BytePairEncoding

Demonstrate Byte Pair Encoding for Hindi

Byte Pair Encoding (BPE) Implementation

This project implements Byte Pair Encoding (BPE) from scratch for Hindi text data, demonstrating how tokenization algorithms work at a fundamental level.

Overview

Byte Pair Encoding is a data compression technique that iteratively merges the most frequent pairs of bytes (or tokens) in a text corpus. It's widely used in modern NLP systems like GPT, BERT, and other transformer models for tokenization.

Dataset

Source: Hindi Wikipedia dataset (zicsx/Wikipedia-Hindi)
Sample Size: 1000 articles from the training set
Text Processing: Applied Devanagari-specific regex pattern to extract Hindi words
Original Text Length: 7,199,749 characters (before regex)
Processed Text Length: 7,017,580 characters (after regex filtering)
Number of Devanagari Words: 248,156 words

Implementation Steps

1. Data Loading and Preprocessing

Load the Hindi Wikipedia dataset using Hugging Face datasets library
Extract the first 1000 articles from the training set

Apply Devanagari regex pattern to filter and extract Hindi words:

devanagari_word = re.compile(
    r'(?:[\u0904-\u0939\u0958-\u0961\u0966-\u096F]'
    r'(?:[\u093C\u094D]?[\u0904-\u0939\u0958-\u0961])*'
    r'[\u0900-\u0903\u093A-\u094F\u0951-\u0957\u0962-\u0963]*'
    r')+'
)

2. Character-Level Analysis

Extract all unique characters from the text
Initial vocabulary size: 129 unique characters
Create character-to-integer mappings (stoi) and integer-to-character mappings (itos)
Encode text into integer sequences

3. UTF-8 Byte Encoding

Convert text to UTF-8 bytes
Original UTF-8 token length: 18,364,890 bytes
This represents the raw byte representation of the Hindi text

4. Byte Pair Encoding Algorithm

The BPE algorithm works as follows:

Initialize: Start with 256 base tokens (all possible byte values 0-255)
Iterative Merging Process:
- Count all consecutive byte pairs in the corpus
- Find the most frequent pair
- Merge this pair into a new token
- Replace all occurrences of this pair with the new token
- Repeat until desired vocabulary size is reached
Key Functions:
- get_stats(ids): Counts frequency of all consecutive pairs
- merge(ids, pair, idx): Replaces all occurrences of a pair with a new token ID

5. Vocabulary Building

Target Vocabulary Size: 5,000 tokens
Number of Merges: 4,744 (5,000 - 256 base tokens)
Each merge operation creates a new token by combining two existing tokens

6. Encoding and Decoding

Encoding: Convert text string → list of token IDs
- Start with UTF-8 byte encoding
- Apply merges in order of creation (greedy matching)
Decoding: Convert list of token IDs → text string
- Build vocabulary dictionary mapping token IDs to byte sequences
- Concatenate byte sequences and decode to UTF-8 text
- Verified round-trip encoding/decoding preserves original text

Results

Final Configuration

Final Vocabulary Size: 5,000 tokens
Number of Merges: 4,744 merges
Original Token Length: 18,364,890 bytes (UTF-8 encoded)
Compressed Token Length: 1,955,364 tokens
Compression Ratio: 9.39X

Compression Analysis

The BPE algorithm achieved a 9.39X compression ratio, meaning:

The original text required 18.36 million bytes when encoded as UTF-8
After BPE tokenization, the same text is represented using only 1.96 million tokens
This represents a significant reduction in the number of tokens needed to represent the text

Example Merges

The algorithm learned meaningful patterns, starting with:

Most frequent pair: (224, 164) - common Devanagari character byte sequence
Subsequent merges built upon previous ones, creating multi-byte tokens
Later merges combined previously merged tokens, creating even longer sequences

Verification

Successfully encoded and decoded sample text
Round-trip encoding/decoding verified: decode(encode(text)) == text ✓

Key Insights

Language-Specific Patterns: The algorithm naturally learned Devanagari-specific byte patterns, with the most frequent pairs corresponding to common Hindi character sequences.
Hierarchical Merging: Later merges combine previously merged tokens, creating a hierarchical structure that captures common word patterns and subwords.
Compression Efficiency: The 9.39X compression ratio demonstrates that BPE effectively identifies and reuses common patterns in the Hindi text corpus.
Scalability: The algorithm can be applied to any text corpus, with the vocabulary size being a hyperparameter that can be tuned based on the corpus size and desired compression.

Files

BytePairEncoding.ipynb: Main notebook containing the complete implementation
README.md: This documentation file

Dependencies

torch: PyTorch for tensor operations
datasets: Hugging Face datasets library
numpy: Numerical operations
pandas: Data manipulation
tiktoken: Tokenization utilities (for reference)
re: Regular expressions for text processing

Usage

To run the BPE implementation:

Open BytePairEncoding.ipynb in Jupyter Notebook or Google Colab
Execute cells sequentially
The notebook will:
- Load and preprocess the Hindi Wikipedia dataset
- Build the BPE vocabulary
- Demonstrate encoding and decoding
- Display compression statistics

References

Original BPE paper: Gage, P. (1994). A new algorithm for data compression. The C Users Journal, 12(2), 23-38.
Modern BPE usage in NLP: Sennrich, R., Haddow, B., & Birch, A. (2016). Neural machine translation of rare words with subword units. ACL 2016.

Training Log

merging (224, 164) into a new token 256 merging (32, 256) into a new token 257 merging (224, 165) into a new token 258 merging (256, 190) into a new token 259 merging (258, 141) into a new token 260 merging (260, 256) into a new token 261 merging (259, 256) into a new token 262 merging (258, 135) into a new token 263 merging (256, 191) into a new token 264 merging (257, 149) into a new token 265 merging (264, 256) into a new token 266 merging (258, 128) into a new token 267 merging (256, 176) into a new token 268 merging (256, 130) into a new token 269 merging (263, 257) into a new token 270 merging (259, 257) into a new token 271 merging (258, 139) into a new token 272 merging (256, 168) into a new token 273 merging (267, 257) into a new token 274 merging (256, 164) into a new token 275 merging (256, 149) into a new token 276 merging (269, 257) into a new token 277 merging (258, 129) into a new token 278 merging (261, 176) into a new token 279 merging (258, 136) into a new token 280 merging (256, 184) into a new token 281 merging (268, 257) into a new token 282 merging (256, 178) into a new token 283 merging (256, 185) into a new token 284 merging (185, 280) into a new token 285 merging (257, 184) into a new token 286 merging (256, 174) into a new token 287 merging (257, 174) into a new token 288 merging (262, 176) into a new token 289 merging (265, 270) into a new token 290 merging (263, 277) into a new token 291 merging (261, 175) into a new token 292 merging (256, 151) into a new token 293 merging (256, 166) into a new token 294 merging (258, 130) into a new token 295 merging (256, 181) into a new token 296 merging (257, 170) into a new token 297 merging (262, 168) into a new token 298 merging (256, 170) into a new token 299 merging (256, 175) into a new token 300 merging (32, 258) into a new token 301 merging (268, 261) into a new token 302 merging (266, 175) into a new token 303 merging (285, 257) into a new token 304 merging (266, 149) into a new token 305 merging (265, 274) into a new token 306 merging (288, 291) into a new token 307 merging (263, 256) into a new token 308 merging (261, 164) into a new token 309 merging (278, 256) into a new token 310 merging (148, 282) into a new token 311 merging (256, 188) into a new token 312 merging (269, 256) into a new token 313 merging (265, 271) into a new token 314 merging (266, 164) into a new token 315 merging (257, 181) into a new token 316 merging (262, 178) into a new token 317 merging (261, 181) into a new token 318 merging (265, 272) into a new token 319 merging (257, 185) into a new token 320 merging (262, 164) into a new token 321 merging (257, 168) into a new token 322 merging (272, 269) into a new token 323 merging (256, 172) into a new token 324 merging (257, 133) into a new token 325 merging (257, 176) into a new token 326 merging (257, 166) into a new token 327 merging (257, 172) into a new token 328 merging (257, 156) into a new token 329 merging (174, 291) into a new token 330 merging (272, 277) into a new token 331 merging (258, 166) into a new token 332 merging (170, 279) into a new token 333 merging (135, 281) into a new token 334 merging (262, 174) into a new token 335 merging (266, 178) into a new token 336 merging (256, 163) into a new token 337 merging (301, 167) into a new token 338 merging (256, 167) into a new token 339 merging (256, 156) into a new token 340 merging (257, 173) into a new token 341 merging (256, 159) into a new token 342 merging (285, 277) into a new token 343 merging (262, 156) into a new token 344 merging (262, 184) into a new token 345 merging (261, 159) into a new token 346 merging (261, 183) into a new token 347 merging (256, 161) into a new token 348 merging (303, 271) into a new token 349 merging (143, 276) into a new token 350 merging (297, 279) into a new token 351 merging (256, 154) into a new token 352 merging (261, 165) into a new token 353 merging (256, 182) into a new token 354 merging (266, 168) into a new token 355 merging (262, 130) into a new token 356 merging (271, 304) into a new token 357 merging (286, 270) into a new token 358 merging (262, 166) into a new token 359 merging (262, 175) into a new token 360 merging (338, 258) into a new token 361 merging (273, 261) into a new token 362 merging (175, 284) into a new token 363 merging (257, 151) into a new token 364 merging (266, 184) into a new token 365 merging (257, 311) into a new token 366 merging (266, 176) into a new token 367 merging (257, 304) into a new token 368 merging (257, 164) into a new token 369 merging (258, 131) into a new token 370 merging (265, 268) into a new token 371 merging (261, 174) into a new token 372 merging (273, 270) into a new token 373 merging (257, 182) into a new token 374 merging (308, 182) into a new token 375 merging (256, 173) into a new token 376 merging (257, 137) into a new token 377 merging (165, 271) into a new token 378 merging (257, 134) into a new token 379 merging (267, 300) into a new token 380 merging (257, 178) into a new token 381 merging (275, 279) into a new token 382 merging (263, 265) into a new token 383 merging (258, 140) into a new token 384 merging (274, 184) into a new token 385 merging (269, 293) into a new token 386 merging (262, 181) into a new token 387 merging (348, 312) into a new token 388 merging (266, 182) into a new token 389 merging (278, 268) into a new token 390 merging (272, 293) into a new token 391 merging (275, 270) into a new token 392 merging (259, 265) into a new token 393 merging (262, 183) into a new token 394 merging (266, 143) into a new token 395 merging (271, 184) into a new token 396 merging (256, 136) into a new token 397 merging (289, 275) into a new token 398 merging (175, 258) into a new token 399 merging (290, 178) into a new token 400 merging (290, 184) into a new token 401 merging (262, 170) into a new token 402 merging (301, 168) into a new token 403 merging (261, 149) into a new token 404 merging (263, 269) into a new token 405 merging (276, 347) into a new token 406 merging (267, 265) into a new token 407 merging (320, 272) into a new token 408 merging (262, 185) into a new token 409 merging (261, 178) into a new token 410 merging (271, 156) into a new token 411 merging (261, 167) into a new token 412 merging (262, 129) into a new token 413 merging (267, 273) into a new token 414 merging (261, 166) into a new token 415 merging (266, 181) into a new token 416 merging (281, 270) into a new token 417 merging (266, 166) into a new token 418 merging (275, 271) into a new token 419 merging (295, 299) into a new token 420 merging (276, 270) into a new token 421 merging (257, 175) into a new token 422 merging (266, 174) into a new token 423 merging (273, 263) into a new token 424 merging (266, 130) into a new token 425 merging (262, 151) into a new token 426 merging (273, 271) into a new token 427 merging (265, 349) into a new token 428 merging (258, 137) into a new token 429 merging (263, 283) into a new token 430 merging (184, 270) into a new token 431 merging (269, 294) into a new token 432 merging (400, 395) into a new token 433 merging (261, 170) into a new token 434 merging (257, 154) into a new token 435 merging (262, 149) into a new token 436 merging (261, 184) into a new token 437 merging (295, 302) into a new token 438 merging (267, 277) into a new token 439 merging (262, 136) into a new token 440 merging (151, 300) into a new token 441 merging (275, 274) into a new token 442 merging (331, 330) into a new token 443 merging (361, 399) into a new token 444 merging (133, 273) into a new token 445 merging (262, 165) into a new token 446 merging (370, 275) into a new token 447 merging (256, 183) into a new token 448 merging (257, 343) into a new token 449 merging (297, 282) into a new token 450 merging (275, 357) into a new token 451 merging (286, 287) into a new token 452 merging (256, 171) into a new token 453 merging (257, 350) into a new token 454 merging (275, 309) into a new token 455 merging (276, 289) into a new token 456 merging (290, 172) into a new token 457 merging (263, 296) into a new token 458 merging (276, 309) into a new token 459 merging (256, 165) into a new token 460 merging (257, 143) into a new token 461 merging (313, 161) into a new token 462 merging (310, 150) into a new token 463 merging (170, 282) into a new token 464 merging (176, 344) into a new token 465 merging (257, 135) into a new token 466 merging (257, 285) into a new token 467 merging (278, 283) into a new token 468 merging (346, 279) into a new token 469 merging (295, 268) into a new token 470 merging (256, 150) into a new token 471 merging (262, 172) into a new token 472 merging (332, 332) into a new token 473 merging (261, 154) into a new token 474 merging (263, 382) into a new token 475 merging (272, 283) into a new token 476 merging (392, 343) into a new token 477 merging (262, 163) into a new token 478 merging (278, 281) into a new token 479 merging (262, 147) into a new token 480 merging (156, 272) into a new token 481 merging (269, 281) into a new token 482 merging (274, 174) into a new token 483 merging (306, 184) into a new token 484 merging (173, 398) into a new token 485 merging (322, 270) into a new token 486 merging (170, 268) into a new token 487 merging (278, 273) into a new token 488 merging (257, 334) into a new token 489 merging (267, 275) into a new token 490 merging (326, 344) into a new token 491 merging (310, 134) into a new token 492 merging (302, 174) into a new token 493 merging (318, 289) into a new token 494 merging (347, 475) into a new token 495 merging (308, 150) into a new token 496 merging (256, 378) into a new token 497 merging (173, 274) into a new token 498 merging (297, 268) into a new token 499 merging (263, 276) into a new token 500 merging (266, 156) into a new token 501 merging (278, 294) into a new token 502 merging (259, 290) into a new token 503 merging (133, 299) into a new token 504 merging (362, 166) into a new token 505 merging (362, 185) into a new token 506 merging (257, 171) into a new token 507 merging (258, 167) into a new token 508 merging (262, 135) into a new token 509 merging (256, 143) into a new token 510 merging (261, 168) into a new token 511 merging (339, 305) into a new token 512 merging (257, 165) into a new token 513 merging (265, 264) into a new token 514 merging (185, 272) into a new token 515 merging (271, 174) into a new token 516 merging (261, 158) into a new token 517 merging (257, 363) into a new token 518 merging (302, 183) into a new token 519 merging (394, 469) into a new token 520 merging (341, 274) into a new token 521 merging (323, 290) into a new token 522 merging (353, 298) into a new token 523 merging (168, 270) into a new token 524 merging (284, 283) into a new token 525 merging (266, 183) into a new token 526 merging (323, 319) into a new token 527 merging (308, 156) into a new token 528 merging (267, 290) into a new token 529 merging (268, 337) into a new token 530 merging (269, 275) into a new token 531 merging (308, 159) into a new token 532 merging (156, 365) into a new token 533 merging (353, 315) into a new token 534 merging (261, 161) into a new token 535 merging (341, 398) into a new token 536 merging (278, 275) into a new token 537 merging (284, 439) into a new token 538 merging (274, 181) into a new token 539 merging (262, 143) into a new token 540 merging (288, 284) into a new token 541 merging (268, 265) into a new token 542 merging (267, 276) into a new token 543 merging (161, 312) into a new token 544 merging (411, 321) into a new token 545 merging (257, 150) into a new token 546 merging (323, 314) into a new token 547 merging (257, 167) into a new token 548 merging (256, 160) into a new token 549 merging (267, 296) into a new token 550 merging (275, 264) into a new token 551 merging (258, 171) into a new token 552 merging (263, 268) into a new token 553 merging (438, 181) into a new token 554 merging (302, 165) into a new token 555 merging (266, 185) into a new token 556 merging (271, 285) into a new token 557 merging (288, 405) into a new token 558 merging (317, 300) into a new token 559 merging (281, 309) into a new token 560 merging (176, 284) into a new token 561 merging (274, 156) into a new token 562 merging (307, 184) into a new token 563 merging (389, 318) into a new token 564 merging (262, 167) into a new token 565 merging (256, 162) into a new token 566 merging (289, 337) into a new token 567 merging (176, 420) into a new token 568 merging (401, 446) into a new token 569 merging (324, 417) into a new token 570 merging (137, 273) into a new token 571 merging (274, 172) into a new token 572 merging (263, 273) into a new token 573 merging (287, 298) into a new token 574 merging (271, 168) into a new token 575 merging (270, 184) into a new token 576 merging (265, 282) into a new token 577 merging (258, 168) into a new token 578 merging (261, 172) into a new token 579 merging (339, 292) into a new token 580 merging (274, 170) into a new token 581 merging (287, 291) into a new token 582 merging (181, 317) into a new token 583 merging (262, 159) into a new token 584 merging (313, 172) into a new token 585 merging (259, 306) into a new token 586 merging (296, 277) into a new token 587 merging (302, 181) into a new token 588 merging (274, 166) into a new token 589 merging (284, 268) into a new token 590 merging (301, 169) into a new token 591 merging (269, 276) into a new token 592 merging (267, 283) into a new token 593 merging (259, 314) into a new token 594 merging (256, 129) into a new token 595 merging (517, 298) into a new token 596 merging (262, 154) into a new token 597 merging (274, 330) into a new token 598 merging (267, 299) into a new token 599 merging (566, 312) into a new token 600 merging (262, 182) into a new token 601 merging (274, 304) into a new token 602 merging (272, 340) into a new token 603 merging (258, 173) into a new token 604 merging (137, 281) into a new token 605 merging (271, 330) into a new token 606 merging (326, 420) into a new token 607 merging (137, 299) into a new token 608 merging (441, 271) into a new token 609 merging (266, 163) into a new token 610 merging (274, 168) into a new token 611 merging (257, 159) into a new token 612 merging (282, 184) into a new token 613 merging (266, 159) into a new token 614 merging (266, 150) into a new token 615 merging (266, 170) into a new token 616 merging (302, 164) into a new token 617 merging (271, 166) into a new token 618 merging (369, 276) into a new token 619 merging (265, 495) into a new token 620 merging (257, 161) into a new token 621 merging (323, 306) into a new token 622 merging (263, 294) into a new token 623 merging (185, 310) into a new token 624 merging (295, 283) into a new token 625 merging (313, 159) into a new token 626 merging (258, 172) into a new token 627 merging (133, 512) into a new token 628 merging (258, 170) into a new token 629 merging (266, 173) into a new token 630 merging (370, 448) into a new token 631 merging (271, 170) into a new token 632 merging (258, 174) into a new token 633 merging (266, 167) into a new token 634 merging (325, 299) into a new token 635 merging (290, 166) into a new token 636 merging (310, 155) into a new token 637 merging (271, 181) into a new token 638 merging (313, 167) into a new token 639 merging (269, 299) into a new token 640 merging (271, 172) into a new token 641 merging (300, 391) into a new token 642 merging (258, 169) into a new token 643 merging (480, 269) into a new token 644 merging (278, 287) into a new token 645 merging (263, 281) into a new token 646 merging (325, 273) into a new token 647 merging (326, 284) into a new token 648 merging (272, 276) into a new token 649 merging (432, 367) into a new token 650 merging (355, 415) into a new token 651 merging (267, 287) into a new token 652 merging (265, 383) into a new token 653 merging (274, 173) into a new token 654 merging (272, 299) into a new token 655 merging (313, 156) into a new token 656 merging (269, 382) into a new token 657 merging (178, 293) into a new token 658 merging (156, 321) into a new token 659 merging (442, 304) into a new token 660 merging (274, 311) into a new token 661 merging (425, 293) into a new token 662 merging (308, 183) into a new token 663 merging (313, 150) into a new token 664 merging (328, 273) into a new token 665 merging (174, 284) into a new token 666 merging (301, 171) into a new token 667 merging (274, 164) into a new token 668 merging (278, 276) into a new token 669 merging (257, 136) into a new token 670 merging (278, 282) into a new token 671 merging (275, 292) into a new token 672 merging (314, 184) into a new token 673 merging (272, 342) into a new token 674 merging (294, 375) into a new token 675 merging (272, 273) into a new token 676 merging (313, 154) into a new token 677 merging (463, 292) into a new token 678 merging (403, 473) into a new token 679 merging (168, 335) into a new token 680 merging (259, 319) into a new token 681 merging (271, 311) into a new token 682 merging (279, 287) into a new token 683 merging (289, 292) into a new token 684 merging (418, 412) into a new token 685 merging (295, 281) into a new token 686 merging (298, 270) into a new token 687 merging (418, 292) into a new token 688 merging (267, 268) into a new token 689 merging (568, 307) into a new token 690 merging (267, 342) into a new token 691 merging (290, 170) into a new token 692 merging (302, 151) into a new token 693 merging (331, 431) into a new token 694 merging (279, 284) into a new token 695 merging (403, 332) into a new token 696 merging (271, 185) into a new token 697 merging (294, 292) into a new token 698 merging (406, 610) into a new token 699 merging (309, 279) into a new token 700 merging (301, 170) into a new token 701 merging (267, 352) into a new token 702 merging (354, 474) into a new token 703 merging (341, 394) into a new token 704 merging (287, 463) into a new token 705 merging (286, 318) into a new token 706 merging (438, 163) into a new token 707 merging (295, 273) into a new token 708 merging (457, 359) into a new token 709 merging (316, 292) into a new token 710 merging (257, 148) into a new token 711 merging (135, 273) into a new token 712 merging (168, 367) into a new token 713 merging (133, 283) into a new token 714 merging (321, 279) into a new token 715 merging (272, 287) into a new token 716 merging (491, 292) into a new token 717 merging (267, 306) into a new token 718 merging (520, 380) into a new token 719 merging (419, 285) into a new token 720 merging (276, 264) into a new token 721 merging (377, 299) into a new token 722 merging (324, 415) into a new token 723 merging (295, 287) into a new token 724 merging (276, 282) into a new token 725 merging (294, 412) into a new token 726 merging (353, 402) into a new token 727 merging (294, 264) into a new token 728 merging (371, 424) into a new token 729 merging (339, 298) into a new token 730 merging (261, 163) into a new token 731 merging (284, 537) into a new token 732 merging (137, 506) into a new token 733 merging (288, 298) into a new token 734 merging (364, 300) into a new token 735 merging (369, 497) into a new token 736 merging (265, 284) into a new token 737 merging (278, 459) into a new token 738 merging (480, 277) into a new token 739 merging (302, 182) into a new token 740 merging (270, 343) into a new token 741 merging (664, 292) into a new token 742 merging (286, 482) into a new token 743 merging (263, 275) into a new token 744 merging (404, 447) into a new token 745 merging (384, 268) into a new token 746 merging (267, 319) into a new token 747 merging (137, 455) into a new token 748 merging (272, 268) into a new token 749 merging (262, 544) into a new token 750 merging (334, 421) into a new token 751 merging (545, 357) into a new token 752 merging (257, 378) into a new token 753 merging (402, 309) into a new token 754 merging (274, 182) into a new token 755 merging (280, 283) into a new token 756 merging (320, 492) into a new token 757 merging (280, 273) into a new token 758 merging (282, 330) into a new token 759 merging (322, 538) into a new token 760 merging (373, 583) into a new token 761 merging (461, 587) into a new token 762 merging (502, 412) into a new token 763 merging (327, 494) into a new token 764 merging (301, 172) into a new token 765 merging (329, 321) into a new token 766 merging (275, 556) into a new token 767 merging (262, 150) into a new token 768 merging (274, 333) into a new token 769 merging (274, 133) into a new token 770 merging (445, 479) into a new token 771 merging (261, 156) into a new token 772 merging (274, 151) into a new token 773 merging (267, 281) into a new token 774 merging (352, 474) into a new token 775 merging (465, 292) into a new token 776 merging (767, 345) into a new token 777 merging (360, 271) into a new token 778 merging (165, 270) into a new token 779 merging (184, 287) into a new token 780 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into a new token 2075 merging (444, 168) into a new token 2076 merging (541, 289) into a new token 2077 merging (656, 273) into a new token 2078 merging (257, 160) into a new token 2079 merging (760, 304) into a new token 2080 merging (894, 268) into a new token 2081 merging (360, 273) into a new token 2082 merging (262, 485) into a new token 2083 merging (321, 741) into a new token 2084 merging (308, 544) into a new token 2085 merging (1157, 296) into a new token 2086 merging (300, 345) into a new token 2087 merging (294, 268) into a new token 2088 merging (166, 966) into a new token 2089 merging (428, 304) into a new token 2090 merging (345, 353) into a new token 2091 merging (273, 380) into a new token 2092 merging (316, 623) into a new token 2093 merging (428, 378) into a new token 2094 merging (369, 953) into a new token 2095 merging (443, 181) into a new token 2096 merging (329, 596) into a new token 2097 merging (366, 133) into a new token 2098 merging (331, 184) into a new token 2099 merging (453, 1681) into a new token 2100 merging (436, 282) into a new token 2101 merging (329, 827) into a new token 2102 merging (405, 281) into a new token 2103 merging (151, 386) into a new token 2104 merging (182, 878) into a new token 2105 merging (325, 1689) into a new token 2106 merging (352, 298) into a new token 2107 merging (817, 531) into a new token 2108 merging (411, 272) into a new token 2109 merging (1410, 296) into a new token 2110 merging (280, 342) into a new token 2111 merging (310, 161) into a new token 2112 merging (328, 321) into a new token 2113 merging (452, 1223) into a new token 2114 merging (413, 296) into a new token 2115 merging (808, 634) into a new token 2116 merging (866, 478) into a new token 2117 merging (265, 1563) into a new token 2118 merging (133, 1613) into a new token 2119 merging (292, 275) into a new token 2120 merging (1038, 678) into a new token 2121 merging (280, 268) into a new token 2122 merging (1891, 397) into a new token 2123 merging (358, 170) into a new token 2124 merging (610, 335) into a new token 2125 merging (303, 657) into a new token 2126 merging (296, 289) into a new token 2127 merging (585, 268) into a new token 2128 merging (272, 455) into a new token 2129 merging (271, 950) into a new token 2130 merging (1049, 420) into a new token 2131 merging (611, 538) into a new token 2132 merging (281, 283) into a new token 2133 merging (298, 708) into a new token 2134 merging (289, 891) into a new token 2135 merging (265, 347) into a new token 2136 merging (1121, 281) into a new token 2137 merging (1550, 315) into a new token 2138 merging (936, 695) into a new token 2139 merging (275, 283) into a new token 2140 merging (265, 1113) into a new token 2141 merging (270, 333) into a new token 2142 merging (952, 582) into a new token 2143 merging (965, 276) into a new token 2144 merging (384, 282) into a new token 2145 merging (1176, 1203) into a new token 2146 merging (418, 375) into a new token 2147 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(259, 403) into a new token 2172 merging (303, 694) into a new token 2173 merging (450, 184) into a new token 2174 merging (501, 300) into a new token 2175 merging (386, 490) into a new token 2176 merging (936, 1154) into a new token 2177 merging (321, 357) into a new token 2178 merging (358, 780) into a new token 2179 merging (360, 270) into a new token 2180 merging (423, 511) into a new token 2181 merging (294, 740) into a new token 2182 merging (377, 1001) into a new token 2183 merging (1773, 820) into a new token 2184 merging (268, 719) into a new token 2185 merging (461, 281) into a new token 2186 merging (419, 166) into a new token 2187 merging (499, 416) into a new token 2188 merging (268, 543) into a new token 2189 merging (597, 283) into a new token 2190 merging (171, 756) into a new token 2191 merging (1073, 1257) into a new token 2192 merging (793, 283) into a new token 2193 merging (184, 446) into a new token 2194 merging (359, 922) into a new token 2195 merging (381, 349) into a new token 2196 merging (1264, 837) into a new token 2197 merging (268, 293) into a new token 2198 merging (271, 363) into a new token 2199 merging (328, 1170) into a new token 2200 merging (1108, 268) into a new token 2201 merging (393, 495) into a new token 2202 merging (307, 363) into a new token 2203 merging (636, 1670) into a new token 2204 merging (303, 275) into a new token 2205 merging (354, 279) into a new token 2206 merging (325, 281) into a new token 2207 merging (952, 1037) into a new token 2208 merging (286, 324) into a new token 2209 merging (293, 275) into a new token 2210 merging (279, 646) into a new token 2211 merging (623, 289) into a new token 2212 merging (2091, 292) into a new token 2213 merging (346, 929) into a new token 2214 merging (265, 1482) into a new token 2215 merging (1317, 602) into a new token 2216 merging (1906, 276) into a new token 2217 merging (371, 421) into a new token 2218 merging (523, 380) into a new token 2219 merging (358, 181) into a new token 2220 merging (1319, 510) into a new token 2221 merging (1218, 273) into a new token 2222 merging (270, 176) into a new token 2223 merging (379, 1625) into a new token 2224 merging (281, 1904) into a new token 2225 merging (389, 474) into a new token 2226 merging (1012, 752) into a new token 2227 merging (156, 982) into a new token 2228 merging (1401, 264) into a new token 2229 merging (358, 174) into a new token 2230 merging (751, 985) into a new token 2231 merging (175, 763) into a new token 2232 merging (758, 305) into a new token 2233 merging (271, 609) into a new token 2234 merging (516, 284) into a new token 2235 merging (364, 386) into a new token 2236 merging (328, 1470) into a new token 2237 merging (766, 357) into a new token 2238 merging (1604, 289) into a new token 2239 merging (316, 843) into a new token 2240 merging (466, 283) into a new token 2241 merging (618, 349) into a new token 2242 merging (275, 353) into a new token 2243 merging (450, 987) into a new token 2244 merging (293, 511) into a new token 2245 merging (316, 1382) into a new token 2246 merging (288, 657) into a new token 2247 merging (314, 185) into a new token 2248 merging (288, 593) into a new token 2249 merging (539, 292) into a new token 2250 merging (712, 276) into a new token 2251 merging (270, 164) into a new token 2252 merging (351, 822) into a new token 2253 merging (1163, 337) into a new token 2254 merging (509, 906) into a new token 2255 merging (1481, 2106) into a new token 2256 merging (278, 588) into a new token 2257 merging (259, 569) into a new token 2258 merging (560, 537) into a new token 2259 merging (778, 378) into a new token 2260 merging (364, 490) into a new token 2261 merging (1329, 264) into a new token 2262 merging (867, 524) into a new token 2263 merging (766, 602) into a new token 2264 merging (182, 1120) into a new token 2265 merging (541, 336) into a new token 2266 merging (270, 173) into a new token 2267 merging (514, 288) into a new token 2268 merging (150, 430) into a new token 2269 merging (280, 296) into a new token 2270 merging (181, 928) into a new token 2271 merging (444, 167) into a new token 2272 merging (333, 903) into a new token 2273 merging (486, 184) into a new token 2274 merging (416, 375) into a new token 2275 merging (360, 294) into a new token 2276 merging (267, 354) into a new token 2277 merging (630, 344) into a new token 2278 merging (1375, 1776) into a new token 2279 merging (328, 281) into a new token 2280 merging (443, 172) into a new token 2281 merging (317, 305) into a new token 2282 merging (333, 754) into a new token 2283 merging (428, 1036) into a new token 2284 merging (299, 309) into a new token 2285 merging (329, 355) into a new token 2286 merging (1040, 750) into a new token 2287 merging (268, 1196) into a new token 2288 merging (266, 155) into a new token 2289 merging (265, 820) into a new token 2290 merging (663, 995) into a new token 2291 merging (270, 178) into a new token 2292 merging (751, 1271) into a new token 2293 merging (267, 406) into a new token 2294 merging (992, 1018) into a new token 2295 merging (386, 695) into a new token 2296 merging (265, 468) into a new token 2297 merging (137, 912) into a new token 2298 merging (447, 318) into a new token 2299 merging (327, 283) into a new token 2300 merging (892, 279) into a new token 2301 merging (507, 1342) into a new token 2302 merging (543, 447) into a new token 2303 merging (989, 268) into a new token 2304 merging (156, 827) into a new token 2305 merging (333, 937) into a new token 2306 merging (316, 280) into a new token 2307 merging (712, 421) into a new token 2308 merging (294, 360) into a new token 2309 merging (401, 287) into a new token 2310 merging (282, 185) into a new token 2311 merging (947, 1560) into a new token 2312 merging (279, 1119) into a new token 2313 merging (315, 449) into a new token 2314 merging (334, 1309) into a new token 2315 merging (328, 283) into a new token 2316 merging (276, 530) into a new token 2317 merging (526, 292) into a new token 2318 merging (271, 171) into a new token 2319 merging (383, 264) into a new token 2320 merging (294, 458) into a new token 2321 merging (575, 538) into a new token 2322 merging (341, 407) into a new token 2323 merging (1118, 278) into a new token 2324 merging (319, 288) into a new token 2325 merging (374, 768) into a new token 2326 merging (286, 652) into a new token 2327 merging (305, 289) into a new token 2328 merging (509, 300) into a new token 2329 merging (296, 1669) into a new token 2330 merging (284, 759) into a new token 2331 merging (422, 715) into a new token 2332 merging (324, 410) into a new token 2333 merging (503, 831) into a new token 2334 merging (269, 268) into a new token 2335 merging (286, 1122) into a new token 2336 merging (297, 1662) into a new token 2337 merging (428, 950) into a new token 2338 merging (328, 1367) into a new token 2339 merging (284, 287) into a new token 2340 merging (333, 642) into a new token 2341 merging (407, 383) into a new token 2342 merging (296, 843) into a new token 2343 merging (154, 384) into a new token 2344 merging (579, 1016) into a new token 2345 merging (323, 934) into a new token 2346 merging (170, 345) into a new token 2347 merging (265, 429) into a new token 2348 merging (2062, 1833) into a new token 2349 merging (808, 359) into a new token 2350 merging (351, 730) into a new token 2351 merging (368, 172) into a new token 2352 merging (331, 1057) into a new token 2353 merging (666, 1209) into a new token 2354 merging (281, 772) into a new token 2355 merging (408, 720) into a new token 2356 merging (324, 639) into a new token 2357 merging (575, 294) into a new token 2358 merging (1067, 354) into a new token 2359 merging (545, 954) into a new token 2360 merging (307, 485) into a new token 2361 merging (286, 1247) into a new token 2362 merging (386, 410) into a new token 2363 merging (340, 772) into a new token 2364 merging (2355, 418) into a new token 2365 merging (653, 495) into a new token 2366 merging (510, 281) into a new token 2367 merging (305, 404) into a new token 2368 merging (340, 284) into a new token 2369 merging (384, 342) into a new token 2370 merging (500, 346) into a new token 2371 merging (276, 617) into a new token 2372 merging (866, 1528) into a new token 2373 merging (156, 336) into a new token 2374 merging (634, 264) into a new token 2375 merging (404, 530) into a new token 2376 merging (181, 945) into a new token 2377 merging (499, 1204) into a new token 2378 merging (491, 1181) into a new token 2379 merging (374, 1003) into a new token 2380 merging (286, 640) into a new token 2381 merging (639, 298) into a new token 2382 merging (275, 289) into a new token 2383 merging (744, 2299) into a new token 2384 merging (491, 730) into a new token 2385 merging (316, 688) into a new token 2386 merging (801, 874) into a new token 2387 merging (319, 297) into a new token 2388 merging (1099, 414) into a new token 2389 merging (435, 384) into a new token 2390 merging (1325, 1213) into a new token 2391 merging (270, 182) into a new token 2392 merging (134, 293) into a new token 2393 merging (427, 1650) into a new token 2394 merging (509, 283) into a new token 2395 merging (320, 385) into a new token 2396 merging (283, 434) into a new token 2397 merging (553, 283) into a new token 2398 merging (274, 485) into a new token 2399 merging (303, 298) into a new token 2400 merging (263, 419) into a new token 2401 merging (296, 1086) into a new token 2402 merging (302, 178) into a new token 2403 merging (716, 273) into a new token 2404 merging (557, 514) into a new token 2405 merging (344, 289) into a new token 2406 merging (577, 561) into a new token 2407 merging (305, 272) into a new token 2408 merging (296, 264) into a new token 2409 merging (403, 578) into a new token 2410 merging (306, 175) into a new token 2411 merging (273, 1494) into a new token 2412 merging (2255, 846) into a new token 2413 merging (266, 544) into a new token 2414 merging (265, 324) into a new token 2415 merging (282, 524) into a new token 2416 merging (266, 171) into a new token 2417 merging (1201, 281) into a new token 2418 merging (1937, 278) into a new token 2419 merging (316, 945) into a new token 2420 merging (281, 298) into a new token 2421 merging (303, 268) into a new token 2422 merging (284, 275) into a new token 2423 merging (372, 315) into a new token 2424 merging (560, 279) into a new token 2425 merging (1071, 1811) into a new token 2426 merging (267, 569) into a new token 2427 merging (489, 1309) into a new token 2428 merging (366, 176) into a new token 2429 merging (334, 1029) into a new token 2430 merging (1215, 368) into a new token 2431 merging (345, 275) into a new token 2432 merging (289, 276) into a new token 2433 merging (278, 693) into a new token 2434 merging (371, 660) into a new token 2435 merging (449, 481) into a new token 2436 merging (799, 410) into a new token 2437 merging (267, 1232) into a new token 2438 merging (329, 1523) into a new token 2439 merging (1383, 884) into a new token 2440 merging (168, 294) into a new token 2441 merging (1084, 397) into a new token 2442 merging (371, 761) into a new token 2443 merging (318, 317) into a new token 2444 merging (589, 494) into a new token 2445 merging (389, 1682) into a new token 2446 merging (490, 264) into a new token 2447 merging (276, 1502) into a new token 2448 merging (306, 133) into a new token 2449 merging (327, 1455) into a new token 2450 merging (286, 384) into a new token 2451 merging (162, 312) into a new token 2452 merging (268, 891) into a new token 2453 merging (533, 421) into a new token 2454 merging (316, 1116) into a new token 2455 merging (339, 264) into a new token 2456 merging (320, 1262) into a new token 2457 merging (273, 543) into a new token 2458 merging (666, 298) into a new token 2459 merging (341, 1269) into a new token 2460 merging (1485, 462) into a new token 2461 merging (145, 1643) into a new token 2462 merging (181, 1116) into a new token 2463 merging (374, 756) into a new token 2464 merging (359, 375) into a new token 2465 merging (296, 269) into a new token 2466 merging (278, 462) into a new token 2467 merging (281, 318) into a new token 2468 merging (325, 996) into a new token 2469 merging (366, 182) into a new token 2470 merging (799, 2211) into a new token 2471 merging (673, 570) into a new token 2472 merging (308, 152) into a new token 2473 merging (655, 317) into a new token 2474 merging (322, 1714) into a new token 2475 merging (516, 298) into a new token 2476 merging (268, 420) into a new token 2477 merging (1522, 292) into a new token 2478 merging (167, 1486) into a new token 2479 merging (310, 157) into a new token 2480 merging (290, 176) into a new token 2481 merging (354, 1049) into a new token 2482 merging (706, 1285) into a new token 2483 merging (647, 309) into a new token 2484 merging (737, 477) into a new token 2485 merging (262, 152) into a new token 2486 merging (1368, 305) into a new token 2487 merging (288, 1531) into a new token 2488 merging (267, 1357) into a new token 2489 merging (315, 437) into a new token 2490 merging (564, 1091) into a new token 2491 merging (270, 350) into a new token 2492 merging (287, 260) into a new token 2493 merging (271, 830) into a new token 2494 merging (297, 298) into a new token 2495 merging (268, 344) into a new token 2496 merging (611, 294) into a new token 2497 merging (371, 1171) into a new token 2498 merging (589, 458) into a new token 2499 merging (712, 582) into a new token 2500 merging (274, 465) into a new token 2501 merging (580, 406) into a new token 2502 merging (334, 1899) into a new token 2503 merging (435, 669) into a new token 2504 merging (256, 137) into a new token 2505 merging (2413, 1724) into a new token 2506 merging (491, 1840) into a new token 2507 merging (1058, 295) into a new token 2508 merging (1194, 295) into a new token 2509 merging (426, 275) into a new token 2510 merging (448, 337) into a new token 2511 merging (174, 650) into a new token 2512 merging (296, 893) into a new token 2513 merging (695, 337) into a new token 2514 merging (265, 312) into a new token 2515 merging (710, 1203) into a new token 2516 merging (296, 971) into a new token 2517 merging (259, 484) into a new token 2518 merging (366, 166) into a new token 2519 merging (278, 505) into a new token 2520 merging (482, 523) into a new token 2521 merging (1169, 941) into a new token 2522 merging (379, 1314) into a new token 2523 merging (133, 276) into a new token 2524 merging (265, 460) into a new token 2525 merging (332, 2204) into a new token 2526 merging (297, 1651) into a new token 2527 merging (329, 312) into a new token 2528 merging (327, 615) into a new token 2529 merging (384, 273) into a new token 2530 merging (666, 289) into a new token 2531 merging (293, 318) into a new token 2532 merging (288, 317) into a new token 2533 merging (314, 1272) into a new token 2534 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445) into a new token 2583 merging (667, 332) into a new token 2584 merging (1153, 593) into a new token 2585 merging (576, 2214) into a new token 2586 merging (286, 404) into a new token 2587 merging (135, 283) into a new token 2588 merging (366, 151) into a new token 2589 merging (282, 151) into a new token 2590 merging (1273, 264) into a new token 2591 merging (1027, 346) into a new token 2592 merging (156, 1343) into a new token 2593 merging (483, 298) into a new token 2594 merging (692, 554) into a new token 2595 merging (170, 470) into a new token 2596 merging (270, 334) into a new token 2597 merging (267, 388) into a new token 2598 merging (366, 333) into a new token 2599 merging (267, 453) into a new token 2600 merging (425, 348) into a new token 2601 merging (572, 289) into a new token 2602 merging (279, 616) into a new token 2603 merging (170, 284) into a new token 2604 merging (283, 273) into a new token 2605 merging (416, 281) into a new token 2606 merging (470, 1164) into 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(1743, 292) into a new token 4921 merging (371, 291) into a new token 4922 merging (701, 629) into a new token 4923 merging (284, 2107) into a new token 4924 merging (770, 376) into a new token 4925 merging (638, 284) into a new token 4926 merging (356, 294) into a new token 4927 merging (408, 329) into a new token 4928 merging (1107, 434) into a new token 4929 merging (3090, 336) into a new token 4930 merging (825, 754) into a new token 4931 merging (407, 279) into a new token 4932 merging (2782, 278) into a new token 4933 merging (3824, 783) into a new token 4934 merging (164, 279) into a new token 4935 merging (819, 1074) into a new token 4936 merging (166, 263) into a new token 4937 merging (1405, 449) into a new token 4938 merging (288, 1465) into a new token 4939 merging (563, 1508) into a new token 4940 merging (182, 2056) into a new token 4941 merging (817, 1613) into a new token 4942 merging (1562, 3733) into a new token 4943 merging (156, 300) into a new token 4944 merging (4362, 614) into a new token 4945 merging (509, 296) into a new token 4946 merging (429, 814) into a new token 4947 merging (299, 1139) into a new token 4948 merging (1584, 335) into a new token 4949 merging (1030, 170) into a new token 4950 merging (701, 633) into a new token 4951 merging (176, 430) into a new token 4952 merging (3359, 4118) into a new token 4953 merging (2159, 598) into a new token 4954 merging (282, 666) into a new token 4955 merging (927, 449) into a new token 4956 merging (272, 373) into a new token 4957 merging (316, 2580) into a new token 4958 merging (918, 633) into a new token 4959 merging (838, 477) into a new token 4960 merging (2755, 1741) into a new token 4961 merging (151, 1984) into a new token 4962 merging (341, 387) into a new token 4963 merging (282, 498) into a new token 4964 merging (288, 1174) into a new token 4965 merging (3298, 786) into a new token 4966 merging (307, 155) into a new token 4967 merging (1645, 305) into a new token 4968 merging (2296, 559) into a new token 4969 merging (268, 349) into a new token 4970 merging (360, 357) into a new token 4971 merging (176, 406) into a new token 4972 merging (1599, 626) into a new token 4973 merging (493, 294) into a new token 4974 merging (2074, 380) into a new token 4975 merging (3983, 2760) into a new token 4976 merging (1873, 273) into a new token 4977 merging (288, 270) into a new token 4978 merging (306, 2881) into a new token 4979 merging (325, 275) into a new token 4980 merging (3333, 1073) into a new token 4981 merging (435, 280) into a new token 4982 merging (532, 662) into a new token 4983 merging (533, 270) into a new token 4984 merging (365, 289) into a new token 4985 merging (483, 1951) into a new token 4986 merging (143, 287) into a new token 4987 merging (2179, 1980) into a new token 4988 merging (2832, 554) into a new token 4989 merging (484, 1028) into a new token 4990 merging (667, 627) into a new token 4991 merging (1109, 3925) into a new token 4992 merging (2972, 273) into a new token 4993 merging (1012, 2360) into a new token 4994 merging (1568, 989) into a new token 4995 merging (507, 283) into a new token 4996 merging (279, 843) into a new token 4997 merging (407, 317) into a new token 4998 merging (282, 285) into a new token 4999 tokens length: 18364890 ids length: 1955364 compression ratio: 9.39X

Name		Name	Last commit message	Last commit date
BytePairEncoding		BytePairEncoding
texts100_dataset		texts100_dataset
.DS_Store		.DS_Store
.gitignore		.gitignore
.python-version		.python-version
BytePairEncoding.ipynb		BytePairEncoding.ipynb
DEPLOYMENT_GUIDE.md		DEPLOYMENT_GUIDE.md
HUGGINGFACE_SPACES_README.md		HUGGINGFACE_SPACES_README.md
README.md		README.md
app.py		app.py
bpe_encoder.py		bpe_encoder.py
bytepairencoding.py		bytepairencoding.py
example_usage.py		example_usage.py
main.py		main.py
merges.json		merges.json
notebook_cell_save_merges.py		notebook_cell_save_merges.py
pyproject.toml		pyproject.toml
requirements.txt		requirements.txt
requirements_hf_spaces.txt		requirements_hf_spaces.txt
save_merges.py		save_merges.py
training.log		training.log
uv.lock		uv.lock

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BytePairEncoding

Byte Pair Encoding (BPE) Implementation

Overview

Dataset

Implementation Steps

1. Data Loading and Preprocessing

2. Character-Level Analysis

3. UTF-8 Byte Encoding

4. Byte Pair Encoding Algorithm

5. Vocabulary Building

6. Encoding and Decoding

Results

Final Configuration

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Files

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BytePairEncoding

Byte Pair Encoding (BPE) Implementation

Overview

Dataset

Implementation Steps

1. Data Loading and Preprocessing

2. Character-Level Analysis

3. UTF-8 Byte Encoding

4. Byte Pair Encoding Algorithm

5. Vocabulary Building

6. Encoding and Decoding

Results

Final Configuration

Compression Analysis

Example Merges

Verification

Key Insights

Files

Dependencies

Usage

References

About

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