Spaces:
Sleeping
Sleeping
File size: 21,711 Bytes
8c1c276 4a61018 8c1c276 7f0b34b 8c1c276 7f0b34b 8c1c276 7f0b34b 8c1c276 7f0b34b 8c1c276 1a50424 |
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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 |
import gradio as gr
from transformers import pipeline
import openpyxl
import tempfile
import pycountry
classifier = pipeline("zero-shot-classification",
model="LogicSpine/address-large-text-classifier")
def check_for_third(address: str) -> bool:
countries = [country.name.lower() for country in pycountry.countries]
old_country_names = [
"burma",
"ceylon",
"persia",
"zaire",
"upper volta",
"swaziland",
"macedonia",
"czech republic",
"turkey",
"holland",
"kampuchea",
"dahomey",
"bechuanaland",
"gold coast",
"nyasaland",
"korea"
]
countries = countries + old_country_names
if "," in address:
address = address.split(",")
else:
address = [address.strip()]
for ad in address:
if ad.lower().strip() in countries:
return True
return False
def check_for_first(address: str) -> bool:
keyword_list = ["school", "laboratory", "department"]
for key in keyword_list:
if key.lower() in address.lower():
return True
return False
def check_for_second(address: str) -> bool:
keyword_list = ["university"]
for key in keyword_list:
if key.lower() in address.lower().strip():
return True
return False
def compaire_two(bigger: str, smaller: str, mid: int) -> bool:
"""Helps to find the result according to the priority
Args:
bigger (str): Pass the bigger
smaller (str): And smaller
mid (int): Pass the mid where 1 reffer to 1st and 2 as 2nd and 3 as 3rd
Raises:
ValueError: If invalid mid is passed
Returns:
bool: if bigger have more priority then True else False
"""
if mid == 1:
if check_for_first(bigger):
return True
lab = ["School", "Department", "Laboratory"]
elif mid == 2:
if check_for_second(bigger):
return True
lab = ["University", "Polytechnic"]
elif mid == 3:
if check_for_third(bigger):
return True
lab = ["State", "District", "Country"]
else:
raise ValueError(f"Invalid value passed in mid : {mid}")
sb = classifier(bigger, lab)
ss = classifier(smaller, lab)
result_bigger = sum(sb["scores"])
result_smaller = sum(ss["scores"])
if result_bigger > result_smaller:
return True
return False
def get_ai_position(address: str) -> int:
"""This function use AI to find the position of the address
Args:
address (str): Pass the address here
Returns:
int: Return the mid 1 for 4th and 2 for 5th and 3 for 6th
"""
if check_for_first(address):
return 1
if check_for_second(address):
return 2
if check_for_third(address):
return 3
result_first = sum(classifier(address, ["School", "Department", "Laboratory"])["scores"])
result_second = sum(classifier(address, ["University", "Polytechnic"])["scores"])
result_third = sum(classifier(address, ["State", "District", "Country"])["scores"])
total = max(result_first, result_second, result_third)
if total == result_first:
return 1
elif total == result_second:
return 2
if total == result_third:
return 3
else:
return 3
def compare_by_mid(bigger: int, smaller: int, address: str, threshold: float = 0.1) -> bool:
"""Helps to find the proper position for the address according to the mid
Args:
bigger (int): Pass the mid 1, 2 or 3
smaller (int): Pass the mid 1, 2 or 3
address (str): If possibility of bigger is more then return True else False
threshold (float): Minimum score difference to consider valid comparison
Returns:
bool: Boolean
"""
if bigger == 1:
if check_for_first(address):
return True
bigger_l = ["School", "Department", "Laboratory"]
elif bigger == 2:
if check_for_second(address):
return True
bigger_l = ["University", "Polytechnic"]
else:
if check_for_third(address):
return True
bigger_l = ["State", "District", "Country"]
if smaller == 1:
smaller_l = ["School", "Department", "Laboratory"]
elif smaller == 2:
smaller_l = ["University", "Polytechnic"]
else:
smaller_l = ["State", "District", "Country"]
result_bigger = classifier(address, bigger_l)
result_smaller = classifier(address, smaller_l)
max_bigger = max(result_bigger["scores"])
max_smaller = max(result_smaller["scores"])
score_difference = max_smaller - max_bigger
return score_difference > threshold
def find_missing_data(data1: str, data2: str, data3: str, var1: str, var2: str, var3: str) -> str:
"""Helps to find the missing data
Args:
data1 (str): Pass the first data or you can say address
data2 (str): Pass the 2nd address
data3 (str): pass third address
var1 (str): pass the first variable to check
var2 (str): pass 2nd variable to check
var3 (str): pass the third variable to check the 3rd address
Returns:
str: return the address as string
"""
data_set = {data1, data2, data3}
variables_filled = {var1, var2, var3}
missing_data = data_set - variables_filled
if missing_data:
return ', '.join(missing_data)
else:
return "All data has been assigned correctly."
def swapper(i1, i2, i3):
first, second, third = None, None, None
inputs = [i1, i2, i3]
first_candidates = []
for data in inputs:
original_data = data
if check_for_third(data):
if third is None:
third = data
else:
third, data = data, third
if check_for_first(data):
first_candidates.append(data)
elif check_for_second(data):
if second is None:
second = data
else:
second, data = data, second
elif check_for_first(data):
first_candidates.append(data)
elif check_for_second(data):
if second is None:
second = data
else:
second, data = data, second
if first_candidates:
first = first_candidates[0] if first is None else first
if len(first_candidates) > 1:
second = first_candidates[1] if second is None else second
remaining_data = [i1, i2, i3]
if first is None:
try:
first = remaining_data.pop(remaining_data.index(next(filter(lambda x: x not in {first, second, third}, remaining_data), None)))
except:
first = i1
if second is None:
try:
second = remaining_data.pop(remaining_data.index(next(filter(lambda x: x not in {first, second, third}, remaining_data), None)))
except:
second = i2
if third is None:
try:
third = remaining_data.pop(remaining_data.index(next(filter(lambda x: x not in {first, second, third}, remaining_data), None)))
except:
third = i3
return first, second, third
def settle_all_address(address_first: str, address_second: str, address_third: str):
address_1 = address_first
address_2 = address_second
address_3 = address_third
r_add1 = None
r_add2 = None
r_add3 = None
# Check for first function
if check_for_first(address_first):
r_add1 = address_first
elif check_for_first(address_second):
r_add1 = address_second
elif check_for_first(address_third):
r_add1 = address_third
# Check for second function
if check_for_second(address_first):
r_add2 = address_first
elif check_for_second(address_second):
r_add2 = address_second
elif check_for_second(address_third):
r_add2 = address_third
# Check for third function
if check_for_third(address_first):
r_add3 = address_first
elif check_for_third(address_second):
r_add3 = address_second
elif check_for_third(address_third):
r_add3 = address_third
if r_add1 == r_add2 or r_add1 == r_add3 or r_add2 == r_add3:
# Duplicate data found now perform the comparizon in here
if r_add1 == r_add2 == r_add3:
r_add1 = None
r_add2 = None
r_add3 = None
else:
if r_add1 == r_add2 and r_add1 != None: # If address 1 and address 2 is same then use AI for checking
m_add = find_missing_data(address_1, address_2, address_3, r_add1, r_add2, r_add3) # Find the missing address and add it to the r_add3
if compaire_two(m_add, r_add2, 1):
r_add2 = m_add
else:
r_add1 = m_add
elif r_add1 == r_add3 and r_add1 != None:
m_add = find_missing_data(address_1, address_2, address_3, r_add1, r_add2, r_add3) # Find the missing address and add it to the r_add3
if compaire_two(m_add, r_add3, 1):
r_add1 = m_add
else:
r_add3 = m_add
elif r_add2 == r_add3 and r_add2 != None:
m_add = find_missing_data(address_1, address_2, address_3, r_add1, r_add2, r_add3) # Find the missing address and add it to the r_add3
if compaire_two(m_add, r_add3, 3):
r_add3 = m_add
else:
r_add2 = m_add
if r_add1 == None or r_add2 == None or r_add3 == None:
# if any of them is None then calculate the address
ai_position1 = get_ai_position(address_1)
ai_position2 = get_ai_position(address_2)
ai_position3 = get_ai_position(address_3)
if ai_position1 == 3:
if r_add3:
pass
else:
r_add3 = address_1
if r_add1 == None or r_add2 == None:
if r_add3 == address_1:
if compare_by_mid(1, 2, address_2):
r_add1 = address_2
r_add2 = address_3
else:
r_add1 = address_3
r_add2 = address_2
elif r_add3 == address_2:
if compare_by_mid(1, 2, address_1):
r_add1 = address_1
r_add2 = address_3
else:
r_add1 = address_3
r_add2 = address_1
elif r_add3 == address_3:
if compare_by_mid(1, 2, address_1):
r_add1 = address_1
r_add2 = address_2
else:
r_add1 = address_2
r_add2 = address_1
elif ai_position1 == 2:
if r_add2:
pass
else:
r_add2 = address_1
if r_add1 == None or r_add3 == None:
if r_add2 == address_1:
if compare_by_mid(1, 3, address_2):
r_add1 = address_2
r_add3 = address_3
else:
r_add1 = address_3
r_add3 = address_2
elif r_add2 == address_2:
if compare_by_mid(1, 3, address_1):
r_add1 = address_1
r_add3 = address_3
else:
r_add1 = address_3
r_add3 = address_1
elif r_add2 == address_3:
if compare_by_mid(1, 3, address_1):
r_add1 = address_1
r_add3 = address_2
else:
r_add1 = address_2
r_add3 = address_1
else:
if r_add1:
pass
else:
r_add1 = address_1
if r_add2 == None or r_add3 == None:
if r_add1 == address_1:
if compare_by_mid(2, 3, address_2):
r_add2 = address_2
r_add3 = address_3
else:
r_add2 = address_3
r_add3 = address_2
elif r_add1 == address_2:
if compare_by_mid(2, 3, address_1):
r_add2 = address_1
r_add3 = address_3
else:
r_add2 = address_3
r_add3 = address_1
elif r_add1 == address_3:
if compare_by_mid(2, 3, address_1):
r_add2 = address_1
r_add3 = address_2
else:
r_add2 = address_2
r_add3 = address_1
if ai_position2 == 3:
if r_add3:
pass
else:
r_add3 = address_2
if r_add1 == None or r_add2 == None:
if r_add3 == address_1:
if compare_by_mid(1, 2, address_2):
r_add1 = address_2
r_add2 = address_3
else:
r_add1 = address_3
r_add2 = address_2
elif r_add3 == address_2:
if compare_by_mid(1, 2, address_1):
r_add1 = address_1
r_add2 = address_3
else:
r_add1 = address_3
r_add2 = address_1
elif r_add3 == address_3:
if compare_by_mid(1, 2, address_1):
r_add1 = address_1
r_add2 = address_2
else:
r_add1 = address_2
r_add2 = address_1
elif ai_position2 == 2:
if r_add2:
pass
else:
r_add2 = address_2
if r_add1 == None or r_add3 == None:
if r_add2 == address_1:
if compare_by_mid(1, 3, address_2):
r_add1 = address_2
r_add3 = address_3
else:
r_add1 = address_3
r_add3 = address_2
elif r_add2 == address_2:
if compare_by_mid(1, 3, address_1):
r_add1 = address_1
r_add3 = address_3
else:
r_add1 = address_3
r_add3 = address_1
elif r_add2 == address_3:
if compare_by_mid(1, 3, address_1):
r_add1 = address_1
r_add3 = address_2
else:
r_add1 = address_2
r_add3 = address_1
else:
if r_add1:
pass
else:
r_add1 = address_2
if r_add2 == None or r_add3 == None:
if r_add1 == address_1:
if compare_by_mid(2, 3, address_2):
r_add2 = address_2
r_add3 = address_3
else:
r_add2 = address_3
r_add3 = address_2
elif r_add1 == address_2:
if compare_by_mid(2, 3, address_1):
r_add2 = address_1
r_add3 = address_3
else:
r_add2 = address_3
r_add3 = address_1
elif r_add1 == address_3:
if compare_by_mid(2, 3, address_1):
r_add2 = address_1
r_add3 = address_2
else:
r_add2 = address_2
r_add3 = address_1
if ai_position3 == 3:
if r_add3:
pass
else:
r_add3 = address_3
if r_add1 == None or r_add2 == None:
if r_add3 == address_1:
if compare_by_mid(1, 2, address_2):
r_add1 = address_2
r_add2 = address_3
else:
r_add1 = address_3
r_add2 = address_2
elif r_add3 == address_2:
if compare_by_mid(1, 2, address_1):
r_add1 = address_1
r_add2 = address_3
else:
r_add1 = address_3
r_add2 = address_1
elif r_add3 == address_3:
if compare_by_mid(1, 2, address_1):
r_add1 = address_1
r_add2 = address_2
else:
r_add1 = address_2
r_add2 = address_1
elif ai_position3 == 2:
if r_add2:
pass
else:
r_add2 = address_3
if r_add1 == None or r_add3 == None:
if r_add2 == address_1:
if compare_by_mid(1, 3, address_2):
r_add1 = address_2
r_add3 = address_3
else:
r_add1 = address_3
r_add3 = address_2
elif r_add2 == address_2:
if compare_by_mid(1, 3, address_1):
r_add1 = address_1
r_add3 = address_3
else:
r_add1 = address_3
r_add3 = address_1
elif r_add2 == address_3:
if compare_by_mid(1, 3, address_1):
r_add1 = address_1
r_add3 = address_2
else:
r_add1 = address_2
r_add3 = address_1
else:
if r_add1:
pass
else:
r_add1 = address_3
if r_add2 == None or r_add3 == None:
if r_add1 == address_1:
if compare_by_mid(2, 3, address_2):
r_add2 = address_2
r_add3 = address_3
else:
r_add2 = address_3
r_add3 = address_2
elif r_add1 == address_2:
if compare_by_mid(2, 3, address_1):
r_add2 = address_1
r_add3 = address_3
else:
r_add2 = address_3
r_add3 = address_1
elif r_add1 == address_3:
if compare_by_mid(2, 3, address_1):
r_add2 = address_1
r_add3 = address_2
else:
r_add2 = address_2
r_add3 = address_1
return swapper(r_add1, r_add2, r_add3)
def process_file(filepath: str):
wb = openpyxl.load_workbook(filepath, data_only=True)
ws = wb.active
new_wb = openpyxl.Workbook()
new_ws = new_wb.active
temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.xlsx')
temp_path = temp_file.name
columns_to_process = [4, 5, 6]
for col in range(1, ws.max_column + 1):
new_ws.cell(row=1, column=col).value = ws.cell(row=1, column=col).value
empty_rows = 0
# for row in ws.iter_rows(min_row=2, max_row=ws.max_row):
# if any(cell.value not in (None, "") for cell in row):
# total_row += 1
for row in ws.iter_rows(min_row=2, max_row=ws.max_row):
if empty_rows > 3:
break
row_num = row[0].row
for col in range(1, ws.max_column + 1):
if col not in columns_to_process:
new_ws.cell(row=row_num, column=col).value = ws.cell(row=row_num, column=col).value
else:
new_ws.cell(row=row_num, column=col).value = None
address_first = ws.cell(row=row_num, column=4).value
address_second = ws.cell(row=row_num, column=5).value
address_third = ws.cell(row=row_num, column=6).value
if address_first != None and address_second != None and address_third != None:
# print(f"Processing {address_first} | {address_second} | {address_third}")
ad1, ad2, ad3 = settle_all_address(address_first, address_second, address_third)
new_ws.cell(row=row_num, column=4).value = ad1
new_ws.cell(row=row_num, column=5).value = ad2
new_ws.cell(row=row_num, column=6).value = ad3
print(f"Adding : {ad1} | {ad2} | {ad3}")
else:
empty_rows += 1
new_wb.save(temp_path)
return temp_path
def gradio_process(file):
file_path = file.name
output_file_path = process_file(file_path)
return output_file_path
iface = gr.Interface(
fn=gradio_process,
inputs=gr.File(),
outputs=gr.File(),
title="AI Address Processor",
description="Upload an Excel file, and the AI will process the addresses."
)
iface.launch() |