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* ci(pre-commit): Add ``flake8-builtins`` additional dependency to ``pre-commit`` (#7104) * refactor: Fix ``flake8-builtins`` (#7104) * fix(lru_cache): Fix naming conventions in docstrings (#7104) * ci(pre-commit): Order additional dependencies alphabetically (#7104) * fix(lfu_cache): Correct function name in docstring (#7104) * Update strings/snake_case_to_camel_pascal_case.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update data_structures/stacks/next_greater_element.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update digital_image_processing/index_calculation.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update graphs/prim.py Co-authored-by: Christian Clauss <cclauss@me.com> * Update hashes/djb2.py Co-authored-by: Christian Clauss <cclauss@me.com> * refactor: Rename `_builtin` to `builtin_` ( #7104) * fix: Rename all instances (#7104) * refactor: Update variable names (#7104) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * ci: Create ``tox.ini`` and ignore ``A003`` (#7123) * revert: Remove function name changes (#7104) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Rename tox.ini to .flake8 * Update data_structures/heap/heap.py Co-authored-by: Dhruv Manilawala <dhruvmanila@gmail.com> * refactor: Rename `next_` to `next_item` (#7104) * ci(pre-commit): Add `flake8` plugin `flake8-bugbear` (#7127) * refactor: Follow `flake8-bugbear` plugin (#7127) * fix: Correct `knapsack` code (#7127) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Co-authored-by: Christian Clauss <cclauss@me.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Dhruv Manilawala <dhruvmanila@gmail.com>
177 lines
6.8 KiB
Python
177 lines
6.8 KiB
Python
"""
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https://en.wikipedia.org/wiki/Burrows%E2%80%93Wheeler_transform
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The Burrows–Wheeler transform (BWT, also called block-sorting compression)
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rearranges a character string into runs of similar characters. This is useful
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for compression, since it tends to be easy to compress a string that has runs
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of repeated characters by techniques such as move-to-front transform and
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run-length encoding. More importantly, the transformation is reversible,
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without needing to store any additional data except the position of the first
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original character. The BWT is thus a "free" method of improving the efficiency
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of text compression algorithms, costing only some extra computation.
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"""
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from __future__ import annotations
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from typing import TypedDict
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class BWTTransformDict(TypedDict):
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bwt_string: str
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idx_original_string: int
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def all_rotations(s: str) -> list[str]:
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"""
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:param s: The string that will be rotated len(s) times.
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:return: A list with the rotations.
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:raises TypeError: If s is not an instance of str.
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Examples:
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>>> all_rotations("^BANANA|") # doctest: +NORMALIZE_WHITESPACE
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['^BANANA|', 'BANANA|^', 'ANANA|^B', 'NANA|^BA', 'ANA|^BAN', 'NA|^BANA',
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'A|^BANAN', '|^BANANA']
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>>> all_rotations("a_asa_da_casa") # doctest: +NORMALIZE_WHITESPACE
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['a_asa_da_casa', '_asa_da_casaa', 'asa_da_casaa_', 'sa_da_casaa_a',
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'a_da_casaa_as', '_da_casaa_asa', 'da_casaa_asa_', 'a_casaa_asa_d',
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'_casaa_asa_da', 'casaa_asa_da_', 'asaa_asa_da_c', 'saa_asa_da_ca',
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'aa_asa_da_cas']
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>>> all_rotations("panamabanana") # doctest: +NORMALIZE_WHITESPACE
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['panamabanana', 'anamabananap', 'namabananapa', 'amabananapan',
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'mabananapana', 'abananapanam', 'bananapanama', 'ananapanamab',
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'nanapanamaba', 'anapanamaban', 'napanamabana', 'apanamabanan']
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>>> all_rotations(5)
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Traceback (most recent call last):
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...
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TypeError: The parameter s type must be str.
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"""
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if not isinstance(s, str):
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raise TypeError("The parameter s type must be str.")
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return [s[i:] + s[:i] for i in range(len(s))]
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def bwt_transform(s: str) -> BWTTransformDict:
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"""
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:param s: The string that will be used at bwt algorithm
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:return: the string composed of the last char of each row of the ordered
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rotations and the index of the original string at ordered rotations list
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:raises TypeError: If the s parameter type is not str
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:raises ValueError: If the s parameter is empty
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Examples:
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>>> bwt_transform("^BANANA")
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{'bwt_string': 'BNN^AAA', 'idx_original_string': 6}
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>>> bwt_transform("a_asa_da_casa")
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{'bwt_string': 'aaaadss_c__aa', 'idx_original_string': 3}
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>>> bwt_transform("panamabanana")
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{'bwt_string': 'mnpbnnaaaaaa', 'idx_original_string': 11}
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>>> bwt_transform(4)
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Traceback (most recent call last):
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...
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TypeError: The parameter s type must be str.
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>>> bwt_transform('')
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Traceback (most recent call last):
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...
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ValueError: The parameter s must not be empty.
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"""
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if not isinstance(s, str):
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raise TypeError("The parameter s type must be str.")
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if not s:
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raise ValueError("The parameter s must not be empty.")
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rotations = all_rotations(s)
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rotations.sort() # sort the list of rotations in alphabetically order
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# make a string composed of the last char of each rotation
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response: BWTTransformDict = {
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"bwt_string": "".join([word[-1] for word in rotations]),
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"idx_original_string": rotations.index(s),
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}
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return response
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def reverse_bwt(bwt_string: str, idx_original_string: int) -> str:
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"""
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:param bwt_string: The string returned from bwt algorithm execution
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:param idx_original_string: A 0-based index of the string that was used to
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generate bwt_string at ordered rotations list
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:return: The string used to generate bwt_string when bwt was executed
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:raises TypeError: If the bwt_string parameter type is not str
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:raises ValueError: If the bwt_string parameter is empty
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:raises TypeError: If the idx_original_string type is not int or if not
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possible to cast it to int
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:raises ValueError: If the idx_original_string value is lower than 0 or
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greater than len(bwt_string) - 1
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>>> reverse_bwt("BNN^AAA", 6)
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'^BANANA'
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>>> reverse_bwt("aaaadss_c__aa", 3)
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'a_asa_da_casa'
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>>> reverse_bwt("mnpbnnaaaaaa", 11)
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'panamabanana'
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>>> reverse_bwt(4, 11)
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Traceback (most recent call last):
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...
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TypeError: The parameter bwt_string type must be str.
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>>> reverse_bwt("", 11)
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Traceback (most recent call last):
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...
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ValueError: The parameter bwt_string must not be empty.
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>>> reverse_bwt("mnpbnnaaaaaa", "asd") # doctest: +NORMALIZE_WHITESPACE
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Traceback (most recent call last):
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...
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TypeError: The parameter idx_original_string type must be int or passive
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of cast to int.
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>>> reverse_bwt("mnpbnnaaaaaa", -1)
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Traceback (most recent call last):
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...
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ValueError: The parameter idx_original_string must not be lower than 0.
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>>> reverse_bwt("mnpbnnaaaaaa", 12) # doctest: +NORMALIZE_WHITESPACE
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Traceback (most recent call last):
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...
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ValueError: The parameter idx_original_string must be lower than
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len(bwt_string).
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>>> reverse_bwt("mnpbnnaaaaaa", 11.0)
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'panamabanana'
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>>> reverse_bwt("mnpbnnaaaaaa", 11.4)
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'panamabanana'
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"""
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if not isinstance(bwt_string, str):
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raise TypeError("The parameter bwt_string type must be str.")
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if not bwt_string:
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raise ValueError("The parameter bwt_string must not be empty.")
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try:
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idx_original_string = int(idx_original_string)
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except ValueError:
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raise TypeError(
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"The parameter idx_original_string type must be int or passive"
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" of cast to int."
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)
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if idx_original_string < 0:
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raise ValueError("The parameter idx_original_string must not be lower than 0.")
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if idx_original_string >= len(bwt_string):
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raise ValueError(
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"The parameter idx_original_string must be lower than" " len(bwt_string)."
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)
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ordered_rotations = [""] * len(bwt_string)
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for _ in range(len(bwt_string)):
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for i in range(len(bwt_string)):
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ordered_rotations[i] = bwt_string[i] + ordered_rotations[i]
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ordered_rotations.sort()
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return ordered_rotations[idx_original_string]
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if __name__ == "__main__":
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entry_msg = "Provide a string that I will generate its BWT transform: "
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s = input(entry_msg).strip()
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result = bwt_transform(s)
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print(
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f"Burrows Wheeler transform for string '{s}' results "
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f"in '{result['bwt_string']}'"
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)
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original_string = reverse_bwt(result["bwt_string"], result["idx_original_string"])
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print(
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f"Reversing Burrows Wheeler transform for entry '{result['bwt_string']}' "
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f"we get original string '{original_string}'"
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)
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