test_janitor.py

from collections import defaultdict

from lm_eval.decontamination.janitor import (
    Janitor,
    form_ngrams,
    split_indices,
    word_ngrams,
    word_ngrams_indices,
)


def simple_ngram(sequence, n):
    ngrams = list()
    ngram = []
    for x in sequence:
        ngram.append(x)
        if len(ngram) == n:
            ngrams.append(tuple(ngram))
            ngram = ngram[1:]

    return ngrams


def test_form_ngrams():
    sequence = (
        "Hello my name is Bob, I like eating pizza, chicken, chips and ice cream. Maybe I should eat some"
        " more salad but it's so booooring. I just... like eating pizza, chicken, chips and ice cream so much."
    )

    n_values = [1, 2, 3, 5, 13]
    for n in n_values:
        comparison = simple_ngram(sequence, n)
        result_to_test = list(form_ngrams(iter(sequence), n))
        assert len(comparison) == len(result_to_test)
        assert comparison == result_to_test


def test_word_ngrams():
    sequence = (
        "Hello my name is Bob, I like eating pizza, chicken, chips and ice cream. Maybe I should eat some"
        " more salad but it's so booooring. I just... like eating pizza, chicken, chips and ice cream so much."
    )

    words = sequence.split()

    n_values = [1, 2, 3, 5, 13]
    for n in n_values:
        comparison = simple_ngram(words, n)
        comparison = [" ".join(ngram) for ngram in comparison]
        result_to_test = list(word_ngrams(sequence, n))
        assert len(comparison) == len(result_to_test)
        assert result_to_test == comparison


def test_split_indices():
    sequence = (
        "Hello my name is Bob, I like eating pizza, chicken, chips and ice cream. Maybe I should eat some"
        " more salad but it's so booooring. I just... like eating pizza, chicken, chips and ice cream so much."
    )

    comparison = []
    current_word = ""
    for i, c in enumerate(sequence):
        if c != " ":
            current_word += c
        else:
            if current_word:
                comparison.append((current_word, (i - len(current_word), i - 1)))
                current_word = ""

    if current_word:
        comparison.append(
            (current_word, (len(sequence) - len(current_word), len(sequence) - 1))
        )
        current_word = ""

    result_to_test = list(split_indices(sequence))
    assert len(comparison) == len(result_to_test)
    assert comparison == result_to_test


def test_word_ngrams_indices():
    sequence = (
        "Hello my name is Bob, I like eating pizza, chicken, chips and ice cream. Maybe I should eat some"
        " more salad but it's so booooring. I just... like eating pizza, chicken, chips and ice cream so much."
    )

    n_values = [1, 2, 3, 5, 13]

    for n in n_values:
        ngrams = [" ".join(ngram) for ngram in simple_ngram(sequence.split(), n)]
        tracker = defaultdict(int)
        comparison = []
        for ngram in ngrams:
            while True:
                start = sequence.find(ngram, tracker[ngram])
                assert start != -1  # testing the test

                end = start + len(ngram) - 1
                tracker[ngram] = end + 1

                # ignore partial word matches
                if (start != 0 and sequence[start - 1] != " ") or (
                    end != len(sequence) - 1 and sequence[end + 1] != " "
                ):
                    pass
                else:
                    break

            comparison.append((ngram, (start, end)))

        result_to_test = list(word_ngrams_indices(sequence, n))
        assert len(result_to_test) == len(comparison)
        assert result_to_test == comparison


# Assumptions from GPT3 Paper:
# the 200 characters to remove include punctuation and is actually a half-window


# All tests below initially test without any registered contaminants, expecting the same sequence back.
def test_janitor1():
    # First test using a 1gram and expected the first block before the filth to have some remaining
    # characters, but the second block should be completely removed.

    sequence = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    filth = "filth"

    expected_result = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing "
    )

    janitor = Janitor(
        ngram_n=1, window_to_remove=200, too_dirty_cutoff=10, minimum_slice_length=200
    )
    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == sequence

    janitor.register_contaminant(filth)
    assert janitor.dirt_ngrams == {filth}

    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == expected_result


def test_janitor2():
    # Second test using a 1gram and expected the first block before the filth to have some remaining
    # characters, and the second block is longer then 200 characters so should also have some remaining.

    sequence = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    filth = "filth"

    expected_result = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing "
        " characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    janitor = Janitor(
        ngram_n=1, window_to_remove=200, too_dirty_cutoff=10, minimum_slice_length=200
    )
    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == sequence

    janitor.register_contaminant(filth)
    assert janitor.dirt_ngrams == {filth}

    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == expected_result


def test_janitor3():
    # Same test as above but with a 6gram.

    sequence = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of dirty filtHy FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    filth = "filth lots of dirty filthy filth"

    expected_result = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing "
        " characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    janitor = Janitor(
        ngram_n=6, window_to_remove=200, too_dirty_cutoff=10, minimum_slice_length=200
    )
    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == sequence

    janitor.register_contaminant(filth)
    assert janitor.dirt_ngrams == {filth}

    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == expected_result


def test_janitor4():
    # This test adds another block to that from the previous. The middle block should be entirely
    # removed as the 200 characters are removed from each side.

    sequence = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of dirty filtHy FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of dirty filtHy FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    filth = "filth lots of dirty filthy filth"

    expected_result = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing "
        " characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    janitor = Janitor(
        ngram_n=6, window_to_remove=200, too_dirty_cutoff=10, minimum_slice_length=200
    )
    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == sequence

    janitor.register_contaminant(filth)
    assert janitor.dirt_ngrams == {filth}

    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == expected_result


def test_janitor5():
    # Same as above but using multiple different filth 6grams.

    sequence = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of dirty filtHy FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of filtHy dirty FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    filths = ["filth lots of dirty filthy filth", "filth lots of filthy dirty filth"]

    expected_result = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing "
        " characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    janitor = Janitor(
        ngram_n=6, window_to_remove=200, too_dirty_cutoff=10, minimum_slice_length=200
    )
    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == sequence

    for filth in filths:
        janitor.register_contaminant(filth)
    assert janitor.dirt_ngrams == set(filths)

    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == expected_result


def test_janitor6():
    # Same as above but now we add 10 filths and expect the same result, the following test does 11.

    sequence = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of filtHy dirty FIlTh "
        "FILTH. lots of filtHy dirty FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    filths = ["filth lots of dirty filthy filth", "filth lots of filthy dirty filth"]

    expected_result = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing "
        " characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    janitor = Janitor(
        ngram_n=6, window_to_remove=200, too_dirty_cutoff=10, minimum_slice_length=200
    )
    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == sequence

    for filth in filths:
        janitor.register_contaminant(filth)
    assert janitor.dirt_ngrams == set(filths)

    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == expected_result


def test_janitor7():
    # Same as above but now we add 9 filths and expect the same result, the following test does 10.

    sequence = (
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "FILTH. lots of dirty filtHy FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "FILTH. lots of filtHy dirty FIlTh "
        "FILTH. lots of filtHy dirty FIlTh "
        "FILTH. lots of filtHy dirty FIlTh "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
        "This is a @line #containing a certain number of characters, 76 to be exact. "
    )

    filths = ["filth lots of dirty filthy filth", "filth lots of filthy dirty filth"]

    expected_result = ""

    janitor = Janitor(
        ngram_n=6, window_to_remove=200, too_dirty_cutoff=10, minimum_slice_length=200
    )
    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == sequence

    for filth in filths:
        janitor.register_contaminant(filth)
    assert janitor.dirt_ngrams == set(filths)

    result = janitor.clean_python(sequence)
    result = "".join(result)
    assert result == expected_result


def test_janitor8():
    # This will test the save and load contams
    pass
    # source = """   ,, I'm a very !dirty,, ,,  dirty boy. Clean me daddy. \n\nhe he he hehe heh.  lastword  """ * 2
    # contaminant = "dirty boy. Clean he he"

    # jan = Janitor(ngram_n=3)
    # jan.register_contaminant(contaminant)
    # cleaned = " ".join(jan.clean(source))
    # for contam in jan.dirt_ngrams:
    #     assert contam not in cleaned, contam

    # filename = "data/saved_contam"
    # jan.save_contamination_ngrams(filename)

    # jan = Janitor(ngram_n=3)
    # jan.load_contamination_ngrams(filename)
    # cleaned = " ".join(jan.clean(source))
    # for contam in jan.dirt_ngrams:
    #     assert contam not in cleaned, contam