diff --git a/CodeBLEU/bleu.py b/CodeBLEU/bleu.py
deleted file mode 100644
index 96f601f..0000000
--- a/CodeBLEU/bleu.py
+++ /dev/null
@@ -1,590 +0,0 @@
-# -*- coding: utf-8 -*-
-# Natural Language Toolkit: BLEU Score
-#
-# Copyright (C) 2001-2020 NLTK Project
-# Authors: Chin Yee Lee, Hengfeng Li, Ruxin Hou, Calvin Tanujaya Lim
-# Contributors: Björn Mattsson, Dmitrijs Milajevs, Liling Tan
-# URL:
-# For license information, see LICENSE.TXT
-
-"""BLEU score implementation."""
-
-import math
-import sys
-from fractions import Fraction
-import warnings
-from collections import Counter
-
-from evaluator.CodeBLEU.utils import ngrams
-import pdb
-
-
-def sentence_bleu(
- references,
- hypothesis,
- weights=(0.25, 0.25, 0.25, 0.25),
- smoothing_function=None,
- auto_reweigh=False,
-):
- """
- Calculate BLEU score (Bilingual Evaluation Understudy) from
- Papineni, Kishore, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002.
- "BLEU: a method for automatic evaluation of machine translation."
- In Proceedings of ACL. http://www.aclweb.org/anthology/P02-1040.pdf
- >>> hypothesis1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which',
- ... 'ensures', 'that', 'the', 'military', 'always',
- ... 'obeys', 'the', 'commands', 'of', 'the', 'party']
- >>> hypothesis2 = ['It', 'is', 'to', 'insure', 'the', 'troops',
- ... 'forever', 'hearing', 'the', 'activity', 'guidebook',
- ... 'that', 'party', 'direct']
- >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that',
- ... 'ensures', 'that', 'the', 'military', 'will', 'forever',
- ... 'heed', 'Party', 'commands']
- >>> reference2 = ['It', 'is', 'the', 'guiding', 'principle', 'which',
- ... 'guarantees', 'the', 'military', 'forces', 'always',
- ... 'being', 'under', 'the', 'command', 'of', 'the',
- ... 'Party']
- >>> reference3 = ['It', 'is', 'the', 'practical', 'guide', 'for', 'the',
- ... 'army', 'always', 'to', 'heed', 'the', 'directions',
- ... 'of', 'the', 'party']
- >>> sentence_bleu([reference1, reference2, reference3], hypothesis1) # doctest: +ELLIPSIS
- 0.5045...
- If there is no ngrams overlap for any order of n-grams, BLEU returns the
- value 0. This is because the precision for the order of n-grams without
- overlap is 0, and the geometric mean in the final BLEU score computation
- multiplies the 0 with the precision of other n-grams. This results in 0
- (independently of the precision of the othe n-gram orders). The following
- example has zero 3-gram and 4-gram overlaps:
- >>> round(sentence_bleu([reference1, reference2, reference3], hypothesis2),4) # doctest: +ELLIPSIS
- 0.0
- To avoid this harsh behaviour when no ngram overlaps are found a smoothing
- function can be used.
- >>> chencherry = SmoothingFunction()
- >>> sentence_bleu([reference1, reference2, reference3], hypothesis2,
- ... smoothing_function=chencherry.method1) # doctest: +ELLIPSIS
- 0.0370...
- The default BLEU calculates a score for up to 4-grams using uniform
- weights (this is called BLEU-4). To evaluate your translations with
- higher/lower order ngrams, use customized weights. E.g. when accounting
- for up to 5-grams with uniform weights (this is called BLEU-5) use:
- >>> weights = (1./5., 1./5., 1./5., 1./5., 1./5.)
- >>> sentence_bleu([reference1, reference2, reference3], hypothesis1, weights) # doctest: +ELLIPSIS
- 0.3920...
- :param references: reference sentences
- :type references: list(list(str))
- :param hypothesis: a hypothesis sentence
- :type hypothesis: list(str)
- :param weights: weights for unigrams, bigrams, trigrams and so on
- :type weights: list(float)
- :param smoothing_function:
- :type smoothing_function: SmoothingFunction
- :param auto_reweigh: Option to re-normalize the weights uniformly.
- :type auto_reweigh: bool
- :return: The sentence-level BLEU score.
- :rtype: float
- """
- return corpus_bleu(
- [references], [hypothesis], weights, smoothing_function, auto_reweigh
- )
-
-
-def corpus_bleu(
- list_of_references,
- hypotheses,
- weights=(0.25, 0.25, 0.25, 0.25),
- smoothing_function=None,
- auto_reweigh=False,
-):
- """
- Calculate a single corpus-level BLEU score (aka. system-level BLEU) for all
- the hypotheses and their respective references.
- Instead of averaging the sentence level BLEU scores (i.e. marco-average
- precision), the original BLEU metric (Papineni et al. 2002) accounts for
- the micro-average precision (i.e. summing the numerators and denominators
- for each hypothesis-reference(s) pairs before the division).
- >>> hyp1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which',
- ... 'ensures', 'that', 'the', 'military', 'always',
- ... 'obeys', 'the', 'commands', 'of', 'the', 'party']
- >>> ref1a = ['It', 'is', 'a', 'guide', 'to', 'action', 'that',
- ... 'ensures', 'that', 'the', 'military', 'will', 'forever',
- ... 'heed', 'Party', 'commands']
- >>> ref1b = ['It', 'is', 'the', 'guiding', 'principle', 'which',
- ... 'guarantees', 'the', 'military', 'forces', 'always',
- ... 'being', 'under', 'the', 'command', 'of', 'the', 'Party']
- >>> ref1c = ['It', 'is', 'the', 'practical', 'guide', 'for', 'the',
- ... 'army', 'always', 'to', 'heed', 'the', 'directions',
- ... 'of', 'the', 'party']
- >>> hyp2 = ['he', 'read', 'the', 'book', 'because', 'he', 'was',
- ... 'interested', 'in', 'world', 'history']
- >>> ref2a = ['he', 'was', 'interested', 'in', 'world', 'history',
- ... 'because', 'he', 'read', 'the', 'book']
- >>> list_of_references = [[ref1a, ref1b, ref1c], [ref2a]]
- >>> hypotheses = [hyp1, hyp2]
- >>> corpus_bleu(list_of_references, hypotheses) # doctest: +ELLIPSIS
- 0.5920...
- The example below show that corpus_bleu() is different from averaging
- sentence_bleu() for hypotheses
- >>> score1 = sentence_bleu([ref1a, ref1b, ref1c], hyp1)
- >>> score2 = sentence_bleu([ref2a], hyp2)
- >>> (score1 + score2) / 2 # doctest: +ELLIPSIS
- 0.6223...
- :param list_of_references: a corpus of lists of reference sentences, w.r.t. hypotheses
- :type list_of_references: list(list(list(str)))
- :param hypotheses: a list of hypothesis sentences
- :type hypotheses: list(list(str))
- :param weights: weights for unigrams, bigrams, trigrams and so on
- :type weights: list(float)
- :param smoothing_function:
- :type smoothing_function: SmoothingFunction
- :param auto_reweigh: Option to re-normalize the weights uniformly.
- :type auto_reweigh: bool
- :return: The corpus-level BLEU score.
- :rtype: float
- """
- # Before proceeding to compute BLEU, perform sanity checks.
-
- p_numerators = Counter() # Key = ngram order, and value = no. of ngram matches.
- p_denominators = Counter() # Key = ngram order, and value = no. of ngram in ref.
- hyp_lengths, ref_lengths = 0, 0
-
- assert len(list_of_references) == len(hypotheses), (
- "The number of hypotheses and their reference(s) should be the " "same "
- )
-
- # Iterate through each hypothesis and their corresponding references.
- for references, hypothesis in zip(list_of_references, hypotheses):
- # For each order of ngram, calculate the numerator and
- # denominator for the corpus-level modified precision.
- for i, _ in enumerate(weights, start=1):
- p_i = modified_precision(references, hypothesis, i)
- p_numerators[i] += p_i.numerator
- p_denominators[i] += p_i.denominator
-
- # Calculate the hypothesis length and the closest reference length.
- # Adds them to the corpus-level hypothesis and reference counts.
- hyp_len = len(hypothesis)
- hyp_lengths += hyp_len
- ref_lengths += closest_ref_length(references, hyp_len)
-
- # Calculate corpus-level brevity penalty.
- bp = brevity_penalty(ref_lengths, hyp_lengths)
-
- # Uniformly re-weighting based on maximum hypothesis lengths if largest
- # order of n-grams < 4 and weights is set at default.
- if auto_reweigh:
- if hyp_lengths < 4 and weights == (0.25, 0.25, 0.25, 0.25):
- weights = (1 / hyp_lengths,) * hyp_lengths
-
- # Collects the various precision values for the different ngram orders.
- p_n = [
- Fraction(p_numerators[i], p_denominators[i], _normalize=False)
- for i, _ in enumerate(weights, start=1)
- ]
-
- # Returns 0 if there's no matching n-grams
- # We only need to check for p_numerators[1] == 0, since if there's
- # no unigrams, there won't be any higher order ngrams.
- if p_numerators[1] == 0:
- return 0
-
- # If there's no smoothing, set use method0 from SmoothinFunction class.
- if not smoothing_function:
- smoothing_function = SmoothingFunction().method1
- # Smoothen the modified precision.
- # Note: smoothing_function() may convert values into floats;
- # it tries to retain the Fraction object as much as the
- # smoothing method allows.
- p_n = smoothing_function(
- p_n, references=references, hypothesis=hypothesis, hyp_len=hyp_lengths
- )
- s = (w_i * math.log(p_i) for w_i, p_i in zip(weights, p_n))
- s = bp * math.exp(math.fsum(s))
- return s
-
-
-def modified_precision(references, hypothesis, n):
- """
- Calculate modified ngram precision.
- The normal precision method may lead to some wrong translations with
- high-precision, e.g., the translation, in which a word of reference
- repeats several times, has very high precision.
- This function only returns the Fraction object that contains the numerator
- and denominator necessary to calculate the corpus-level precision.
- To calculate the modified precision for a single pair of hypothesis and
- references, cast the Fraction object into a float.
- The famous "the the the ... " example shows that you can get BLEU precision
- by duplicating high frequency words.
- >>> reference1 = 'the cat is on the mat'.split()
- >>> reference2 = 'there is a cat on the mat'.split()
- >>> hypothesis1 = 'the the the the the the the'.split()
- >>> references = [reference1, reference2]
- >>> float(modified_precision(references, hypothesis1, n=1)) # doctest: +ELLIPSIS
- 0.2857...
- In the modified n-gram precision, a reference word will be considered
- exhausted after a matching hypothesis word is identified, e.g.
- >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that',
- ... 'ensures', 'that', 'the', 'military', 'will',
- ... 'forever', 'heed', 'Party', 'commands']
- >>> reference2 = ['It', 'is', 'the', 'guiding', 'principle', 'which',
- ... 'guarantees', 'the', 'military', 'forces', 'always',
- ... 'being', 'under', 'the', 'command', 'of', 'the',
- ... 'Party']
- >>> reference3 = ['It', 'is', 'the', 'practical', 'guide', 'for', 'the',
- ... 'army', 'always', 'to', 'heed', 'the', 'directions',
- ... 'of', 'the', 'party']
- >>> hypothesis = 'of the'.split()
- >>> references = [reference1, reference2, reference3]
- >>> float(modified_precision(references, hypothesis, n=1))
- 1.0
- >>> float(modified_precision(references, hypothesis, n=2))
- 1.0
- An example of a normal machine translation hypothesis:
- >>> hypothesis1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which',
- ... 'ensures', 'that', 'the', 'military', 'always',
- ... 'obeys', 'the', 'commands', 'of', 'the', 'party']
- >>> hypothesis2 = ['It', 'is', 'to', 'insure', 'the', 'troops',
- ... 'forever', 'hearing', 'the', 'activity', 'guidebook',
- ... 'that', 'party', 'direct']
- >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that',
- ... 'ensures', 'that', 'the', 'military', 'will',
- ... 'forever', 'heed', 'Party', 'commands']
- >>> reference2 = ['It', 'is', 'the', 'guiding', 'principle', 'which',
- ... 'guarantees', 'the', 'military', 'forces', 'always',
- ... 'being', 'under', 'the', 'command', 'of', 'the',
- ... 'Party']
- >>> reference3 = ['It', 'is', 'the', 'practical', 'guide', 'for', 'the',
- ... 'army', 'always', 'to', 'heed', 'the', 'directions',
- ... 'of', 'the', 'party']
- >>> references = [reference1, reference2, reference3]
- >>> float(modified_precision(references, hypothesis1, n=1)) # doctest: +ELLIPSIS
- 0.9444...
- >>> float(modified_precision(references, hypothesis2, n=1)) # doctest: +ELLIPSIS
- 0.5714...
- >>> float(modified_precision(references, hypothesis1, n=2)) # doctest: +ELLIPSIS
- 0.5882352941176471
- >>> float(modified_precision(references, hypothesis2, n=2)) # doctest: +ELLIPSIS
- 0.07692...
- :param references: A list of reference translations.
- :type references: list(list(str))
- :param hypothesis: A hypothesis translation.
- :type hypothesis: list(str)
- :param n: The ngram order.
- :type n: int
- :return: BLEU's modified precision for the nth order ngram.
- :rtype: Fraction
- """
- # Extracts all ngrams in hypothesis
- # Set an empty Counter if hypothesis is empty.
-
- counts = Counter(ngrams(hypothesis, n)) if len(hypothesis) >= n else Counter()
- # Extract a union of references' counts.
- # max_counts = reduce(or_, [Counter(ngrams(ref, n)) for ref in references])
- max_counts = {}
- for reference in references:
- reference_counts = (
- Counter(ngrams(reference, n)) if len(reference) >= n else Counter()
- )
- for ngram in counts:
- max_counts[ngram] = max(max_counts.get(ngram, 0), reference_counts[ngram])
-
- # Assigns the intersection between hypothesis and references' counts.
- clipped_counts = {
- ngram: min(count, max_counts[ngram]) for ngram, count in counts.items()
- }
-
- numerator = sum(clipped_counts.values())
- # Ensures that denominator is minimum 1 to avoid ZeroDivisionError.
- # Usually this happens when the ngram order is > len(reference).
- denominator = max(1, sum(counts.values()))
-
- return Fraction(numerator, denominator, _normalize=False)
-
-
-def closest_ref_length(references, hyp_len):
- """
- This function finds the reference that is the closest length to the
- hypothesis. The closest reference length is referred to as *r* variable
- from the brevity penalty formula in Papineni et. al. (2002)
- :param references: A list of reference translations.
- :type references: list(list(str))
- :param hyp_len: The length of the hypothesis.
- :type hyp_len: int
- :return: The length of the reference that's closest to the hypothesis.
- :rtype: int
- """
- ref_lens = (len(reference) for reference in references)
- closest_ref_len = min(
- ref_lens, key=lambda ref_len: (abs(ref_len - hyp_len), ref_len)
- )
- return closest_ref_len
-
-
-def brevity_penalty(closest_ref_len, hyp_len):
- """
- Calculate brevity penalty.
- As the modified n-gram precision still has the problem from the short
- length sentence, brevity penalty is used to modify the overall BLEU
- score according to length.
- An example from the paper. There are three references with length 12, 15
- and 17. And a concise hypothesis of the length 12. The brevity penalty is 1.
- >>> reference1 = list('aaaaaaaaaaaa') # i.e. ['a'] * 12
- >>> reference2 = list('aaaaaaaaaaaaaaa') # i.e. ['a'] * 15
- >>> reference3 = list('aaaaaaaaaaaaaaaaa') # i.e. ['a'] * 17
- >>> hypothesis = list('aaaaaaaaaaaa') # i.e. ['a'] * 12
- >>> references = [reference1, reference2, reference3]
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len)
- 1.0
- In case a hypothesis translation is shorter than the references, penalty is
- applied.
- >>> references = [['a'] * 28, ['a'] * 28]
- >>> hypothesis = ['a'] * 12
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len)
- 0.2635971381157267
- The length of the closest reference is used to compute the penalty. If the
- length of a hypothesis is 12, and the reference lengths are 13 and 2, the
- penalty is applied because the hypothesis length (12) is less then the
- closest reference length (13).
- >>> references = [['a'] * 13, ['a'] * 2]
- >>> hypothesis = ['a'] * 12
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len) # doctest: +ELLIPSIS
- 0.9200...
- The brevity penalty doesn't depend on reference order. More importantly,
- when two reference sentences are at the same distance, the shortest
- reference sentence length is used.
- >>> references = [['a'] * 13, ['a'] * 11]
- >>> hypothesis = ['a'] * 12
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> bp1 = brevity_penalty(closest_ref_len, hyp_len)
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(reversed(references), hyp_len)
- >>> bp2 = brevity_penalty(closest_ref_len, hyp_len)
- >>> bp1 == bp2 == 1
- True
- A test example from mteval-v13a.pl (starting from the line 705):
- >>> references = [['a'] * 11, ['a'] * 8]
- >>> hypothesis = ['a'] * 7
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len) # doctest: +ELLIPSIS
- 0.8668...
- >>> references = [['a'] * 11, ['a'] * 8, ['a'] * 6, ['a'] * 7]
- >>> hypothesis = ['a'] * 7
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len)
- 1.0
- :param hyp_len: The length of the hypothesis for a single sentence OR the
- sum of all the hypotheses' lengths for a corpus
- :type hyp_len: int
- :param closest_ref_len: The length of the closest reference for a single
- hypothesis OR the sum of all the closest references for every hypotheses.
- :type closest_ref_len: int
- :return: BLEU's brevity penalty.
- :rtype: float
- """
- if hyp_len > closest_ref_len:
- return 1
- # If hypothesis is empty, brevity penalty = 0 should result in BLEU = 0.0
- elif hyp_len == 0:
- return 0
- else:
- return math.exp(1 - closest_ref_len / hyp_len)
-
-
-class SmoothingFunction:
- """
- This is an implementation of the smoothing techniques
- for segment-level BLEU scores that was presented in
- Boxing Chen and Collin Cherry (2014) A Systematic Comparison of
- Smoothing Techniques for Sentence-Level BLEU. In WMT14.
- http://acl2014.org/acl2014/W14-33/pdf/W14-3346.pdf
- """
-
- def __init__(self, epsilon=0.1, alpha=5, k=5):
- """
- This will initialize the parameters required for the various smoothing
- techniques, the default values are set to the numbers used in the
- experiments from Chen and Cherry (2014).
- >>> hypothesis1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which', 'ensures',
- ... 'that', 'the', 'military', 'always', 'obeys', 'the',
- ... 'commands', 'of', 'the', 'party']
- >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that', 'ensures',
- ... 'that', 'the', 'military', 'will', 'forever', 'heed',
- ... 'Party', 'commands']
- >>> chencherry = SmoothingFunction()
- >>> print(sentence_bleu([reference1], hypothesis1)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method0)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method1)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method2)) # doctest: +ELLIPSIS
- 0.4489...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method3)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method4)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method5)) # doctest: +ELLIPSIS
- 0.4905...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method6)) # doctest: +ELLIPSIS
- 0.4135...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method7)) # doctest: +ELLIPSIS
- 0.4905...
- :param epsilon: the epsilon value use in method 1
- :type epsilon: float
- :param alpha: the alpha value use in method 6
- :type alpha: int
- :param k: the k value use in method 4
- :type k: int
- """
- self.epsilon = epsilon
- self.alpha = alpha
- self.k = k
-
- def method0(self, p_n, *args, **kwargs):
- """
- No smoothing.
- """
- p_n_new = []
- for i, p_i in enumerate(p_n):
- if p_i.numerator != 0:
- p_n_new.append(p_i)
- else:
- _msg = str(
- "\nThe hypothesis contains 0 counts of {}-gram overlaps.\n"
- "Therefore the BLEU score evaluates to 0, independently of\n"
- "how many N-gram overlaps of lower order it contains.\n"
- "Consider using lower n-gram order or use "
- "SmoothingFunction()"
- ).format(i + 1)
- warnings.warn(_msg)
- # When numerator==0 where denonminator==0 or !=0, the result
- # for the precision score should be equal to 0 or undefined.
- # Due to BLEU geometric mean computation in logarithm space,
- # we we need to take the return sys.float_info.min such that
- # math.log(sys.float_info.min) returns a 0 precision score.
- p_n_new.append(sys.float_info.min)
- return p_n_new
-
- def method1(self, p_n, *args, **kwargs):
- """
- Smoothing method 1: Add *epsilon* counts to precision with 0 counts.
- """
- return [
- (p_i.numerator + self.epsilon) / p_i.denominator
- if p_i.numerator == 0
- else p_i
- for p_i in p_n
- ]
-
- def method2(self, p_n, *args, **kwargs):
- """
- Smoothing method 2: Add 1 to both numerator and denominator from
- Chin-Yew Lin and Franz Josef Och (2004) Automatic evaluation of
- machine translation quality using longest common subsequence and
- skip-bigram statistics. In ACL04.
- """
- return [
- Fraction(p_i.numerator + 1, p_i.denominator + 1, _normalize=False)
- for p_i in p_n
- ]
-
- def method3(self, p_n, *args, **kwargs):
- """
- Smoothing method 3: NIST geometric sequence smoothing
- The smoothing is computed by taking 1 / ( 2^k ), instead of 0, for each
- precision score whose matching n-gram count is null.
- k is 1 for the first 'n' value for which the n-gram match count is null/
- For example, if the text contains:
- - one 2-gram match
- - and (consequently) two 1-gram matches
- the n-gram count for each individual precision score would be:
- - n=1 => prec_count = 2 (two unigrams)
- - n=2 => prec_count = 1 (one bigram)
- - n=3 => prec_count = 1/2 (no trigram, taking 'smoothed' value of 1 / ( 2^k ), with k=1)
- - n=4 => prec_count = 1/4 (no fourgram, taking 'smoothed' value of 1 / ( 2^k ), with k=2)
- """
- incvnt = 1 # From the mteval-v13a.pl, it's referred to as k.
- for i, p_i in enumerate(p_n):
- if p_i.numerator == 0:
- p_n[i] = 1 / (2 ** incvnt * p_i.denominator)
- incvnt += 1
- return p_n
-
- def method4(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 4:
- Shorter translations may have inflated precision values due to having
- smaller denominators; therefore, we give them proportionally
- smaller smoothed counts. Instead of scaling to 1/(2^k), Chen and Cherry
- suggests dividing by 1/ln(len(T)), where T is the length of the translation.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- for i, p_i in enumerate(p_n):
- if p_i.numerator == 0 and hyp_len != 0:
- incvnt = i + 1 * self.k / math.log(
- hyp_len
- ) # Note that this K is different from the K from NIST.
- p_n[i] = incvnt / p_i.denominator
- return p_n
-
- def method5(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 5:
- The matched counts for similar values of n should be similar. To a
- calculate the n-gram matched count, it averages the n−1, n and n+1 gram
- matched counts.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- m = {}
- # Requires an precision value for an addition ngram order.
- p_n_plus1 = p_n + [modified_precision(references, hypothesis, 5)]
- m[-1] = p_n[0] + 1
- for i, p_i in enumerate(p_n):
- p_n[i] = (m[i - 1] + p_i + p_n_plus1[i + 1]) / 3
- m[i] = p_n[i]
- return p_n
-
- def method6(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 6:
- Interpolates the maximum likelihood estimate of the precision *p_n* with
- a prior estimate *pi0*. The prior is estimated by assuming that the ratio
- between pn and pn−1 will be the same as that between pn−1 and pn−2; from
- Gao and He (2013) Training MRF-Based Phrase Translation Models using
- Gradient Ascent. In NAACL.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- # This smoothing only works when p_1 and p_2 is non-zero.
- # Raise an error with an appropriate message when the input is too short
- # to use this smoothing technique.
- assert p_n[2], "This smoothing method requires non-zero precision for bigrams."
- for i, p_i in enumerate(p_n):
- if i in [0, 1]: # Skips the first 2 orders of ngrams.
- continue
- else:
- pi0 = 0 if p_n[i - 2] == 0 else p_n[i - 1] ** 2 / p_n[i - 2]
- # No. of ngrams in translation that matches the reference.
- m = p_i.numerator
- # No. of ngrams in translation.
- l = sum(1 for _ in ngrams(hypothesis, i + 1))
- # Calculates the interpolated precision.
- p_n[i] = (m + self.alpha * pi0) / (l + self.alpha)
- return p_n
-
- def method7(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 7:
- Interpolates methods 4 and 5.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- p_n = self.method4(p_n, references, hypothesis, hyp_len)
- p_n = self.method5(p_n, references, hypothesis, hyp_len)
- return p_n
diff --git a/CodeBLEU/calc_code_bleu.py b/CodeBLEU/calc_code_bleu.py
deleted file mode 100644
index 96131e7..0000000
--- a/CodeBLEU/calc_code_bleu.py
+++ /dev/null
@@ -1,80 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-# -*- coding:utf-8 -*-
-import argparse
-from evaluator.CodeBLEU import bleu, weighted_ngram_match, syntax_match, dataflow_match
-# import evaluator.CodeBLEU.weighted_ngram_match
-# import evaluator.CodeBLEU.syntax_match
-# import evaluator.CodeBLEU.dataflow_match
-
-
-def get_codebleu(refs, hyp, lang, params='0.25,0.25,0.25,0.25'):
- if not isinstance(refs, list):
- refs = [refs]
- alpha, beta, gamma, theta = [float(x) for x in params.split(',')]
-
- # preprocess inputs
- pre_references = [[x.strip() for x in open(file, 'r', encoding='utf-8').readlines()] for file in refs]
- hypothesis = [x.strip() for x in open(hyp, 'r', encoding='utf-8').readlines()]
-
- for i in range(len(pre_references)):
- assert len(hypothesis) == len(pre_references[i])
-
- references = []
- for i in range(len(hypothesis)):
- ref_for_instance = []
- for j in range(len(pre_references)):
- ref_for_instance.append(pre_references[j][i])
- references.append(ref_for_instance)
- assert len(references) == len(pre_references) * len(hypothesis)
-
- # calculate ngram match (BLEU)
- tokenized_hyps = [x.split() for x in hypothesis]
- tokenized_refs = [[x.split() for x in reference] for reference in references]
-
- ngram_match_score = bleu.corpus_bleu(tokenized_refs, tokenized_hyps)
-
- # calculate weighted ngram match
- keywords = [x.strip() for x in open('/export/share/wang.y/workspace/CodeT5Full/finetune/evaluator/CodeBLEU/keywords/' + lang + '.txt', 'r', encoding='utf-8').readlines()]
-
- def make_weights(reference_tokens, key_word_list):
- return {token: 1 if token in key_word_list else 0.2 for token in reference_tokens}
-
- tokenized_refs_with_weights = [[[reference_tokens, make_weights(reference_tokens, keywords)] \
- for reference_tokens in reference] for reference in tokenized_refs]
-
- weighted_ngram_match_score = weighted_ngram_match.corpus_bleu(tokenized_refs_with_weights, tokenized_hyps)
-
- # calculate syntax match
- syntax_match_score = syntax_match.corpus_syntax_match(references, hypothesis, lang)
-
- # calculate dataflow match
- dataflow_match_score = dataflow_match.corpus_dataflow_match(references, hypothesis, lang)
-
- print('ngram match: {0}, weighted ngram match: {1}, syntax_match: {2}, dataflow_match: {3}'. \
- format(ngram_match_score, weighted_ngram_match_score, syntax_match_score, dataflow_match_score))
-
- code_bleu_score = alpha * ngram_match_score \
- + beta * weighted_ngram_match_score \
- + gamma * syntax_match_score \
- + theta * dataflow_match_score
-
- return code_bleu_score
-
-
-if __name__ == '__main__':
- parser = argparse.ArgumentParser()
- parser.add_argument('--refs', type=str, nargs='+', required=True,
- help='reference files')
- parser.add_argument('--hyp', type=str, required=True,
- help='hypothesis file')
- parser.add_argument('--lang', type=str, required=True,
- choices=['java', 'js', 'c_sharp', 'php', 'go', 'python', 'ruby'],
- help='programming language')
- parser.add_argument('--params', type=str, default='0.25,0.25,0.25,0.25',
- help='alpha, beta and gamma')
-
- args = parser.parse_args()
- code_bleu_score = get_codebleu(args.refs, args.hyp, args.lang, args.params)
- print('CodeBLEU score: ', code_bleu_score)
diff --git a/CodeBLEU/dataflow_match.py b/CodeBLEU/dataflow_match.py
deleted file mode 100644
index 38676f5..0000000
--- a/CodeBLEU/dataflow_match.py
+++ /dev/null
@@ -1,148 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-from evaluator.CodeBLEU.parser import DFG_python, DFG_java, DFG_ruby, DFG_go, DFG_php, DFG_javascript, DFG_csharp
-from evaluator.CodeBLEU.parser import (remove_comments_and_docstrings,
- tree_to_token_index,
- index_to_code_token,
- tree_to_variable_index)
-from tree_sitter import Language, Parser
-import pdb
-
-parser_path = '/export/share/wang.y/workspace/CodeT5Full/finetune/evaluator/CodeBLEU/parser'
-dfg_function = {
- 'python': DFG_python,
- 'java': DFG_java,
- 'ruby': DFG_ruby,
- 'go': DFG_go,
- 'php': DFG_php,
- 'javascript': DFG_javascript,
- 'c_sharp': DFG_csharp,
-}
-
-
-def calc_dataflow_match(references, candidate, lang):
- return corpus_dataflow_match([references], [candidate], lang)
-
-
-def corpus_dataflow_match(references, candidates, lang):
- LANGUAGE = Language('{}/my-languages.so'.format(parser_path), lang)
- parser = Parser()
- parser.set_language(LANGUAGE)
- parser = [parser, dfg_function[lang]]
- match_count = 0
- total_count = 0
-
- for i in range(len(candidates)):
- references_sample = references[i]
- candidate = candidates[i]
- for reference in references_sample:
- try:
- candidate = remove_comments_and_docstrings(candidate, 'java')
- except:
- pass
- try:
- reference = remove_comments_and_docstrings(reference, 'java')
- except:
- pass
-
- cand_dfg = get_data_flow(candidate, parser)
- ref_dfg = get_data_flow(reference, parser)
-
- normalized_cand_dfg = normalize_dataflow(cand_dfg)
- normalized_ref_dfg = normalize_dataflow(ref_dfg)
-
- if len(normalized_ref_dfg) > 0:
- total_count += len(normalized_ref_dfg)
- for dataflow in normalized_ref_dfg:
- if dataflow in normalized_cand_dfg:
- match_count += 1
- normalized_cand_dfg.remove(dataflow)
- if total_count == 0:
- print(
- "WARNING: There is no reference data-flows extracted from the whole corpus, and the data-flow match score degenerates to 0. Please consider ignoring this score.")
- return 0
- score = match_count / total_count
- return score
-
-
-def get_data_flow(code, parser):
- try:
- tree = parser[0].parse(bytes(code, 'utf8'))
- root_node = tree.root_node
- tokens_index = tree_to_token_index(root_node)
- code = code.split('\n')
- code_tokens = [index_to_code_token(x, code) for x in tokens_index]
- index_to_code = {}
- for idx, (index, code) in enumerate(zip(tokens_index, code_tokens)):
- index_to_code[index] = (idx, code)
- try:
- DFG, _ = parser[1](root_node, index_to_code, {})
- except:
- DFG = []
- DFG = sorted(DFG, key=lambda x: x[1])
- indexs = set()
- for d in DFG:
- if len(d[-1]) != 0:
- indexs.add(d[1])
- for x in d[-1]:
- indexs.add(x)
- new_DFG = []
- for d in DFG:
- if d[1] in indexs:
- new_DFG.append(d)
- codes = code_tokens
- dfg = new_DFG
- except:
- codes = code.split()
- dfg = []
- # merge nodes
- dic = {}
- for d in dfg:
- if d[1] not in dic:
- dic[d[1]] = d
- else:
- dic[d[1]] = (d[0], d[1], d[2], list(set(dic[d[1]][3] + d[3])), list(set(dic[d[1]][4] + d[4])))
- DFG = []
- for d in dic:
- DFG.append(dic[d])
- dfg = DFG
- return dfg
-
-
-def normalize_dataflow_item(dataflow_item):
- var_name = dataflow_item[0]
- var_pos = dataflow_item[1]
- relationship = dataflow_item[2]
- par_vars_name_list = dataflow_item[3]
- par_vars_pos_list = dataflow_item[4]
-
- var_names = list(set(par_vars_name_list + [var_name]))
- norm_names = {}
- for i in range(len(var_names)):
- norm_names[var_names[i]] = 'var_' + str(i)
-
- norm_var_name = norm_names[var_name]
- relationship = dataflow_item[2]
- norm_par_vars_name_list = [norm_names[x] for x in par_vars_name_list]
-
- return (norm_var_name, relationship, norm_par_vars_name_list)
-
-
-def normalize_dataflow(dataflow):
- var_dict = {}
- i = 0
- normalized_dataflow = []
- for item in dataflow:
- var_name = item[0]
- relationship = item[2]
- par_vars_name_list = item[3]
- for name in par_vars_name_list:
- if name not in var_dict:
- var_dict[name] = 'var_' + str(i)
- i += 1
- if var_name not in var_dict:
- var_dict[var_name] = 'var_' + str(i)
- i += 1
- normalized_dataflow.append((var_dict[var_name], relationship, [var_dict[x] for x in par_vars_name_list]))
- return normalized_dataflow
diff --git a/CodeBLEU/keywords/c_sharp.txt b/CodeBLEU/keywords/c_sharp.txt
deleted file mode 100644
index c5bf351..0000000
--- a/CodeBLEU/keywords/c_sharp.txt
+++ /dev/null
@@ -1,107 +0,0 @@
-abstract
-as
-base
-bool
-break
-byte
-case
-catch
-char
-checked
-class
-const
-continue
-decimal
-default
-delegate
-do
-double
-else
-enum
-event
-explicit
-extern
-false
-finally
-fixed
-float
-for
-foreach
-goto
-if
-implicit
-in
-int
-interface
-internal
-is
-lock
-long
-namespace
-new
-null
-object
-operator
-out
-override
-params
-private
-protected
-public
-readonly
-ref
-return
-sbyte
-sealed
-short
-sizeof
-stackalloc
-static
-string
-struct
-switch
-this
-throw
-true
-try
-typeof
-uint
-ulong
-unchecked
-unsafe
-ushort
-using
-virtual
-void
-volatile
-while
-add
-alias
-ascending
-async
-await
-by
-descending
-dynamic
-equals
-from
-get
-global
-group
-into
-join
-let
-nameof
-notnull
-on
-orderby
-partial
-remove
-select
-set
-unmanaged
-value
-var
-when
-where
-yield
diff --git a/CodeBLEU/keywords/java.txt b/CodeBLEU/keywords/java.txt
deleted file mode 100644
index b009c1d..0000000
--- a/CodeBLEU/keywords/java.txt
+++ /dev/null
@@ -1,50 +0,0 @@
-abstract
-assert
-boolean
-break
-byte
-case
-catch
-char
-class
-const
-continue
-default
-do
-double
-else
-enum
-extends
-final
-finally
-float
-for
-goto
-if
-implements
-import
-instanceof
-int
-interface
-long
-native
-new
-package
-private
-protected
-public
-return
-short
-static
-strictfp
-super
-switch
-synchronized
-this
-throw
-throws
-transient
-try
-void
-volatile
-while
diff --git a/CodeBLEU/parser/DFG.py b/CodeBLEU/parser/DFG.py
deleted file mode 100644
index bad674e..0000000
--- a/CodeBLEU/parser/DFG.py
+++ /dev/null
@@ -1,1184 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-from tree_sitter import Language, Parser
-from .utils import (remove_comments_and_docstrings,
- tree_to_token_index,
- index_to_code_token,
- tree_to_variable_index)
-
-
-def DFG_python(root_node,index_to_code,states):
- assignment=['assignment','augmented_assignment','for_in_clause']
- if_statement=['if_statement']
- for_statement=['for_statement']
- while_statement=['while_statement']
- do_first_statement=['for_in_clause']
- def_statement=['default_parameter']
- states=states.copy()
- if (len(root_node.children)==0 or root_node.type in ['string_literal','string','character_literal']) and root_node.type!='comment':
- idx,code=index_to_code[(root_node.start_point,root_node.end_point)]
- if root_node.type==code:
- return [],states
- elif code in states:
- return [(code,idx,'comesFrom',[code],states[code].copy())],states
- else:
- if root_node.type=='identifier':
- states[code]=[idx]
- return [(code,idx,'comesFrom',[],[])],states
- elif root_node.type in def_statement:
- name=root_node.child_by_field_name('name')
- value=root_node.child_by_field_name('value')
- DFG=[]
- if value is None:
- indexs=tree_to_variable_index(name,index_to_code)
- for index in indexs:
- idx,code=index_to_code[index]
- DFG.append((code,idx,'comesFrom',[],[]))
- states[code]=[idx]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- temp,states=DFG_python(value,index_to_code,states)
- DFG+=temp
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'comesFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in assignment:
- if root_node.type=='for_in_clause':
- right_nodes=[root_node.children[-1]]
- left_nodes=[root_node.child_by_field_name('left')]
- else:
- if root_node.child_by_field_name('right') is None:
- return [],states
- left_nodes=[x for x in root_node.child_by_field_name('left').children if x.type!=',']
- right_nodes=[x for x in root_node.child_by_field_name('right').children if x.type!=',']
- if len(right_nodes)!=len(left_nodes):
- left_nodes=[root_node.child_by_field_name('left')]
- right_nodes=[root_node.child_by_field_name('right')]
- if len(left_nodes)==0:
- left_nodes=[root_node.child_by_field_name('left')]
- if len(right_nodes)==0:
- right_nodes=[root_node.child_by_field_name('right')]
- DFG=[]
- for node in right_nodes:
- temp,states=DFG_python(node,index_to_code,states)
- DFG+=temp
-
- for left_node,right_node in zip(left_nodes,right_nodes):
- left_tokens_index=tree_to_variable_index(left_node,index_to_code)
- right_tokens_index=tree_to_variable_index(right_node,index_to_code)
- temp=[]
- for token1_index in left_tokens_index:
- idx1,code1=index_to_code[token1_index]
- temp.append((code1,idx1,'computedFrom',[index_to_code[x][1] for x in right_tokens_index],
- [index_to_code[x][0] for x in right_tokens_index]))
- states[code1]=[idx1]
- DFG+=temp
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in if_statement:
- DFG=[]
- current_states=states.copy()
- others_states=[]
- tag=False
- if 'else' in root_node.type:
- tag=True
- for child in root_node.children:
- if 'else' in child.type:
- tag=True
- if child.type not in ['elif_clause','else_clause']:
- temp,current_states=DFG_python(child,index_to_code,current_states)
- DFG+=temp
- else:
- temp,new_states=DFG_python(child,index_to_code,states)
- DFG+=temp
- others_states.append(new_states)
- others_states.append(current_states)
- if tag is False:
- others_states.append(states)
- new_states={}
- for dic in others_states:
- for key in dic:
- if key not in new_states:
- new_states[key]=dic[key].copy()
- else:
- new_states[key]+=dic[key]
- for key in new_states:
- new_states[key]=sorted(list(set(new_states[key])))
- return sorted(DFG,key=lambda x:x[1]),new_states
- elif root_node.type in for_statement:
- DFG=[]
- for i in range(2):
- right_nodes=[x for x in root_node.child_by_field_name('right').children if x.type!=',']
- left_nodes=[x for x in root_node.child_by_field_name('left').children if x.type!=',']
- if len(right_nodes)!=len(left_nodes):
- left_nodes=[root_node.child_by_field_name('left')]
- right_nodes=[root_node.child_by_field_name('right')]
- if len(left_nodes)==0:
- left_nodes=[root_node.child_by_field_name('left')]
- if len(right_nodes)==0:
- right_nodes=[root_node.child_by_field_name('right')]
- for node in right_nodes:
- temp,states=DFG_python(node,index_to_code,states)
- DFG+=temp
- for left_node,right_node in zip(left_nodes,right_nodes):
- left_tokens_index=tree_to_variable_index(left_node,index_to_code)
- right_tokens_index=tree_to_variable_index(right_node,index_to_code)
- temp=[]
- for token1_index in left_tokens_index:
- idx1,code1=index_to_code[token1_index]
- temp.append((code1,idx1,'computedFrom',[index_to_code[x][1] for x in right_tokens_index],
- [index_to_code[x][0] for x in right_tokens_index]))
- states[code1]=[idx1]
- DFG+=temp
- if root_node.children[-1].type=="block":
- temp,states=DFG_python(root_node.children[-1],index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in while_statement:
- DFG=[]
- for i in range(2):
- for child in root_node.children:
- temp,states=DFG_python(child,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- DFG=[]
- for child in root_node.children:
- if child.type in do_first_statement:
- temp,states=DFG_python(child,index_to_code,states)
- DFG+=temp
- for child in root_node.children:
- if child.type not in do_first_statement:
- temp,states=DFG_python(child,index_to_code,states)
- DFG+=temp
-
- return sorted(DFG,key=lambda x:x[1]),states
-
-
-def DFG_java(root_node,index_to_code,states):
- assignment=['assignment_expression']
- def_statement=['variable_declarator']
- increment_statement=['update_expression']
- if_statement=['if_statement','else']
- for_statement=['for_statement']
- enhanced_for_statement=['enhanced_for_statement']
- while_statement=['while_statement']
- do_first_statement=[]
- states=states.copy()
- if (len(root_node.children)==0 or root_node.type in ['string_literal','string','character_literal']) and root_node.type!='comment':
- idx,code=index_to_code[(root_node.start_point,root_node.end_point)]
- if root_node.type==code:
- return [],states
- elif code in states:
- return [(code,idx,'comesFrom',[code],states[code].copy())],states
- else:
- if root_node.type=='identifier':
- states[code]=[idx]
- return [(code,idx,'comesFrom',[],[])],states
- elif root_node.type in def_statement:
- name=root_node.child_by_field_name('name')
- value=root_node.child_by_field_name('value')
- DFG=[]
- if value is None:
- indexs=tree_to_variable_index(name,index_to_code)
- for index in indexs:
- idx,code=index_to_code[index]
- DFG.append((code,idx,'comesFrom',[],[]))
- states[code]=[idx]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- temp,states=DFG_java(value,index_to_code,states)
- DFG+=temp
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'comesFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in assignment:
- left_nodes=root_node.child_by_field_name('left')
- right_nodes=root_node.child_by_field_name('right')
- DFG=[]
- temp,states=DFG_java(right_nodes,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(left_nodes,index_to_code)
- value_indexs=tree_to_variable_index(right_nodes,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in increment_statement:
- DFG=[]
- indexs=tree_to_variable_index(root_node,index_to_code)
- for index1 in indexs:
- idx1,code1=index_to_code[index1]
- for index2 in indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in if_statement:
- DFG=[]
- current_states=states.copy()
- others_states=[]
- flag=False
- tag=False
- if 'else' in root_node.type:
- tag=True
- for child in root_node.children:
- if 'else' in child.type:
- tag=True
- if child.type not in if_statement and flag is False:
- temp,current_states=DFG_java(child,index_to_code,current_states)
- DFG+=temp
- else:
- flag=True
- temp,new_states=DFG_java(child,index_to_code,states)
- DFG+=temp
- others_states.append(new_states)
- others_states.append(current_states)
- if tag is False:
- others_states.append(states)
- new_states={}
- for dic in others_states:
- for key in dic:
- if key not in new_states:
- new_states[key]=dic[key].copy()
- else:
- new_states[key]+=dic[key]
- for key in new_states:
- new_states[key]=sorted(list(set(new_states[key])))
- return sorted(DFG,key=lambda x:x[1]),new_states
- elif root_node.type in for_statement:
- DFG=[]
- for child in root_node.children:
- temp,states=DFG_java(child,index_to_code,states)
- DFG+=temp
- flag=False
- for child in root_node.children:
- if flag:
- temp,states=DFG_java(child,index_to_code,states)
- DFG+=temp
- elif child.type=="local_variable_declaration":
- flag=True
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in enhanced_for_statement:
- name=root_node.child_by_field_name('name')
- value=root_node.child_by_field_name('value')
- body=root_node.child_by_field_name('body')
- DFG=[]
- for i in range(2):
- temp,states=DFG_java(value,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- temp,states=DFG_java(body,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in while_statement:
- DFG=[]
- for i in range(2):
- for child in root_node.children:
- temp,states=DFG_java(child,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- DFG=[]
- for child in root_node.children:
- if child.type in do_first_statement:
- temp,states=DFG_java(child,index_to_code,states)
- DFG+=temp
- for child in root_node.children:
- if child.type not in do_first_statement:
- temp,states=DFG_java(child,index_to_code,states)
- DFG+=temp
-
- return sorted(DFG,key=lambda x:x[1]),states
-
-def DFG_csharp(root_node,index_to_code,states):
- assignment=['assignment_expression']
- def_statement=['variable_declarator']
- increment_statement=['postfix_unary_expression']
- if_statement=['if_statement','else']
- for_statement=['for_statement']
- enhanced_for_statement=['for_each_statement']
- while_statement=['while_statement']
- do_first_statement=[]
- states=states.copy()
- if (len(root_node.children)==0 or root_node.type in ['string_literal','string','character_literal']) and root_node.type!='comment':
- idx,code=index_to_code[(root_node.start_point,root_node.end_point)]
- if root_node.type==code:
- return [],states
- elif code in states:
- return [(code,idx,'comesFrom',[code],states[code].copy())],states
- else:
- if root_node.type=='identifier':
- states[code]=[idx]
- return [(code,idx,'comesFrom',[],[])],states
- elif root_node.type in def_statement:
- if len(root_node.children)==2:
- name=root_node.children[0]
- value=root_node.children[1]
- else:
- name=root_node.children[0]
- value=None
- DFG=[]
- if value is None:
- indexs=tree_to_variable_index(name,index_to_code)
- for index in indexs:
- idx,code=index_to_code[index]
- DFG.append((code,idx,'comesFrom',[],[]))
- states[code]=[idx]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- temp,states=DFG_csharp(value,index_to_code,states)
- DFG+=temp
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'comesFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in assignment:
- left_nodes=root_node.child_by_field_name('left')
- right_nodes=root_node.child_by_field_name('right')
- DFG=[]
- temp,states=DFG_csharp(right_nodes,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(left_nodes,index_to_code)
- value_indexs=tree_to_variable_index(right_nodes,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in increment_statement:
- DFG=[]
- indexs=tree_to_variable_index(root_node,index_to_code)
- for index1 in indexs:
- idx1,code1=index_to_code[index1]
- for index2 in indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in if_statement:
- DFG=[]
- current_states=states.copy()
- others_states=[]
- flag=False
- tag=False
- if 'else' in root_node.type:
- tag=True
- for child in root_node.children:
- if 'else' in child.type:
- tag=True
- if child.type not in if_statement and flag is False:
- temp,current_states=DFG_csharp(child,index_to_code,current_states)
- DFG+=temp
- else:
- flag=True
- temp,new_states=DFG_csharp(child,index_to_code,states)
- DFG+=temp
- others_states.append(new_states)
- others_states.append(current_states)
- if tag is False:
- others_states.append(states)
- new_states={}
- for dic in others_states:
- for key in dic:
- if key not in new_states:
- new_states[key]=dic[key].copy()
- else:
- new_states[key]+=dic[key]
- for key in new_states:
- new_states[key]=sorted(list(set(new_states[key])))
- return sorted(DFG,key=lambda x:x[1]),new_states
- elif root_node.type in for_statement:
- DFG=[]
- for child in root_node.children:
- temp,states=DFG_csharp(child,index_to_code,states)
- DFG+=temp
- flag=False
- for child in root_node.children:
- if flag:
- temp,states=DFG_csharp(child,index_to_code,states)
- DFG+=temp
- elif child.type=="local_variable_declaration":
- flag=True
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in enhanced_for_statement:
- name=root_node.child_by_field_name('left')
- value=root_node.child_by_field_name('right')
- body=root_node.child_by_field_name('body')
- DFG=[]
- for i in range(2):
- temp,states=DFG_csharp(value,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- temp,states=DFG_csharp(body,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in while_statement:
- DFG=[]
- for i in range(2):
- for child in root_node.children:
- temp,states=DFG_csharp(child,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- DFG=[]
- for child in root_node.children:
- if child.type in do_first_statement:
- temp,states=DFG_csharp(child,index_to_code,states)
- DFG+=temp
- for child in root_node.children:
- if child.type not in do_first_statement:
- temp,states=DFG_csharp(child,index_to_code,states)
- DFG+=temp
-
- return sorted(DFG,key=lambda x:x[1]),states
-
-
-
-
-def DFG_ruby(root_node,index_to_code,states):
- assignment=['assignment','operator_assignment']
- if_statement=['if','elsif','else','unless','when']
- for_statement=['for']
- while_statement=['while_modifier','until']
- do_first_statement=[]
- def_statement=['keyword_parameter']
- if (len(root_node.children)==0 or root_node.type in ['string_literal','string','character_literal']) and root_node.type!='comment':
- states=states.copy()
- idx,code=index_to_code[(root_node.start_point,root_node.end_point)]
- if root_node.type==code:
- return [],states
- elif code in states:
- return [(code,idx,'comesFrom',[code],states[code].copy())],states
- else:
- if root_node.type=='identifier':
- states[code]=[idx]
- return [(code,idx,'comesFrom',[],[])],states
- elif root_node.type in def_statement:
- name=root_node.child_by_field_name('name')
- value=root_node.child_by_field_name('value')
- DFG=[]
- if value is None:
- indexs=tree_to_variable_index(name,index_to_code)
- for index in indexs:
- idx,code=index_to_code[index]
- DFG.append((code,idx,'comesFrom',[],[]))
- states[code]=[idx]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- temp,states=DFG_ruby(value,index_to_code,states)
- DFG+=temp
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'comesFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in assignment:
- left_nodes=[x for x in root_node.child_by_field_name('left').children if x.type!=',']
- right_nodes=[x for x in root_node.child_by_field_name('right').children if x.type!=',']
- if len(right_nodes)!=len(left_nodes):
- left_nodes=[root_node.child_by_field_name('left')]
- right_nodes=[root_node.child_by_field_name('right')]
- if len(left_nodes)==0:
- left_nodes=[root_node.child_by_field_name('left')]
- if len(right_nodes)==0:
- right_nodes=[root_node.child_by_field_name('right')]
- if root_node.type=="operator_assignment":
- left_nodes=[root_node.children[0]]
- right_nodes=[root_node.children[-1]]
-
- DFG=[]
- for node in right_nodes:
- temp,states=DFG_ruby(node,index_to_code,states)
- DFG+=temp
-
- for left_node,right_node in zip(left_nodes,right_nodes):
- left_tokens_index=tree_to_variable_index(left_node,index_to_code)
- right_tokens_index=tree_to_variable_index(right_node,index_to_code)
- temp=[]
- for token1_index in left_tokens_index:
- idx1,code1=index_to_code[token1_index]
- temp.append((code1,idx1,'computedFrom',[index_to_code[x][1] for x in right_tokens_index],
- [index_to_code[x][0] for x in right_tokens_index]))
- states[code1]=[idx1]
- DFG+=temp
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in if_statement:
- DFG=[]
- current_states=states.copy()
- others_states=[]
- tag=False
- if 'else' in root_node.type:
- tag=True
- for child in root_node.children:
- if 'else' in child.type:
- tag=True
- if child.type not in if_statement:
- temp,current_states=DFG_ruby(child,index_to_code,current_states)
- DFG+=temp
- else:
- temp,new_states=DFG_ruby(child,index_to_code,states)
- DFG+=temp
- others_states.append(new_states)
- others_states.append(current_states)
- if tag is False:
- others_states.append(states)
- new_states={}
- for dic in others_states:
- for key in dic:
- if key not in new_states:
- new_states[key]=dic[key].copy()
- else:
- new_states[key]+=dic[key]
- for key in new_states:
- new_states[key]=sorted(list(set(new_states[key])))
- return sorted(DFG,key=lambda x:x[1]),new_states
- elif root_node.type in for_statement:
- DFG=[]
- for i in range(2):
- left_nodes=[root_node.child_by_field_name('pattern')]
- right_nodes=[root_node.child_by_field_name('value')]
- assert len(right_nodes)==len(left_nodes)
- for node in right_nodes:
- temp,states=DFG_ruby(node,index_to_code,states)
- DFG+=temp
- for left_node,right_node in zip(left_nodes,right_nodes):
- left_tokens_index=tree_to_variable_index(left_node,index_to_code)
- right_tokens_index=tree_to_variable_index(right_node,index_to_code)
- temp=[]
- for token1_index in left_tokens_index:
- idx1,code1=index_to_code[token1_index]
- temp.append((code1,idx1,'computedFrom',[index_to_code[x][1] for x in right_tokens_index],
- [index_to_code[x][0] for x in right_tokens_index]))
- states[code1]=[idx1]
- DFG+=temp
- temp,states=DFG_ruby(root_node.child_by_field_name('body'),index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in while_statement:
- DFG=[]
- for i in range(2):
- for child in root_node.children:
- temp,states=DFG_ruby(child,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- DFG=[]
- for child in root_node.children:
- if child.type in do_first_statement:
- temp,states=DFG_ruby(child,index_to_code,states)
- DFG+=temp
- for child in root_node.children:
- if child.type not in do_first_statement:
- temp,states=DFG_ruby(child,index_to_code,states)
- DFG+=temp
-
- return sorted(DFG,key=lambda x:x[1]),states
-
-def DFG_go(root_node,index_to_code,states):
- assignment=['assignment_statement',]
- def_statement=['var_spec']
- increment_statement=['inc_statement']
- if_statement=['if_statement','else']
- for_statement=['for_statement']
- enhanced_for_statement=[]
- while_statement=[]
- do_first_statement=[]
- states=states.copy()
- if (len(root_node.children)==0 or root_node.type in ['string_literal','string','character_literal']) and root_node.type!='comment':
- idx,code=index_to_code[(root_node.start_point,root_node.end_point)]
- if root_node.type==code:
- return [],states
- elif code in states:
- return [(code,idx,'comesFrom',[code],states[code].copy())],states
- else:
- if root_node.type=='identifier':
- states[code]=[idx]
- return [(code,idx,'comesFrom',[],[])],states
- elif root_node.type in def_statement:
- name=root_node.child_by_field_name('name')
- value=root_node.child_by_field_name('value')
- DFG=[]
- if value is None:
- indexs=tree_to_variable_index(name,index_to_code)
- for index in indexs:
- idx,code=index_to_code[index]
- DFG.append((code,idx,'comesFrom',[],[]))
- states[code]=[idx]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- temp,states=DFG_go(value,index_to_code,states)
- DFG+=temp
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'comesFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in assignment:
- left_nodes=root_node.child_by_field_name('left')
- right_nodes=root_node.child_by_field_name('right')
- DFG=[]
- temp,states=DFG_go(right_nodes,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(left_nodes,index_to_code)
- value_indexs=tree_to_variable_index(right_nodes,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in increment_statement:
- DFG=[]
- indexs=tree_to_variable_index(root_node,index_to_code)
- for index1 in indexs:
- idx1,code1=index_to_code[index1]
- for index2 in indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in if_statement:
- DFG=[]
- current_states=states.copy()
- others_states=[]
- flag=False
- tag=False
- if 'else' in root_node.type:
- tag=True
- for child in root_node.children:
- if 'else' in child.type:
- tag=True
- if child.type not in if_statement and flag is False:
- temp,current_states=DFG_go(child,index_to_code,current_states)
- DFG+=temp
- else:
- flag=True
- temp,new_states=DFG_go(child,index_to_code,states)
- DFG+=temp
- others_states.append(new_states)
- others_states.append(current_states)
- if tag is False:
- others_states.append(states)
- new_states={}
- for dic in others_states:
- for key in dic:
- if key not in new_states:
- new_states[key]=dic[key].copy()
- else:
- new_states[key]+=dic[key]
- for key in states:
- if key not in new_states:
- new_states[key]=states[key]
- else:
- new_states[key]+=states[key]
- for key in new_states:
- new_states[key]=sorted(list(set(new_states[key])))
- return sorted(DFG,key=lambda x:x[1]),new_states
- elif root_node.type in for_statement:
- DFG=[]
- for child in root_node.children:
- temp,states=DFG_go(child,index_to_code,states)
- DFG+=temp
- flag=False
- for child in root_node.children:
- if flag:
- temp,states=DFG_go(child,index_to_code,states)
- DFG+=temp
- elif child.type=="for_clause":
- if child.child_by_field_name('update') is not None:
- temp,states=DFG_go(child.child_by_field_name('update'),index_to_code,states)
- DFG+=temp
- flag=True
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- DFG=[]
- for child in root_node.children:
- if child.type in do_first_statement:
- temp,states=DFG_go(child,index_to_code,states)
- DFG+=temp
- for child in root_node.children:
- if child.type not in do_first_statement:
- temp,states=DFG_go(child,index_to_code,states)
- DFG+=temp
-
- return sorted(DFG,key=lambda x:x[1]),states
-
-
-
-
-def DFG_php(root_node,index_to_code,states):
- assignment=['assignment_expression','augmented_assignment_expression']
- def_statement=['simple_parameter']
- increment_statement=['update_expression']
- if_statement=['if_statement','else_clause']
- for_statement=['for_statement']
- enhanced_for_statement=['foreach_statement']
- while_statement=['while_statement']
- do_first_statement=[]
- states=states.copy()
- if (len(root_node.children)==0 or root_node.type in ['string_literal','string','character_literal']) and root_node.type!='comment':
- idx,code=index_to_code[(root_node.start_point,root_node.end_point)]
- if root_node.type==code:
- return [],states
- elif code in states:
- return [(code,idx,'comesFrom',[code],states[code].copy())],states
- else:
- if root_node.type=='identifier':
- states[code]=[idx]
- return [(code,idx,'comesFrom',[],[])],states
- elif root_node.type in def_statement:
- name=root_node.child_by_field_name('name')
- value=root_node.child_by_field_name('default_value')
- DFG=[]
- if value is None:
- indexs=tree_to_variable_index(name,index_to_code)
- for index in indexs:
- idx,code=index_to_code[index]
- DFG.append((code,idx,'comesFrom',[],[]))
- states[code]=[idx]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- temp,states=DFG_php(value,index_to_code,states)
- DFG+=temp
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'comesFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in assignment:
- left_nodes=root_node.child_by_field_name('left')
- right_nodes=root_node.child_by_field_name('right')
- DFG=[]
- temp,states=DFG_php(right_nodes,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(left_nodes,index_to_code)
- value_indexs=tree_to_variable_index(right_nodes,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in increment_statement:
- DFG=[]
- indexs=tree_to_variable_index(root_node,index_to_code)
- for index1 in indexs:
- idx1,code1=index_to_code[index1]
- for index2 in indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in if_statement:
- DFG=[]
- current_states=states.copy()
- others_states=[]
- flag=False
- tag=False
- if 'else' in root_node.type:
- tag=True
- for child in root_node.children:
- if 'else' in child.type:
- tag=True
- if child.type not in if_statement and flag is False:
- temp,current_states=DFG_php(child,index_to_code,current_states)
- DFG+=temp
- else:
- flag=True
- temp,new_states=DFG_php(child,index_to_code,states)
- DFG+=temp
- others_states.append(new_states)
- others_states.append(current_states)
- new_states={}
- for dic in others_states:
- for key in dic:
- if key not in new_states:
- new_states[key]=dic[key].copy()
- else:
- new_states[key]+=dic[key]
- for key in states:
- if key not in new_states:
- new_states[key]=states[key]
- else:
- new_states[key]+=states[key]
- for key in new_states:
- new_states[key]=sorted(list(set(new_states[key])))
- return sorted(DFG,key=lambda x:x[1]),new_states
- elif root_node.type in for_statement:
- DFG=[]
- for child in root_node.children:
- temp,states=DFG_php(child,index_to_code,states)
- DFG+=temp
- flag=False
- for child in root_node.children:
- if flag:
- temp,states=DFG_php(child,index_to_code,states)
- DFG+=temp
- elif child.type=="assignment_expression":
- flag=True
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in enhanced_for_statement:
- name=None
- value=None
- for child in root_node.children:
- if child.type=='variable_name' and value is None:
- value=child
- elif child.type=='variable_name' and name is None:
- name=child
- break
- body=root_node.child_by_field_name('body')
- DFG=[]
- for i in range(2):
- temp,states=DFG_php(value,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- temp,states=DFG_php(body,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in while_statement:
- DFG=[]
- for i in range(2):
- for child in root_node.children:
- temp,states=DFG_php(child,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- DFG=[]
- for child in root_node.children:
- if child.type in do_first_statement:
- temp,states=DFG_php(child,index_to_code,states)
- DFG+=temp
- for child in root_node.children:
- if child.type not in do_first_statement:
- temp,states=DFG_php(child,index_to_code,states)
- DFG+=temp
-
- return sorted(DFG,key=lambda x:x[1]),states
-
-
-def DFG_javascript(root_node,index_to_code,states):
- assignment=['assignment_pattern','augmented_assignment_expression']
- def_statement=['variable_declarator']
- increment_statement=['update_expression']
- if_statement=['if_statement','else']
- for_statement=['for_statement']
- enhanced_for_statement=[]
- while_statement=['while_statement']
- do_first_statement=[]
- states=states.copy()
- if (len(root_node.children)==0 or root_node.type in ['string_literal','string','character_literal']) and root_node.type!='comment':
- idx,code=index_to_code[(root_node.start_point,root_node.end_point)]
- if root_node.type==code:
- return [],states
- elif code in states:
- return [(code,idx,'comesFrom',[code],states[code].copy())],states
- else:
- if root_node.type=='identifier':
- states[code]=[idx]
- return [(code,idx,'comesFrom',[],[])],states
- elif root_node.type in def_statement:
- name=root_node.child_by_field_name('name')
- value=root_node.child_by_field_name('value')
- DFG=[]
- if value is None:
- indexs=tree_to_variable_index(name,index_to_code)
- for index in indexs:
- idx,code=index_to_code[index]
- DFG.append((code,idx,'comesFrom',[],[]))
- states[code]=[idx]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- name_indexs=tree_to_variable_index(name,index_to_code)
- value_indexs=tree_to_variable_index(value,index_to_code)
- temp,states=DFG_javascript(value,index_to_code,states)
- DFG+=temp
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'comesFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in assignment:
- left_nodes=root_node.child_by_field_name('left')
- right_nodes=root_node.child_by_field_name('right')
- DFG=[]
- temp,states=DFG_javascript(right_nodes,index_to_code,states)
- DFG+=temp
- name_indexs=tree_to_variable_index(left_nodes,index_to_code)
- value_indexs=tree_to_variable_index(right_nodes,index_to_code)
- for index1 in name_indexs:
- idx1,code1=index_to_code[index1]
- for index2 in value_indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in increment_statement:
- DFG=[]
- indexs=tree_to_variable_index(root_node,index_to_code)
- for index1 in indexs:
- idx1,code1=index_to_code[index1]
- for index2 in indexs:
- idx2,code2=index_to_code[index2]
- DFG.append((code1,idx1,'computedFrom',[code2],[idx2]))
- states[code1]=[idx1]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in if_statement:
- DFG=[]
- current_states=states.copy()
- others_states=[]
- flag=False
- tag=False
- if 'else' in root_node.type:
- tag=True
- for child in root_node.children:
- if 'else' in child.type:
- tag=True
- if child.type not in if_statement and flag is False:
- temp,current_states=DFG_javascript(child,index_to_code,current_states)
- DFG+=temp
- else:
- flag=True
- temp,new_states=DFG_javascript(child,index_to_code,states)
- DFG+=temp
- others_states.append(new_states)
- others_states.append(current_states)
- if tag is False:
- others_states.append(states)
- new_states={}
- for dic in others_states:
- for key in dic:
- if key not in new_states:
- new_states[key]=dic[key].copy()
- else:
- new_states[key]+=dic[key]
- for key in states:
- if key not in new_states:
- new_states[key]=states[key]
- else:
- new_states[key]+=states[key]
- for key in new_states:
- new_states[key]=sorted(list(set(new_states[key])))
- return sorted(DFG,key=lambda x:x[1]),new_states
- elif root_node.type in for_statement:
- DFG=[]
- for child in root_node.children:
- temp,states=DFG_javascript(child,index_to_code,states)
- DFG+=temp
- flag=False
- for child in root_node.children:
- if flag:
- temp,states=DFG_javascript(child,index_to_code,states)
- DFG+=temp
- elif child.type=="variable_declaration":
- flag=True
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- elif root_node.type in while_statement:
- DFG=[]
- for i in range(2):
- for child in root_node.children:
- temp,states=DFG_javascript(child,index_to_code,states)
- DFG+=temp
- dic={}
- for x in DFG:
- if (x[0],x[1],x[2]) not in dic:
- dic[(x[0],x[1],x[2])]=[x[3],x[4]]
- else:
- dic[(x[0],x[1],x[2])][0]=list(set(dic[(x[0],x[1],x[2])][0]+x[3]))
- dic[(x[0],x[1],x[2])][1]=sorted(list(set(dic[(x[0],x[1],x[2])][1]+x[4])))
- DFG=[(x[0],x[1],x[2],y[0],y[1]) for x,y in sorted(dic.items(),key=lambda t:t[0][1])]
- return sorted(DFG,key=lambda x:x[1]),states
- else:
- DFG=[]
- for child in root_node.children:
- if child.type in do_first_statement:
- temp,states=DFG_javascript(child,index_to_code,states)
- DFG+=temp
- for child in root_node.children:
- if child.type not in do_first_statement:
- temp,states=DFG_javascript(child,index_to_code,states)
- DFG+=temp
-
- return sorted(DFG,key=lambda x:x[1]),states
-
-
-
diff --git a/CodeBLEU/parser/__init__.py b/CodeBLEU/parser/__init__.py
deleted file mode 100644
index d611572..0000000
--- a/CodeBLEU/parser/__init__.py
+++ /dev/null
@@ -1,8 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-from .utils import (remove_comments_and_docstrings,
- tree_to_token_index,
- index_to_code_token,
- tree_to_variable_index)
-from .DFG import DFG_python,DFG_java,DFG_ruby,DFG_go,DFG_php,DFG_javascript,DFG_csharp
\ No newline at end of file
diff --git a/CodeBLEU/parser/build.py b/CodeBLEU/parser/build.py
deleted file mode 100644
index cf7cabb..0000000
--- a/CodeBLEU/parser/build.py
+++ /dev/null
@@ -1,21 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-from tree_sitter import Language, Parser
-
-Language.build_library(
- # Store the library in the `build` directory
- 'my-languages.so',
-
- # Include one or more languages
- [
- 'tree-sitter-go',
- 'tree-sitter-javascript',
- 'tree-sitter-python',
- 'tree-sitter-php',
- 'tree-sitter-java',
- 'tree-sitter-ruby',
- 'tree-sitter-c-sharp',
- ]
-)
-
diff --git a/CodeBLEU/parser/build.sh b/CodeBLEU/parser/build.sh
deleted file mode 100644
index 6051592..0000000
--- a/CodeBLEU/parser/build.sh
+++ /dev/null
@@ -1,8 +0,0 @@
-git clone https://github.com/tree-sitter/tree-sitter-go
-git clone https://github.com/tree-sitter/tree-sitter-javascript
-git clone https://github.com/tree-sitter/tree-sitter-python
-git clone https://github.com/tree-sitter/tree-sitter-ruby
-git clone https://github.com/tree-sitter/tree-sitter-php
-git clone https://github.com/tree-sitter/tree-sitter-java
-git clone https://github.com/tree-sitter/tree-sitter-c-sharp
-python build.py
diff --git a/CodeBLEU/parser/my-languages.so b/CodeBLEU/parser/my-languages.so
deleted file mode 100644
index 6800446..0000000
Binary files a/CodeBLEU/parser/my-languages.so and /dev/null differ
diff --git a/CodeBLEU/parser/utils.py b/CodeBLEU/parser/utils.py
deleted file mode 100644
index 9e20b8a..0000000
--- a/CodeBLEU/parser/utils.py
+++ /dev/null
@@ -1,108 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-import re
-from io import StringIO
-import tokenize
-
-
-def remove_comments_and_docstrings(source, lang):
- if lang in ['python']:
- """
- Returns 'source' minus comments and docstrings.
- """
- io_obj = StringIO(source)
- out = ""
- prev_toktype = tokenize.INDENT
- last_lineno = -1
- last_col = 0
- for tok in tokenize.generate_tokens(io_obj.readline):
- token_type = tok[0]
- token_string = tok[1]
- start_line, start_col = tok[2]
- end_line, end_col = tok[3]
- ltext = tok[4]
- if start_line > last_lineno:
- last_col = 0
- if start_col > last_col:
- out += (" " * (start_col - last_col))
- # Remove comments:
- if token_type == tokenize.COMMENT:
- pass
- # This series of conditionals removes docstrings:
- elif token_type == tokenize.STRING:
- if prev_toktype != tokenize.INDENT:
- # This is likely a docstring; double-check we're not inside an operator:
- if prev_toktype != tokenize.NEWLINE:
- if start_col > 0:
- out += token_string
- else:
- out += token_string
- prev_toktype = token_type
- last_col = end_col
- last_lineno = end_line
- temp = []
- for x in out.split('\n'):
- if x.strip() != "":
- temp.append(x)
- return '\n'.join(temp)
- elif lang in ['ruby']:
- return source
- else:
- def replacer(match):
- s = match.group(0)
- if s.startswith('/'):
- return " " # note: a space and not an empty string
- else:
- return s
-
- pattern = re.compile(
- r'//.*?$|/\*.*?\*/|\'(?:\\.|[^\\\'])*\'|"(?:\\.|[^\\"])*"',
- re.DOTALL | re.MULTILINE
- )
- temp = []
- for x in re.sub(pattern, replacer, source).split('\n'):
- if x.strip() != "":
- temp.append(x)
- return '\n'.join(temp)
-
-
-def tree_to_token_index(root_node):
- if (len(root_node.children) == 0 or root_node.type in ['string_literal', 'string',
- 'character_literal']) and root_node.type != 'comment':
- return [(root_node.start_point, root_node.end_point)]
- else:
- code_tokens = []
- for child in root_node.children:
- code_tokens += tree_to_token_index(child)
- return code_tokens
-
-
-def tree_to_variable_index(root_node, index_to_code):
- if (len(root_node.children) == 0 or root_node.type in ['string_literal', 'string',
- 'character_literal']) and root_node.type != 'comment':
- index = (root_node.start_point, root_node.end_point)
- _, code = index_to_code[index]
- if root_node.type != code:
- return [(root_node.start_point, root_node.end_point)]
- else:
- return []
- else:
- code_tokens = []
- for child in root_node.children:
- code_tokens += tree_to_variable_index(child, index_to_code)
- return code_tokens
-
-
-def index_to_code_token(index, code):
- start_point = index[0]
- end_point = index[1]
- if start_point[0] == end_point[0]:
- s = code[start_point[0]][start_point[1]:end_point[1]]
- else:
- s = ""
- s += code[start_point[0]][start_point[1]:]
- for i in range(start_point[0] + 1, end_point[0]):
- s += code[i]
- s += code[end_point[0]][:end_point[1]]
- return s
diff --git a/CodeBLEU/readme.txt b/CodeBLEU/readme.txt
deleted file mode 100644
index 833a5c1..0000000
--- a/CodeBLEU/readme.txt
+++ /dev/null
@@ -1 +0,0 @@
-python calc_code_bleu.py --refs reference_files --hyp candidate_file --language java ( or c_sharp) --params 0.25,0.25,0.25,0.25(default)
\ No newline at end of file
diff --git a/CodeBLEU/syntax_match.py b/CodeBLEU/syntax_match.py
deleted file mode 100644
index bea76d0..0000000
--- a/CodeBLEU/syntax_match.py
+++ /dev/null
@@ -1,77 +0,0 @@
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-from evaluator.CodeBLEU.parser import DFG_python, DFG_java, DFG_ruby, DFG_go, DFG_php, DFG_javascript, DFG_csharp
-from evaluator.CodeBLEU.parser import (remove_comments_and_docstrings,
- tree_to_token_index,
- index_to_code_token,
- tree_to_variable_index)
-from tree_sitter import Language, Parser
-
-parser_path = '/export/share/wang.y/workspace/CodeT5Full/finetune/evaluator/CodeBLEU/parser'
-dfg_function = {
- 'python': DFG_python,
- 'java': DFG_java,
- 'ruby': DFG_ruby,
- 'go': DFG_go,
- 'php': DFG_php,
- 'javascript': DFG_javascript,
- 'c_sharp': DFG_csharp,
-}
-
-
-def calc_syntax_match(references, candidate, lang):
- return corpus_syntax_match([references], [candidate], lang)
-
-
-def corpus_syntax_match(references, candidates, lang):
- JAVA_LANGUAGE = Language('{}/my-languages.so'.format(parser_path), lang)
- parser = Parser()
- parser.set_language(JAVA_LANGUAGE)
- match_count = 0
- total_count = 0
-
- for i in range(len(candidates)):
- references_sample = references[i]
- candidate = candidates[i]
- for reference in references_sample:
- try:
- candidate = remove_comments_and_docstrings(candidate, 'java')
- except:
- pass
- try:
- reference = remove_comments_and_docstrings(reference, 'java')
- except:
- pass
-
- candidate_tree = parser.parse(bytes(candidate, 'utf8')).root_node
-
- reference_tree = parser.parse(bytes(reference, 'utf8')).root_node
-
- def get_all_sub_trees(root_node):
- node_stack = []
- sub_tree_sexp_list = []
- depth = 1
- node_stack.append([root_node, depth])
- while len(node_stack) != 0:
- cur_node, cur_depth = node_stack.pop()
- sub_tree_sexp_list.append([cur_node.sexp(), cur_depth])
- for child_node in cur_node.children:
- if len(child_node.children) != 0:
- depth = cur_depth + 1
- node_stack.append([child_node, depth])
- return sub_tree_sexp_list
-
- cand_sexps = [x[0] for x in get_all_sub_trees(candidate_tree)]
- ref_sexps = get_all_sub_trees(reference_tree)
-
- # print(cand_sexps)
- # print(ref_sexps)
-
- for sub_tree, depth in ref_sexps:
- if sub_tree in cand_sexps:
- match_count += 1
- total_count += len(ref_sexps)
-
- score = match_count / total_count
- return score
diff --git a/CodeBLEU/utils.py b/CodeBLEU/utils.py
deleted file mode 100644
index 9325999..0000000
--- a/CodeBLEU/utils.py
+++ /dev/null
@@ -1,106 +0,0 @@
-# Natural Language Toolkit: Utility functions
-#
-# Copyright (C) 2001-2020 NLTK Project
-# Author: Steven Bird
-# URL:
-# For license information, see LICENSE.TXT
-
-from itertools import chain
-
-def pad_sequence(
- sequence,
- n,
- pad_left=False,
- pad_right=False,
- left_pad_symbol=None,
- right_pad_symbol=None,
-):
- """
- Returns a padded sequence of items before ngram extraction.
- >>> list(pad_sequence([1,2,3,4,5], 2, pad_left=True, pad_right=True, left_pad_symbol='', right_pad_symbol=''))
- ['', 1, 2, 3, 4, 5, '']
- >>> list(pad_sequence([1,2,3,4,5], 2, pad_left=True, left_pad_symbol=''))
- ['', 1, 2, 3, 4, 5]
- >>> list(pad_sequence([1,2,3,4,5], 2, pad_right=True, right_pad_symbol=''))
- [1, 2, 3, 4, 5, '']
- :param sequence: the source data to be padded
- :type sequence: sequence or iter
- :param n: the degree of the ngrams
- :type n: int
- :param pad_left: whether the ngrams should be left-padded
- :type pad_left: bool
- :param pad_right: whether the ngrams should be right-padded
- :type pad_right: bool
- :param left_pad_symbol: the symbol to use for left padding (default is None)
- :type left_pad_symbol: any
- :param right_pad_symbol: the symbol to use for right padding (default is None)
- :type right_pad_symbol: any
- :rtype: sequence or iter
- """
- sequence = iter(sequence)
- if pad_left:
- sequence = chain((left_pad_symbol,) * (n - 1), sequence)
- if pad_right:
- sequence = chain(sequence, (right_pad_symbol,) * (n - 1))
- return sequence
-
-
-# add a flag to pad the sequence so we get peripheral ngrams?
-
-
-def ngrams(
- sequence,
- n,
- pad_left=False,
- pad_right=False,
- left_pad_symbol=None,
- right_pad_symbol=None,
-):
- """
- Return the ngrams generated from a sequence of items, as an iterator.
- For example:
- >>> from nltk.util import ngrams
- >>> list(ngrams([1,2,3,4,5], 3))
- [(1, 2, 3), (2, 3, 4), (3, 4, 5)]
- Wrap with list for a list version of this function. Set pad_left
- or pad_right to true in order to get additional ngrams:
- >>> list(ngrams([1,2,3,4,5], 2, pad_right=True))
- [(1, 2), (2, 3), (3, 4), (4, 5), (5, None)]
- >>> list(ngrams([1,2,3,4,5], 2, pad_right=True, right_pad_symbol=''))
- [(1, 2), (2, 3), (3, 4), (4, 5), (5, '')]
- >>> list(ngrams([1,2,3,4,5], 2, pad_left=True, left_pad_symbol=''))
- [('', 1), (1, 2), (2, 3), (3, 4), (4, 5)]
- >>> list(ngrams([1,2,3,4,5], 2, pad_left=True, pad_right=True, left_pad_symbol='', right_pad_symbol=''))
- [('', 1), (1, 2), (2, 3), (3, 4), (4, 5), (5, '')]
- :param sequence: the source data to be converted into ngrams
- :type sequence: sequence or iter
- :param n: the degree of the ngrams
- :type n: int
- :param pad_left: whether the ngrams should be left-padded
- :type pad_left: bool
- :param pad_right: whether the ngrams should be right-padded
- :type pad_right: bool
- :param left_pad_symbol: the symbol to use for left padding (default is None)
- :type left_pad_symbol: any
- :param right_pad_symbol: the symbol to use for right padding (default is None)
- :type right_pad_symbol: any
- :rtype: sequence or iter
- """
- sequence = pad_sequence(
- sequence, n, pad_left, pad_right, left_pad_symbol, right_pad_symbol
- )
-
- history = []
- while n > 1:
- # PEP 479, prevent RuntimeError from being raised when StopIteration bubbles out of generator
- try:
- next_item = next(sequence)
- except StopIteration:
- # no more data, terminate the generator
- return
- history.append(next_item)
- n -= 1
- for item in sequence:
- history.append(item)
- yield tuple(history)
- del history[0]
\ No newline at end of file
diff --git a/CodeBLEU/weighted_ngram_match.py b/CodeBLEU/weighted_ngram_match.py
deleted file mode 100644
index f2d346d..0000000
--- a/CodeBLEU/weighted_ngram_match.py
+++ /dev/null
@@ -1,558 +0,0 @@
-# -*- coding: utf-8 -*-
-# Copyright (c) Microsoft Corporation.
-# Licensed under the MIT license.
-
-# Natural Language Toolkit: BLEU Score
-#
-# Copyright (C) 2001-2020 NLTK Project
-# Authors: Chin Yee Lee, Hengfeng Li, Ruxin Hou, Calvin Tanujaya Lim
-# Contributors: Björn Mattsson, Dmitrijs Milajevs, Liling Tan
-# URL:
-# For license information, see LICENSE.TXT
-
-"""BLEU score implementation."""
-
-import math
-import sys
-from fractions import Fraction
-import warnings
-from collections import Counter
-
-from evaluator.CodeBLEU.utils import ngrams
-import pdb
-
-
-def sentence_bleu(
- references,
- hypothesis,
- weights=(0.25, 0.25, 0.25, 0.25),
- smoothing_function=None,
- auto_reweigh=False,
-):
- """
- Calculate BLEU score (Bilingual Evaluation Understudy) from
- Papineni, Kishore, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002.
- "BLEU: a method for automatic evaluation of machine translation."
- In Proceedings of ACL. http://www.aclweb.org/anthology/P02-1040.pdf
- >>> hypothesis1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which',
- ... 'ensures', 'that', 'the', 'military', 'always',
- ... 'obeys', 'the', 'commands', 'of', 'the', 'party']
- >>> hypothesis2 = ['It', 'is', 'to', 'insure', 'the', 'troops',
- ... 'forever', 'hearing', 'the', 'activity', 'guidebook',
- ... 'that', 'party', 'direct']
- >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that',
- ... 'ensures', 'that', 'the', 'military', 'will', 'forever',
- ... 'heed', 'Party', 'commands']
- >>> reference2 = ['It', 'is', 'the', 'guiding', 'principle', 'which',
- ... 'guarantees', 'the', 'military', 'forces', 'always',
- ... 'being', 'under', 'the', 'command', 'of', 'the',
- ... 'Party']
- >>> reference3 = ['It', 'is', 'the', 'practical', 'guide', 'for', 'the',
- ... 'army', 'always', 'to', 'heed', 'the', 'directions',
- ... 'of', 'the', 'party']
- >>> sentence_bleu([reference1, reference2, reference3], hypothesis1) # doctest: +ELLIPSIS
- 0.5045...
- If there is no ngrams overlap for any order of n-grams, BLEU returns the
- value 0. This is because the precision for the order of n-grams without
- overlap is 0, and the geometric mean in the final BLEU score computation
- multiplies the 0 with the precision of other n-grams. This results in 0
- (independently of the precision of the othe n-gram orders). The following
- example has zero 3-gram and 4-gram overlaps:
- >>> round(sentence_bleu([reference1, reference2, reference3], hypothesis2),4) # doctest: +ELLIPSIS
- 0.0
- To avoid this harsh behaviour when no ngram overlaps are found a smoothing
- function can be used.
- >>> chencherry = SmoothingFunction()
- >>> sentence_bleu([reference1, reference2, reference3], hypothesis2,
- ... smoothing_function=chencherry.method1) # doctest: +ELLIPSIS
- 0.0370...
- The default BLEU calculates a score for up to 4-grams using uniform
- weights (this is called BLEU-4). To evaluate your translations with
- higher/lower order ngrams, use customized weights. E.g. when accounting
- for up to 5-grams with uniform weights (this is called BLEU-5) use:
- >>> weights = (1./5., 1./5., 1./5., 1./5., 1./5.)
- >>> sentence_bleu([reference1, reference2, reference3], hypothesis1, weights) # doctest: +ELLIPSIS
- 0.3920...
- :param references: reference sentences
- :type references: list(list(str))
- :param hypothesis: a hypothesis sentence
- :type hypothesis: list(str)
- :param weights: weights for unigrams, bigrams, trigrams and so on
- :type weights: list(float)
- :param smoothing_function:
- :type smoothing_function: SmoothingFunction
- :param auto_reweigh: Option to re-normalize the weights uniformly.
- :type auto_reweigh: bool
- :return: The sentence-level BLEU score.
- :rtype: float
- """
- return corpus_bleu(
- [references], [hypothesis], weights, smoothing_function, auto_reweigh
- )
-
-
-def corpus_bleu(
- list_of_references,
- hypotheses,
- weights=(0.25, 0.25, 0.25, 0.25),
- smoothing_function=None,
- auto_reweigh=False,
-):
- """
- Calculate a single corpus-level BLEU score (aka. system-level BLEU) for all
- the hypotheses and their respective references.
- Instead of averaging the sentence level BLEU scores (i.e. marco-average
- precision), the original BLEU metric (Papineni et al. 2002) accounts for
- the micro-average precision (i.e. summing the numerators and denominators
- for each hypothesis-reference(s) pairs before the division).
- >>> hyp1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which',
- ... 'ensures', 'that', 'the', 'military', 'always',
- ... 'obeys', 'the', 'commands', 'of', 'the', 'party']
- >>> ref1a = ['It', 'is', 'a', 'guide', 'to', 'action', 'that',
- ... 'ensures', 'that', 'the', 'military', 'will', 'forever',
- ... 'heed', 'Party', 'commands']
- >>> ref1b = ['It', 'is', 'the', 'guiding', 'principle', 'which',
- ... 'guarantees', 'the', 'military', 'forces', 'always',
- ... 'being', 'under', 'the', 'command', 'of', 'the', 'Party']
- >>> ref1c = ['It', 'is', 'the', 'practical', 'guide', 'for', 'the',
- ... 'army', 'always', 'to', 'heed', 'the', 'directions',
- ... 'of', 'the', 'party']
- >>> hyp2 = ['he', 'read', 'the', 'book', 'because', 'he', 'was',
- ... 'interested', 'in', 'world', 'history']
- >>> ref2a = ['he', 'was', 'interested', 'in', 'world', 'history',
- ... 'because', 'he', 'read', 'the', 'book']
- >>> list_of_references = [[ref1a, ref1b, ref1c], [ref2a]]
- >>> hypotheses = [hyp1, hyp2]
- >>> corpus_bleu(list_of_references, hypotheses) # doctest: +ELLIPSIS
- 0.5920...
- The example below show that corpus_bleu() is different from averaging
- sentence_bleu() for hypotheses
- >>> score1 = sentence_bleu([ref1a, ref1b, ref1c], hyp1)
- >>> score2 = sentence_bleu([ref2a], hyp2)
- >>> (score1 + score2) / 2 # doctest: +ELLIPSIS
- 0.6223...
- :param list_of_references: a corpus of lists of reference sentences, w.r.t. hypotheses
- :type list_of_references: list(list(list(str)))
- :param hypotheses: a list of hypothesis sentences
- :type hypotheses: list(list(str))
- :param weights: weights for unigrams, bigrams, trigrams and so on
- :type weights: list(float)
- :param smoothing_function:
- :type smoothing_function: SmoothingFunction
- :param auto_reweigh: Option to re-normalize the weights uniformly.
- :type auto_reweigh: bool
- :return: The corpus-level BLEU score.
- :rtype: float
- """
- # Before proceeding to compute BLEU, perform sanity checks.
-
- p_numerators = Counter() # Key = ngram order, and value = no. of ngram matches.
- p_denominators = Counter() # Key = ngram order, and value = no. of ngram in ref.
- hyp_lengths, ref_lengths = 0, 0
-
- assert len(list_of_references) == len(hypotheses), (
- "The number of hypotheses and their reference(s) should be the " "same "
- )
-
- # Iterate through each hypothesis and their corresponding references.
- for references, hypothesis in zip(list_of_references, hypotheses):
- # For each order of ngram, calculate the numerator and
- # denominator for the corpus-level modified precision.
- for i, _ in enumerate(weights, start=1):
- p_i_numeraotr, p_i_denominator = modified_recall(references, hypothesis, i)
- p_numerators[i] += p_i_numeraotr
- p_denominators[i] += p_i_denominator
-
- # Calculate the hypothesis length and the closest reference length.
- # Adds them to the corpus-level hypothesis and reference counts.
- hyp_len = len(hypothesis)
- hyp_lengths += hyp_len
- ref_lengths += closest_ref_length(references, hyp_len)
-
- # Calculate corpus-level brevity penalty.
- bp = brevity_penalty(ref_lengths, hyp_lengths)
-
- # Uniformly re-weighting based on maximum hypothesis lengths if largest
- # order of n-grams < 4 and weights is set at default.
- if auto_reweigh:
- if hyp_lengths < 4 and weights == (0.25, 0.25, 0.25, 0.25):
- weights = (1 / hyp_lengths,) * hyp_lengths
-
- # Collects the various recall values for the different ngram orders.
- p_n = [
- (p_numerators[i], p_denominators[i])
- for i, _ in enumerate(weights, start=1)
- ]
-
- # Returns 0 if there's no matching n-grams
- # We only need to check for p_numerators[1] == 0, since if there's
- # no unigrams, there won't be any higher order ngrams.
- if p_numerators[1] == 0:
- return 0
-
- # If there's no smoothing, set use method0 from SmoothinFunction class.
- if not smoothing_function:
- smoothing_function = SmoothingFunction().method1
- # Smoothen the modified precision.
- # Note: smoothing_function() may convert values into floats;
- # it tries to retain the Fraction object as much as the
- # smoothing method allows.
- p_n = smoothing_function(
- p_n, references=references, hypothesis=hypothesis, hyp_len=hyp_lengths
- )
- # pdb.set_trace()
- s = (w_i * math.log(p_i[0]/p_i[1]) for w_i, p_i in zip(weights, p_n))
- s = bp * math.exp(math.fsum(s))
- return s
-
-
-def modified_recall(references, hypothesis, n):
- """
- Calculate modified ngram recall.
- :param references: A list of reference translations.
- :type references: list(list(str))
- :param hypothesis: A hypothesis translation.
- :type hypothesis: list(str)
- :param n: The ngram order.
- :type n: int
- :return: BLEU's modified precision for the nth order ngram.
- :rtype: Fraction
- """
- # Extracts all ngrams in hypothesis
- # Set an empty Counter if hypothesis is empty.
- # pdb.set_trace()
- numerator = 0
- denominator = 0
-
- counts = Counter(ngrams(hypothesis, n)) if len(hypothesis) >= n else Counter()
- # Extract a union of references' counts.
- # max_counts = reduce(or_, [Counter(ngrams(ref, n)) for ref in references])
- max_counts = {}
- for reference_and_weights in references:
- reference = reference_and_weights[0]
- weights = reference_and_weights[1]
- reference_counts = (
- Counter(ngrams(reference, n)) if len(reference) >= n else Counter()
- )
- # for ngram in reference_counts:
- # max_counts[ngram] = max(max_counts.get(ngram, 0), counts[ngram])
- clipped_counts = {
- ngram: min(count, counts[ngram]) for ngram, count in reference_counts.items()
- }
- # reweight
- if n == 1 and len(weights) == len(reference_counts):
- def weighted_sum(weights, counts):
- sum_counts = 0
- for ngram, count in counts.items():
- sum_counts += count * (weights[ngram[0]] if ngram[0] in weights else 1)
- return sum_counts
-
- numerator += weighted_sum(weights, clipped_counts)
- denominator += max(1, weighted_sum(weights, reference_counts))
-
- else:
- numerator += sum(clipped_counts.values())
- denominator += max(1, sum(reference_counts.values()))
-
- # # Assigns the intersection between hypothesis and references' counts.
- # clipped_counts = {
- # ngram: min(count, max_counts[ngram]) for ngram, count in counts.items()
- # }
-
- # numerator += sum(clipped_counts.values())
- # # Ensures that denominator is minimum 1 to avoid ZeroDivisionError.
- # # Usually this happens when the ngram order is > len(reference).
- # denominator += max(1, sum(counts.values()))
-
- #return Fraction(numerator, denominator, _normalize=False)
- return numerator, denominator
-
-
-def closest_ref_length(references, hyp_len):
- """
- This function finds the reference that is the closest length to the
- hypothesis. The closest reference length is referred to as *r* variable
- from the brevity penalty formula in Papineni et. al. (2002)
- :param references: A list of reference translations.
- :type references: list(list(str))
- :param hyp_len: The length of the hypothesis.
- :type hyp_len: int
- :return: The length of the reference that's closest to the hypothesis.
- :rtype: int
- """
- ref_lens = (len(reference) for reference in references)
- closest_ref_len = min(
- ref_lens, key=lambda ref_len: (abs(ref_len - hyp_len), ref_len)
- )
- return closest_ref_len
-
-
-def brevity_penalty(closest_ref_len, hyp_len):
- """
- Calculate brevity penalty.
- As the modified n-gram precision still has the problem from the short
- length sentence, brevity penalty is used to modify the overall BLEU
- score according to length.
- An example from the paper. There are three references with length 12, 15
- and 17. And a concise hypothesis of the length 12. The brevity penalty is 1.
- >>> reference1 = list('aaaaaaaaaaaa') # i.e. ['a'] * 12
- >>> reference2 = list('aaaaaaaaaaaaaaa') # i.e. ['a'] * 15
- >>> reference3 = list('aaaaaaaaaaaaaaaaa') # i.e. ['a'] * 17
- >>> hypothesis = list('aaaaaaaaaaaa') # i.e. ['a'] * 12
- >>> references = [reference1, reference2, reference3]
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len)
- 1.0
- In case a hypothesis translation is shorter than the references, penalty is
- applied.
- >>> references = [['a'] * 28, ['a'] * 28]
- >>> hypothesis = ['a'] * 12
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len)
- 0.2635971381157267
- The length of the closest reference is used to compute the penalty. If the
- length of a hypothesis is 12, and the reference lengths are 13 and 2, the
- penalty is applied because the hypothesis length (12) is less then the
- closest reference length (13).
- >>> references = [['a'] * 13, ['a'] * 2]
- >>> hypothesis = ['a'] * 12
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len) # doctest: +ELLIPSIS
- 0.9200...
- The brevity penalty doesn't depend on reference order. More importantly,
- when two reference sentences are at the same distance, the shortest
- reference sentence length is used.
- >>> references = [['a'] * 13, ['a'] * 11]
- >>> hypothesis = ['a'] * 12
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> bp1 = brevity_penalty(closest_ref_len, hyp_len)
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(reversed(references), hyp_len)
- >>> bp2 = brevity_penalty(closest_ref_len, hyp_len)
- >>> bp1 == bp2 == 1
- True
- A test example from mteval-v13a.pl (starting from the line 705):
- >>> references = [['a'] * 11, ['a'] * 8]
- >>> hypothesis = ['a'] * 7
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len) # doctest: +ELLIPSIS
- 0.8668...
- >>> references = [['a'] * 11, ['a'] * 8, ['a'] * 6, ['a'] * 7]
- >>> hypothesis = ['a'] * 7
- >>> hyp_len = len(hypothesis)
- >>> closest_ref_len = closest_ref_length(references, hyp_len)
- >>> brevity_penalty(closest_ref_len, hyp_len)
- 1.0
- :param hyp_len: The length of the hypothesis for a single sentence OR the
- sum of all the hypotheses' lengths for a corpus
- :type hyp_len: int
- :param closest_ref_len: The length of the closest reference for a single
- hypothesis OR the sum of all the closest references for every hypotheses.
- :type closest_ref_len: int
- :return: BLEU's brevity penalty.
- :rtype: float
- """
- if hyp_len > closest_ref_len:
- return 1
- # If hypothesis is empty, brevity penalty = 0 should result in BLEU = 0.0
- elif hyp_len == 0:
- return 0
- else:
- return math.exp(1 - closest_ref_len / hyp_len)
-
-
-class SmoothingFunction:
- """
- This is an implementation of the smoothing techniques
- for segment-level BLEU scores that was presented in
- Boxing Chen and Collin Cherry (2014) A Systematic Comparison of
- Smoothing Techniques for Sentence-Level BLEU. In WMT14.
- http://acl2014.org/acl2014/W14-33/pdf/W14-3346.pdf
- """
-
- def __init__(self, epsilon=0.1, alpha=5, k=5):
- """
- This will initialize the parameters required for the various smoothing
- techniques, the default values are set to the numbers used in the
- experiments from Chen and Cherry (2014).
- >>> hypothesis1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'which', 'ensures',
- ... 'that', 'the', 'military', 'always', 'obeys', 'the',
- ... 'commands', 'of', 'the', 'party']
- >>> reference1 = ['It', 'is', 'a', 'guide', 'to', 'action', 'that', 'ensures',
- ... 'that', 'the', 'military', 'will', 'forever', 'heed',
- ... 'Party', 'commands']
- >>> chencherry = SmoothingFunction()
- >>> print(sentence_bleu([reference1], hypothesis1)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method0)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method1)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method2)) # doctest: +ELLIPSIS
- 0.4489...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method3)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method4)) # doctest: +ELLIPSIS
- 0.4118...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method5)) # doctest: +ELLIPSIS
- 0.4905...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method6)) # doctest: +ELLIPSIS
- 0.4135...
- >>> print(sentence_bleu([reference1], hypothesis1, smoothing_function=chencherry.method7)) # doctest: +ELLIPSIS
- 0.4905...
- :param epsilon: the epsilon value use in method 1
- :type epsilon: float
- :param alpha: the alpha value use in method 6
- :type alpha: int
- :param k: the k value use in method 4
- :type k: int
- """
- self.epsilon = epsilon
- self.alpha = alpha
- self.k = k
-
- def method0(self, p_n, *args, **kwargs):
- """
- No smoothing.
- """
- p_n_new = []
- for i, p_i in enumerate(p_n):
- if p_i[0] != 0:
- p_n_new.append(p_i)
- else:
- _msg = str(
- "\nThe hypothesis contains 0 counts of {}-gram overlaps.\n"
- "Therefore the BLEU score evaluates to 0, independently of\n"
- "how many N-gram overlaps of lower order it contains.\n"
- "Consider using lower n-gram order or use "
- "SmoothingFunction()"
- ).format(i + 1)
- warnings.warn(_msg)
- # When numerator==0 where denonminator==0 or !=0, the result
- # for the precision score should be equal to 0 or undefined.
- # Due to BLEU geometric mean computation in logarithm space,
- # we we need to take the return sys.float_info.min such that
- # math.log(sys.float_info.min) returns a 0 precision score.
- p_n_new.append(sys.float_info.min)
- return p_n_new
-
- def method1(self, p_n, *args, **kwargs):
- """
- Smoothing method 1: Add *epsilon* counts to precision with 0 counts.
- """
- return [
- ((p_i[0] + self.epsilon), p_i[1])
- if p_i[0] == 0
- else p_i
- for p_i in p_n
- ]
-
- def method2(self, p_n, *args, **kwargs):
- """
- Smoothing method 2: Add 1 to both numerator and denominator from
- Chin-Yew Lin and Franz Josef Och (2004) Automatic evaluation of
- machine translation quality using longest common subsequence and
- skip-bigram statistics. In ACL04.
- """
- return [
- (p_i[0] + 1, p_i[1] + 1)
- for p_i in p_n
- ]
-
- def method3(self, p_n, *args, **kwargs):
- """
- Smoothing method 3: NIST geometric sequence smoothing
- The smoothing is computed by taking 1 / ( 2^k ), instead of 0, for each
- precision score whose matching n-gram count is null.
- k is 1 for the first 'n' value for which the n-gram match count is null/
- For example, if the text contains:
- - one 2-gram match
- - and (consequently) two 1-gram matches
- the n-gram count for each individual precision score would be:
- - n=1 => prec_count = 2 (two unigrams)
- - n=2 => prec_count = 1 (one bigram)
- - n=3 => prec_count = 1/2 (no trigram, taking 'smoothed' value of 1 / ( 2^k ), with k=1)
- - n=4 => prec_count = 1/4 (no fourgram, taking 'smoothed' value of 1 / ( 2^k ), with k=2)
- """
- incvnt = 1 # From the mteval-v13a.pl, it's referred to as k.
- for i, p_i in enumerate(p_n):
- if p_i.numerator == 0:
- p_n[i] = 1 / (2 ** incvnt * p_i.denominator)
- incvnt += 1
- return p_n
-
- def method4(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 4:
- Shorter translations may have inflated precision values due to having
- smaller denominators; therefore, we give them proportionally
- smaller smoothed counts. Instead of scaling to 1/(2^k), Chen and Cherry
- suggests dividing by 1/ln(len(T)), where T is the length of the translation.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- for i, p_i in enumerate(p_n):
- if p_i.numerator == 0 and hyp_len != 0:
- incvnt = i + 1 * self.k / math.log(
- hyp_len
- ) # Note that this K is different from the K from NIST.
- p_n[i] = incvnt / p_i.denominator
- return p_n
-
- def method5(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 5:
- The matched counts for similar values of n should be similar. To a
- calculate the n-gram matched count, it averages the n−1, n and n+1 gram
- matched counts.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- m = {}
- # Requires an precision value for an addition ngram order.
- p_n_plus1 = p_n + [modified_precision(references, hypothesis, 5)]
- m[-1] = p_n[0] + 1
- for i, p_i in enumerate(p_n):
- p_n[i] = (m[i - 1] + p_i + p_n_plus1[i + 1]) / 3
- m[i] = p_n[i]
- return p_n
-
- def method6(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 6:
- Interpolates the maximum likelihood estimate of the precision *p_n* with
- a prior estimate *pi0*. The prior is estimated by assuming that the ratio
- between pn and pn−1 will be the same as that between pn−1 and pn−2; from
- Gao and He (2013) Training MRF-Based Phrase Translation Models using
- Gradient Ascent. In NAACL.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- # This smoothing only works when p_1 and p_2 is non-zero.
- # Raise an error with an appropriate message when the input is too short
- # to use this smoothing technique.
- assert p_n[2], "This smoothing method requires non-zero precision for bigrams."
- for i, p_i in enumerate(p_n):
- if i in [0, 1]: # Skips the first 2 orders of ngrams.
- continue
- else:
- pi0 = 0 if p_n[i - 2] == 0 else p_n[i - 1] ** 2 / p_n[i - 2]
- # No. of ngrams in translation that matches the reference.
- m = p_i.numerator
- # No. of ngrams in translation.
- l = sum(1 for _ in ngrams(hypothesis, i + 1))
- # Calculates the interpolated precision.
- p_n[i] = (m + self.alpha * pi0) / (l + self.alpha)
- return p_n
-
- def method7(self, p_n, references, hypothesis, hyp_len=None, *args, **kwargs):
- """
- Smoothing method 7:
- Interpolates methods 4 and 5.
- """
- hyp_len = hyp_len if hyp_len else len(hypothesis)
- p_n = self.method4(p_n, references, hypothesis, hyp_len)
- p_n = self.method5(p_n, references, hypothesis, hyp_len)
- return p_n
diff --git a/apply_tokenizer.py b/apply_tokenizer.py
deleted file mode 100644
index a95b154..0000000
--- a/apply_tokenizer.py
+++ /dev/null
@@ -1,17 +0,0 @@
-from tokenizers import ByteLevelBPETokenizer
-
-tokenizer = ByteLevelBPETokenizer.from_file(
- "./salesforce/codet5-vocab.json",
- "./salesforce/codet5-merges.txt"
-)
-tokenizer.add_special_tokens([
- "",
- "",
- "",
- "",
- ""
-])
-
-print(
- tokenizer.encode(" hello Don't you love 🤗 Transformers yes . ").tokens
-)
\ No newline at end of file
diff --git a/bleu.py b/bleu.py
deleted file mode 100644
index 47e1335..0000000
--- a/bleu.py
+++ /dev/null
@@ -1,134 +0,0 @@
-# Copyright 2017 Google Inc. All Rights Reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-# ==============================================================================
-
-"""Python implementation of BLEU and smooth-BLEU.
-
-This module provides a Python implementation of BLEU and smooth-BLEU.
-Smooth BLEU is computed following the method outlined in the paper:
-Chin-Yew Lin, Franz Josef Och. ORANGE: a method for evaluating automatic
-evaluation metrics for machine translation. COLING 2004.
-"""
-
-import collections
-import math
-
-
-def _get_ngrams(segment, max_order):
- """Extracts all n-grams upto a given maximum order from an input segment.
-
- Args:
- segment: text segment from which n-grams will be extracted.
- max_order: maximum length in tokens of the n-grams returned by this
- methods.
-
- Returns:
- The Counter containing all n-grams upto max_order in segment
- with a count of how many times each n-gram occurred.
- """
- ngram_counts = collections.Counter()
- for order in range(1, max_order + 1):
- for i in range(0, len(segment) - order + 1):
- ngram = tuple(segment[i:i+order])
- ngram_counts[ngram] += 1
- return ngram_counts
-
-
-def compute_bleu(reference_corpus, translation_corpus, max_order=4,
- smooth=False):
- """Computes BLEU score of translated segments against one or more references.
-
- Args:
- reference_corpus: list of lists of references for each translation. Each
- reference should be tokenized into a list of tokens.
- translation_corpus: list of translations to score. Each translation
- should be tokenized into a list of tokens.
- max_order: Maximum n-gram order to use when computing BLEU score.
- smooth: Whether or not to apply Lin et al. 2004 smoothing.
-
- Returns:
- 3-Tuple with the BLEU score, n-gram precisions, geometric mean of n-gram
- precisions and brevity penalty.
- """
- matches_by_order = [0] * max_order
- possible_matches_by_order = [0] * max_order
- reference_length = 0
- translation_length = 0
- for (references, translation) in zip(reference_corpus,
- translation_corpus):
- reference_length += min(len(r) for r in references)
- translation_length += len(translation)
-
- merged_ref_ngram_counts = collections.Counter()
- for reference in references:
- merged_ref_ngram_counts |= _get_ngrams(reference, max_order)
- translation_ngram_counts = _get_ngrams(translation, max_order)
- overlap = translation_ngram_counts & merged_ref_ngram_counts
- for ngram in overlap:
- matches_by_order[len(ngram)-1] += overlap[ngram]
- for order in range(1, max_order+1):
- possible_matches = len(translation) - order + 1
- if possible_matches > 0:
- possible_matches_by_order[order-1] += possible_matches
-
- precisions = [0] * max_order
- for i in range(0, max_order):
- if smooth:
- precisions[i] = ((matches_by_order[i] + 1.) /
- (possible_matches_by_order[i] + 1.))
- else:
- if possible_matches_by_order[i] > 0:
- precisions[i] = (float(matches_by_order[i]) /
- possible_matches_by_order[i])
- else:
- precisions[i] = 0.0
-
- if min(precisions) > 0:
- p_log_sum = sum((1. / max_order) * math.log(p) for p in precisions)
- geo_mean = math.exp(p_log_sum)
- else:
- geo_mean = 0
-
- ratio = float(translation_length) / reference_length
-
- if ratio > 1.0:
- bp = 1.
- else:
- bp = math.exp(1 - 1. / ratio)
-
- bleu = geo_mean * bp
-
- return (bleu, precisions, bp, ratio, translation_length, reference_length)
-
-
-def _bleu(ref_file, trans_file, subword_option=None):
- max_order = 4
- smooth = True
- ref_files = [ref_file]
- reference_text = []
- for reference_filename in ref_files:
- with open(reference_filename) as fh:
- reference_text.append(fh.readlines())
- per_segment_references = []
- for references in zip(*reference_text):
- reference_list = []
- for reference in references:
- reference_list.append(reference.strip().split())
- per_segment_references.append(reference_list)
- translations = []
- with open(trans_file) as fh:
- for line in fh:
- translations.append(line.strip().split())
- bleu_score, _, _, _, _, _ = compute_bleu(per_segment_references, translations, max_order, smooth)
- return round(100 * bleu_score,2)
\ No newline at end of file
diff --git a/salesforce/codet5-merges.txt b/salesforce/codet5-merges.txt
deleted file mode 100644
index 1534b73..0000000
--- a/salesforce/codet5-merges.txt
+++ /dev/null
@@ -1,31740 +0,0 @@
-#version: 0.2 - Trained by `huggingface/tokenizers`
-Ġ (
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- (r'-\n', ''), # strip end-of-line hyphenation and join lines
- (r'\n', ' '), # join lines
- # (r'(\d)\s+(?=\d)', r'\1'), # join digits
-]
-normalize1 = [(re.compile(pattern), replace) for (pattern, replace) in normalize1]
-
-normalize2 = [
- (r'([\{-\~\[-\` -\&\(-\+\:-\@\/])', r' \1 '), # tokenize punctuation. apostrophe is missing
- (r'([^0-9])([\.,])', r'\1 \2 '), # tokenize period and comma unless preceded by a digit
- (r'([\.,])([^0-9])', r' \1 \2'), # tokenize period and comma unless followed by a digit
- (r'([0-9])(-)', r'\1 \2 ') # tokenize dash when preceded by a digit
-]
-normalize2 = [(re.compile(pattern), replace) for (pattern, replace) in normalize2]
-
-
-def normalize(s):
- '''Normalize and tokenize text. This is lifted from NIST mteval-v11a.pl.'''
- # Added to bypass NIST-style pre-processing of hyp and ref files -- wade
- if (nonorm):
- return s.split()
- if type(s) is not str:
- s = " ".join(s)
- # language-independent part:
- for (pattern, replace) in normalize1:
- s = re.sub(pattern, replace, s)
- s = xml.sax.saxutils.unescape(s, {'"': '"'})
- # language-dependent part (assuming Western languages):
- s = " %s " % s
- if not preserve_case:
- s = s.lower() # this might not be identical to the original
- for (pattern, replace) in normalize2:
- s = re.sub(pattern, replace, s)
- return s.split()
-
-
-def count_ngrams(words, n=4):
- counts = {}
- for k in range(1, n + 1):
- for i in range(len(words) - k + 1):
- ngram = tuple(words[i:i + k])
- counts[ngram] = counts.get(ngram, 0) + 1
- return counts
-
-
-def cook_refs(refs, n=4):
- '''Takes a list of reference sentences for a single segment
- and returns an object that encapsulates everything that BLEU
- needs to know about them.'''
-
- refs = [normalize(ref) for ref in refs]
- maxcounts = {}
- for ref in refs:
- counts = count_ngrams(ref, n)
- for (ngram, count) in counts.items():
- maxcounts[ngram] = max(maxcounts.get(ngram, 0), count)
- return ([len(ref) for ref in refs], maxcounts)
-
-
-def cook_test(test, item, n=4):
- '''Takes a test sentence and returns an object that
- encapsulates everything that BLEU needs to know about it.'''
- (reflens, refmaxcounts) = item
- test = normalize(test)
- result = {}
- result["testlen"] = len(test)
-
- # Calculate effective reference sentence length.
-
- if eff_ref_len == "shortest":
- result["reflen"] = min(reflens)
- elif eff_ref_len == "average":
- result["reflen"] = float(sum(reflens)) / len(reflens)
- elif eff_ref_len == "closest":
- min_diff = None
- for reflen in reflens:
- if min_diff is None or abs(reflen - len(test)) < min_diff:
- min_diff = abs(reflen - len(test))
- result['reflen'] = reflen
-
- result["guess"] = [max(len(test) - k + 1, 0) for k in range(1, n + 1)]
-
- result['correct'] = [0] * n
- counts = count_ngrams(test, n)
- for (ngram, count) in counts.items():
- result["correct"][len(ngram) - 1] += min(refmaxcounts.get(ngram, 0), count)
-
- return result
-
-
-def score_cooked(allcomps, n=4, ground=0, smooth=1):
- totalcomps = {'testlen': 0, 'reflen': 0, 'guess': [0] * n, 'correct': [0] * n}
- for comps in allcomps:
- for key in ['testlen', 'reflen']:
- totalcomps[key] += comps[key]
- for key in ['guess', 'correct']:
- for k in range(n):
- totalcomps[key][k] += comps[key][k]
- logbleu = 0.0
- all_bleus = []
- for k in range(n):
- correct = totalcomps['correct'][k]
- guess = totalcomps['guess'][k]
- addsmooth = 0
- if smooth == 1 and k > 0:
- addsmooth = 1
- logbleu += math.log(correct + addsmooth + sys.float_info.min) - math.log(guess + addsmooth + sys.float_info.min)
- if guess == 0:
- all_bleus.append(-10000000)
- else:
- all_bleus.append(math.log(correct + sys.float_info.min) - math.log(guess))
-
- logbleu /= float(n)
- all_bleus.insert(0, logbleu)
-
- brevPenalty = min(0, 1 - float(totalcomps['reflen'] + 1) / (totalcomps['testlen'] + 1))
- for i in range(len(all_bleus)):
- if i == 0:
- all_bleus[i] += brevPenalty
- all_bleus[i] = math.exp(all_bleus[i])
- return all_bleus
-
-
-def bleu(refs, candidate, ground=0, smooth=1):
- refs = cook_refs(refs)
- test = cook_test(candidate, refs)
- return score_cooked([test], ground=ground, smooth=smooth)
-
-
-def splitPuncts(line):
- return ' '.join(re.findall(r"[\w]+|[^\s\w]", line))
-
-
-def computeMaps(predictions, goldfile):
- predictionMap = {}
- goldMap = {}
- gf = open(goldfile, 'r')
-
- for row in predictions:
- cols = row.strip().split('\t')
- if len(cols) == 1:
- (rid, pred) = (cols[0], '')
- else:
- (rid, pred) = (cols[0], cols[1])
- predictionMap[rid] = [splitPuncts(pred.strip().lower())]
-
- for row in gf:
- (rid, pred) = row.split('\t')
- if rid in predictionMap: # Only insert if the id exists for the method
- if rid not in goldMap:
- goldMap[rid] = []
- goldMap[rid].append(splitPuncts(pred.strip().lower()))
-
- sys.stderr.write('Total: ' + str(len(goldMap)) + '\n')
- return (goldMap, predictionMap)
-
-
-# m1 is the reference map
-# m2 is the prediction map
-def bleuFromMaps(m1, m2):
- score = [0] * 5
- num = 0.0
-
- for key in m1:
- if key in m2:
- bl = bleu(m1[key], m2[key][0])
- score = [score[i] + bl[i] for i in range(0, len(bl))]
- num += 1
- return [s * 100.0 / num for s in score]
-
-
-if __name__ == '__main__':
- reference_file = sys.argv[1]
- predictions = []
- for row in sys.stdin:
- predictions.append(row)
- (goldMap, predictionMap) = computeMaps(predictions, reference_file)
- print(bleuFromMaps(goldMap, predictionMap)[0])
diff --git a/train_tokenizer.py b/train_tokenizer.py
deleted file mode 100644
index 4ab80ca..0000000
--- a/train_tokenizer.py
+++ /dev/null
@@ -1,22 +0,0 @@
-from tokenizers import ByteLevelBPETokenizer
-
-paths = ['train_code.txt', 'train_doc.txt']
-
-# Initialize a tokenizer
-tokenizer = ByteLevelBPETokenizer()
-
-# Customize training
-tokenizer.train(files=paths, vocab_size=32000, min_frequency=3, special_tokens=[
- "",
- "",
- "",
- "",
- ""
-])
-
-# Save files to disk
-tokenizer.save_model("./salesforce", "codet5")
-
-print(
- tokenizer.encode(" hello Don't you love 🤗 Transformers yes . ").tokens
-)