-%m-%d %H:%M")
session_id = str(uuid.uuid4())
if len(allowed_users) == 0:
c.execute(
"INSERT INTO sessions VALUES (?, ?, ?, ?, ?, ?, ?,?)",
(
user_id,
name,
session_id,
session_name,
page_name,
created_time,
created_time,
None,
),
)
conn.commit()
else:
for allowed_user in allowed_users:
c.execute(
"INSERT INTO sessions VALUES (?, ?, ?, ?, ?, ?, ?,?)",
(
user_id,
name,
session_id,
session_name,
page_name,
created_time,
created_time,
allowed_user,
),
)
conn.commit()
# st.success('Project created')
if "session_path" not in st.session_state:
st.session_state["session_path"] = None
# creating dir for user
if not os.path.exists(user_folder_path):
os.makedirs(user_folder_path)
c.execute("SELECT DISTINCT username FROM users ")
allowed_users_db = [user[0] for user in c.fetchall() if user[0] != name]
c.execute(
"SELECT session_name from sessions WHERE allowed_users = ?", (name,)
)
available_sessions = c.fetchall() # all sessions available for user
c.execute(
"SELECT Distinct Session_name, status, updated_time as last_updated FROM sessions WHERE owner=?",
(name,),
)
session_summary = c.fetchall()
session_summary_df = pd.DataFrame(
session_summary,
columns=["Project Name", "Last Page Edited", "Modified Date"],
)
session_summary_df["Modified Date"] = session_summary_df[
"Modified Date"
].map(lambda x: pd.to_datetime(x))
session_summary_df = session_summary_df.sort_values(
by=["Modified Date"], ascending=False
)
st.header("Manage Projects")
st.markdown(
"""
* **Load Existing Project:** Select the project you want and click 'Load Project'.
* **Delete Project:** If you wish to delete a project, select it and click 'Delete Project'.
* **Modify User Access:** Make changes to user access permissions as needed.
"""
)
# session_col=st.columns([5,5])
# with session_col[0]:
gd = GridOptionsBuilder.from_dataframe(session_summary_df)
gd.configure_pagination(
enabled=True, paginationAutoPageSize=False, paginationPageSize=10
)
gd.configure_selection(use_checkbox=True)
gridoptions = gd.build()
if session_summary_df.shape[0] < 5:
height = (session_summary_df.shape[0]) * 20 + 100
else:
height = None
table = AgGrid(
session_summary_df,
gridOptions=gridoptions,
update_mode=GridUpdateMode.SELECTION_CHANGED,
height=height,
fit_columns_on_grid_load=True,
)
if len(table.selected_rows) > 0:
selected_rows = table.selected_rows
project_name = selected_rows[0]["Project Name"]
project_col = st.columns(2)
with project_col[0]:
project_path = os.path.join(user_folder_path, project_name)
st.session_state["project_path"] = project_path # load project dct
project_dct_path = os.path.join(project_path, "project_dct.pkl")
with open(project_dct_path, "rb") as f:
st.session_state["project_dct"] = pickle.load(f)
# st.write(st.session_state['project_dct'])
with st.spinner("Redirecting to last Saved Page"):
page_link = st.page_link(
"pages/1_Data_Import.py",
label=f"Load Project - **{project_name}**",
)
with project_col[1]:
if st.button(
f"Delete Project - **{selected_rows[0]['Project Name']}**"
):
project_name_to_delete = selected_rows[0]["Project Name"]
st.warning(
f"{project_name_to_delete} will be deleted permanentaly and all the information regarding the project will be lost"
)
with st.expander("Modify user access for selected project"):
c.execute(
"SELECT DISTINCT allowed_users FROM sessions WHERE session_name = ?",
(project_name,),
)
present_users = c.fetchall()
present_users = [
user[0]
for user in present_users
if user[0] != name and user[0] is not None
]
present_users = None if len(present_users) == 0 else present_users
allowed_users = st.multiselect(
"Modify other users access",
allowed_users_db,
default=present_users,
)
if st.button("Save Changes", use_container_width=True):
pass
c.execute("SELECT Session_name FROM sessions WHERE owner=?", (name,))
user_projects = [
project[0] for project in c.fetchall()
] # user owned sessions
with st.expander("Create New Project"):
st.markdown(
"To create a new project, Enter Project name below, select user who you want to give access of this project and click **Create New Project**"
)
project_col1 = st.columns(2)
with project_col1[0]:
project_name = st.text_input("Enter Project Name")
if project_name in user_projects:
st.warning("Project already exists please enter new name")
with project_col1[1]:
allowed_users = st.multiselect(
"Select Users who can access to this Project", allowed_users_db
)
allowed_users = list(allowed_users)
Create = st.button("Create New Project", use_container_width=True)
# st.button("Label", use_container_width=True)
if Create:
allowed_users.append(name)
if project_name in user_projects:
st.warning("Project already exists please enter new name")
st.stop()
project_path = os.path.join(user_folder_path, project_name)
os.makedirs(project_path)
dump_session_details_db(allowed_users, project_name)
project_dct = {
"data_import": {
"granularity_selection": 0,
"cat_dct": {},
"merged_df": None,
"edited_df": None,
"numeric_columns": None,
"files_dict": None,
"formatted_panel1_values": None,
"formatted_panel2_values": None,
"missing_stats_df": None,
"edited_stats_df": None,
},
"data_validation": {
"target_column": 0,
"selected_panels": None,
"selected_feature": 0,
"validated_variables": [],
"Non_media_variables": 0,
},
"transformations": {"Media": {}, "Exogenous": {}},
"model_build": {
"sel_target_col": None,
"all_iters_check": False,
"iterations": 0,
"build_button": False,
"show_results_check": False,
"session_state_saved": {},
},
"model_tuning": {
"sel_target_col": None,
"sel_model": {},
"flag_expander": False,
"start_date_default": None,
"end_date_default": None,
"repeat_default": "No",
"flags": None,
"select_all_flags_check": {},
"selected_flags": {},
"trend_check": False,
"week_num_check": False,
"sine_cosine_check": False,
"session_state_saved": {},
},
"saved_model_results": {
"selected_options": None,
"model_grid_sel": [1],
},
"model_result_overview": {},
"build_response_curves": {},
"scenario_planner": {},
"saved_scenarios": {},
"optimized_result_analysis": {},
}
st.session_state["project_dct"] = project_dct
st.session_state["project_path"] = project_path
project_dct_path = os.path.join(project_path, "project_dct.pkl")
st.session_state["session_path"] = project_path
with open(project_dct_path, "wb") as f:
pickle.dump(project_dct, f)
st.success("Project Created")
# st.header('Clone Project')
with st.expander("**Clone saved projects**"):
c.execute(
"SELECT DISTINCT owner FROM sessions WHERE allowed_users=?",
(name,),
) # owner
owners = c.fetchall()
owners = [owner[0] for owner in owners]
if len(owners) == 0:
st.warning("You dont have any shared project yet!")
st.stop()
cols = st.columns(2)
with cols[0]:
owner = st.selectbox("Select Owner", owners)
c.execute("SELECT email FROM users WHERE username=?", (owner,))
owner_email = c.fetchone()[0]
owner_folder_path = os.path.join(folder_path, owner_email)
with cols[1]:
c.execute(
"SELECT session_name FROM sessions WHERE owner=? AND allowed_users = ?",
(owner, name),
) # available sessions for user
project_names = c.fetchall()
project_name_owner = st.selectbox(
"Select a saved Project available for you",
[project_name[0] for project_name in project_names],
)
owner_project_path = os.path.join(owner_folder_path, project_name)
with cols[0]:
project_name_user = st.text_input(
"Enter Project Name", value=project_name_owner
)
if project_name in user_projects:
st.warning(
"This Project name already exists in your directory Please enter a different name"
)
# st.stop()
project_path = os.path.join(user_folder_path, project_name_user)
owner_project_path = os.path.join(
owner_folder_path, project_name_owner
)
with cols[1]:
allowed_users = st.multiselect(
"Select Users who can access this session", allowed_users_db
)
allowed_users = list(allowed_users)
if st.button("Load Project", use_container_width=True):
if os.path.exists(project_path):
st.warning(
"This Project name already exists in your directory Please enter a different name"
)
st.stop()
shutil.copytree(owner_project_path, project_path)
project_dct_path = os.path.join(project_path, "project_dct.pkl")
with open(project_dct_path, "rb") as f:
st.session_state["project_dct"] = pickle.load(f)
st.session_state["session_path"] = project_path
st.session_state["project_path"] = project_path
# st.write(st.session_state['project_dct'])
dump_session_details_db(allowed_users, project_name_user)
st.success("Project Cloned")
|