From f9803cba2897bbd62594ca100cebefdaa006c719 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Mon, 8 Jan 2018 13:26:19 +0530 Subject: [PATCH 01/15] bm25 scoring function updated --- gensim/summarization/bm25.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gensim/summarization/bm25.py b/gensim/summarization/bm25.py index ec484949cf..0c37e4f6a3 100644 --- a/gensim/summarization/bm25.py +++ b/gensim/summarization/bm25.py @@ -122,7 +122,7 @@ def get_score(self, document, index, average_idf): continue idf = self.idf[word] if self.idf[word] >= 0 else EPSILON * average_idf score += (idf * self.f[index][word] * (PARAM_K1 + 1) - / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * len(document) / self.avgdl))) + / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * len(corpus[index]) / self.avgdl))) return score def get_scores(self, document, average_idf): From 80dc13d16f5f362c68d2c610158dfc509476d240 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Mon, 8 Jan 2018 16:25:10 +0530 Subject: [PATCH 02/15] Fixes #1828 --- gensim/summarization/bm25.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/gensim/summarization/bm25.py b/gensim/summarization/bm25.py index ec484949cf..39caba1f80 100644 --- a/gensim/summarization/bm25.py +++ b/gensim/summarization/bm25.py @@ -121,8 +121,9 @@ def get_score(self, document, index, average_idf): if word not in self.f[index]: continue idf = self.idf[word] if self.idf[word] >= 0 else EPSILON * average_idf + doc_length = len(self.corpus[index]) score += (idf * self.f[index][word] * (PARAM_K1 + 1) - / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * len(document) / self.avgdl))) + / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * doc_length / self.avgdl))) return score def get_scores(self, document, average_idf): From 848e5ee5c94b49b987e04eb59610adeab67d50a5 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Mon, 8 Jan 2018 19:00:11 +0530 Subject: [PATCH 03/15] Fixes #1828 --- gensim/summarization/bm25.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/gensim/summarization/bm25.py b/gensim/summarization/bm25.py index 39caba1f80..ce673b970a 100644 --- a/gensim/summarization/bm25.py +++ b/gensim/summarization/bm25.py @@ -78,12 +78,14 @@ def __init__(self, corpus): self.f = [] self.df = {} self.idf = {} + self.doc_length = [] self.initialize() def initialize(self): """Calculates frequencies of terms in documents and in corpus. Also computes inverse document frequencies.""" for document in self.corpus: frequencies = {} + doc_length.append(len(document)) for word in document: if word not in frequencies: frequencies[word] = 0 @@ -121,9 +123,8 @@ def get_score(self, document, index, average_idf): if word not in self.f[index]: continue idf = self.idf[word] if self.idf[word] >= 0 else EPSILON * average_idf - doc_length = len(self.corpus[index]) score += (idf * self.f[index][word] * (PARAM_K1 + 1) - / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * doc_length / self.avgdl))) + / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * doc_length[index] / self.avgdl))) return score def get_scores(self, document, average_idf): From 38e2a0f6ebe0cdd4f99abe7c52f9a6d956af9925 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Mon, 8 Jan 2018 19:12:02 +0530 Subject: [PATCH 04/15] Fixes #1828 --- gensim/summarization/bm25.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gensim/summarization/bm25.py b/gensim/summarization/bm25.py index ce673b970a..b287cdd48d 100644 --- a/gensim/summarization/bm25.py +++ b/gensim/summarization/bm25.py @@ -124,7 +124,7 @@ def get_score(self, document, index, average_idf): continue idf = self.idf[word] if self.idf[word] >= 0 else EPSILON * average_idf score += (idf * self.f[index][word] * (PARAM_K1 + 1) - / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * doc_length[index] / self.avgdl))) + / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * self.doc_length[index] / self.avgdl))) return score def get_scores(self, document, average_idf): From dc702de28708bffca16a21a9e3dcd3d812214c72 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Mon, 8 Jan 2018 19:19:04 +0530 Subject: [PATCH 05/15] Fixes #1828 --- gensim/summarization/bm25.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gensim/summarization/bm25.py b/gensim/summarization/bm25.py index b287cdd48d..6cf7e8a043 100644 --- a/gensim/summarization/bm25.py +++ b/gensim/summarization/bm25.py @@ -85,7 +85,7 @@ def initialize(self): """Calculates frequencies of terms in documents and in corpus. Also computes inverse document frequencies.""" for document in self.corpus: frequencies = {} - doc_length.append(len(document)) + (self.doc_length).append(len(document)) for word in document: if word not in frequencies: frequencies[word] = 0 From ce290dc303af43c566c88de0f9644c250a05a9b3 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Mon, 8 Jan 2018 19:29:01 +0530 Subject: [PATCH 06/15] Fixes #1828 --- gensim/summarization/bm25.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/gensim/summarization/bm25.py b/gensim/summarization/bm25.py index 6cf7e8a043..dbaf3765c3 100644 --- a/gensim/summarization/bm25.py +++ b/gensim/summarization/bm25.py @@ -78,14 +78,14 @@ def __init__(self, corpus): self.f = [] self.df = {} self.idf = {} - self.doc_length = [] + self.doc_len = [] self.initialize() def initialize(self): """Calculates frequencies of terms in documents and in corpus. Also computes inverse document frequencies.""" for document in self.corpus: frequencies = {} - (self.doc_length).append(len(document)) + (self.doc_len).append(len(document)) for word in document: if word not in frequencies: frequencies[word] = 0 @@ -124,7 +124,7 @@ def get_score(self, document, index, average_idf): continue idf = self.idf[word] if self.idf[word] >= 0 else EPSILON * average_idf score += (idf * self.f[index][word] * (PARAM_K1 + 1) - / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * self.doc_length[index] / self.avgdl))) + / (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * self.doc_len[index] / self.avgdl))) return score def get_scores(self, document, average_idf): From d147d0c2a95c971fb134cc6a9b32c97e9b8d19ad Mon Sep 17 00:00:00 2001 From: samyak jain Date: Tue, 9 Jan 2018 16:36:18 +0530 Subject: [PATCH 07/15] Fixes #1828 , Tests added --- gensim/summarization/bm25.py | 7 ++--- gensim/test/test_BM25.py | 50 ++++++++++++++++++++++++++++++++++++ 2 files changed, 54 insertions(+), 3 deletions(-) create mode 100644 gensim/test/test_BM25.py diff --git a/gensim/summarization/bm25.py b/gensim/summarization/bm25.py index dbaf3765c3..3a2bf5bbf6 100644 --- a/gensim/summarization/bm25.py +++ b/gensim/summarization/bm25.py @@ -4,7 +4,7 @@ # Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html """This module contains function of computing rank scores for documents in -corpus and helper class `BM25` used in calculations. Original alhorithm +corpus and helper class `BM25` used in calculations. Original algorithm descibed in [1]_, also you may check Wikipedia page [2]_. @@ -61,7 +61,8 @@ class BM25(object): Dictionary with terms frequencies for whole `corpus`. Words used as keys and frequencies as values. idf : dict Dictionary with inversed terms frequencies for whole `corpus`. Words used as keys and frequencies as values. - + doc_len : list of int + List of document lengths. """ def __init__(self, corpus): @@ -85,7 +86,7 @@ def initialize(self): """Calculates frequencies of terms in documents and in corpus. Also computes inverse document frequencies.""" for document in self.corpus: frequencies = {} - (self.doc_len).append(len(document)) + self.doc_len.append(len(document)) for word in document: if word not in frequencies: frequencies[word] = 0 diff --git a/gensim/test/test_BM25.py b/gensim/test/test_BM25.py new file mode 100644 index 0000000000..f9fc28d35b --- /dev/null +++ b/gensim/test/test_BM25.py @@ -0,0 +1,50 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +# +# Copyright (C) 2010 Radim Rehurek +# Licensed under the GNU LGPL v2.1 - http://www.gnu.org/licenses/lgpl.html + +""" +Automated tests for checking transformation algorithms (the models package). +""" + +import logging +import unittest + +from gensim.summarization.bm25 import get_bm25_weights +from gensim.test.utils import common_texts + + +class TestBM25(unittest.TestCase): + + def test_max_match_with_itself(self) : + """ Document should show maximum matching with itself """ + weights = get_bm25_weights(common_texts) + for index,doc_weights in enumerate(weights) : + expected = max(doc_weights) + predicted = doc_weights[index] + self.assertEqual(expected , predicted) + + def test_nonnegative_weights(self): + """ All the weights for a partiular document should be non negative """ + weights = get_bm25_weights(common_texts) + self.assertTrue(min(weights)>=0) + + def test_same_match_with_same_document(self): + """ A document should always get the same weight when matched with a particular document """ + corpus = [['cat','dog','mouse'] , ['cat','lion'] , ['cat','lion']] + weights = get_bm25_weights(corpus) + self.assertEqual(weights[0][1],weights[0][2]) + + def test_disjoint_docs_if_weight_zero(self): + """ Two disjoint documents should have zero matching""" + corpus = [['cat','dog','lion'] , ['goat','fish','tiger']] + weights = get_bm25_weights(corpus) + self.assertTrue(weights[0][1]==0) + self.assertTrue(weights[1][0]==0) + +if __name__ == '__main__': + logging.basicConfig(level=logging.DEBUG) + unittest.main() + + From 77409dda84895d5941eb70ffa230eb3833d39c54 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Tue, 9 Jan 2018 16:51:42 +0530 Subject: [PATCH 08/15] Fixes #1828 , Tests added --- gensim/test/test_BM25.py | 58 +++++++++++++++++++--------------------- 1 file changed, 28 insertions(+), 30 deletions(-) diff --git a/gensim/test/test_BM25.py b/gensim/test/test_BM25.py index f9fc28d35b..b6575cddb2 100644 --- a/gensim/test/test_BM25.py +++ b/gensim/test/test_BM25.py @@ -16,35 +16,33 @@ class TestBM25(unittest.TestCase): - - def test_max_match_with_itself(self) : - """ Document should show maximum matching with itself """ - weights = get_bm25_weights(common_texts) - for index,doc_weights in enumerate(weights) : - expected = max(doc_weights) - predicted = doc_weights[index] - self.assertEqual(expected , predicted) - - def test_nonnegative_weights(self): - """ All the weights for a partiular document should be non negative """ - weights = get_bm25_weights(common_texts) - self.assertTrue(min(weights)>=0) - - def test_same_match_with_same_document(self): - """ A document should always get the same weight when matched with a particular document """ - corpus = [['cat','dog','mouse'] , ['cat','lion'] , ['cat','lion']] - weights = get_bm25_weights(corpus) - self.assertEqual(weights[0][1],weights[0][2]) - - def test_disjoint_docs_if_weight_zero(self): - """ Two disjoint documents should have zero matching""" - corpus = [['cat','dog','lion'] , ['goat','fish','tiger']] - weights = get_bm25_weights(corpus) - self.assertTrue(weights[0][1]==0) - self.assertTrue(weights[1][0]==0) - -if __name__ == '__main__': - logging.basicConfig(level=logging.DEBUG) - unittest.main() + def test_max_match_with_itself(self): + """ Document should show maximum matching with itself """ + weights = get_bm25_weights(common_texts) + for index, doc_weights in enumerate(weights): + expected = max(doc_weights) + predicted = doc_weights[index] + self.assertEqual(expected, predicted) + + def test_nonnegative_weights(self): + """ All the weights for a partiular document should be non negative """ + weights = get_bm25_weights(common_texts) + self.assertTrue(min(weights) >= 0) + + def test_same_match_with_same_document(self): + """ A document should always get the same weight when matched with a particular document """ + corpus = [['cat', 'dog', 'mouse'], ['cat', 'lion'], ['cat', 'lion']] + weights = get_bm25_weights(corpus) + self.assertEqual(weights[0][1], weights[0][2]) + + def test_disjoint_docs_if_weight_zero(self): + """ Two disjoint documents should have zero matching""" + corpus = [['cat', 'dog', 'lion'], ['goat', 'fish', 'tiger']] + weights = get_bm25_weights(corpus) + self.assertTrue(weights[0][1] == 0) + self.assertTrue(weights[1][0] == 0) +if __name__ == '__main__': + logging.basicConfig(level=logging.DEBUG) + unittest.main() From f1f65e20554c33d3efc3146661a6328257b841e0 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Tue, 9 Jan 2018 20:48:31 +0530 Subject: [PATCH 09/15] Fixes #1828 , Tests Added --- gensim/test/test_BM25.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/gensim/test/test_BM25.py b/gensim/test/test_BM25.py index b6575cddb2..ae0332f6c5 100644 --- a/gensim/test/test_BM25.py +++ b/gensim/test/test_BM25.py @@ -27,7 +27,9 @@ def test_max_match_with_itself(self): def test_nonnegative_weights(self): """ All the weights for a partiular document should be non negative """ weights = get_bm25_weights(common_texts) - self.assertTrue(min(weights) >= 0) + for doc_weights in weights: + for weight in doc_weights: + self.assertTrue(weight >=0 ) def test_same_match_with_same_document(self): """ A document should always get the same weight when matched with a particular document """ From de436bca43c41ff6d8d5a461a07043ef8b854331 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Tue, 9 Jan 2018 20:55:01 +0530 Subject: [PATCH 10/15] Fixes #1828 , Tests Added --- gensim/test/test_BM25.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gensim/test/test_BM25.py b/gensim/test/test_BM25.py index ae0332f6c5..6cc95a922c 100644 --- a/gensim/test/test_BM25.py +++ b/gensim/test/test_BM25.py @@ -29,7 +29,7 @@ def test_nonnegative_weights(self): weights = get_bm25_weights(common_texts) for doc_weights in weights: for weight in doc_weights: - self.assertTrue(weight >=0 ) + self.assertTrue(weight >= 0) def test_same_match_with_same_document(self): """ A document should always get the same weight when matched with a particular document """ From 17ccbcc378d18ecc89d6bade07b2294fdc39f7f7 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Tue, 9 Jan 2018 20:59:58 +0530 Subject: [PATCH 11/15] Fixes #1828 , Tests Added --- gensim/test/test_BM25.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/gensim/test/test_BM25.py b/gensim/test/test_BM25.py index 6cc95a922c..7c38b699fe 100644 --- a/gensim/test/test_BM25.py +++ b/gensim/test/test_BM25.py @@ -28,8 +28,8 @@ def test_nonnegative_weights(self): """ All the weights for a partiular document should be non negative """ weights = get_bm25_weights(common_texts) for doc_weights in weights: - for weight in doc_weights: - self.assertTrue(weight >= 0) + for weight in doc_weights: + self.assertTrue(weight >= 0) def test_same_match_with_same_document(self): """ A document should always get the same weight when matched with a particular document """ From 6ec708cdae41d9dff0fb9dfb62c7ce474139b7d5 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Thu, 11 Jan 2018 13:45:33 +0530 Subject: [PATCH 12/15] Fixes #1828 , Tests Added --- Keras-2.1.2-py2.7.egg | Bin 0 -> 710353 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 Keras-2.1.2-py2.7.egg diff --git a/Keras-2.1.2-py2.7.egg b/Keras-2.1.2-py2.7.egg new file mode 100644 index 0000000000000000000000000000000000000000..8fed70a600b648ccd0c5a72163ebb54c47eb63da GIT binary patch literal 710353 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get_bm25_weights(corpus) - self.assertEqual(weights[0][1], weights[0][2]) + self.assertAlmostEqual(weights[0][1], weights[0][2]) def test_disjoint_docs_if_weight_zero(self): """ Two disjoint documents should have zero matching""" corpus = [['cat', 'dog', 'lion'], ['goat', 'fish', 'tiger']] weights = get_bm25_weights(corpus) - self.assertTrue(weights[0][1] == 0) - self.assertTrue(weights[1][0] == 0) + self.assertAlmostEqual(weights[0][1], 0) + self.assertAlmostEqual(weights[1][0], 0) if __name__ == '__main__': From 04dd45adc9c64bcdfc9dd6776a3ec5137eb98999 Mon Sep 17 00:00:00 2001 From: samyak jain Date: Thu, 11 Jan 2018 23:19:13 +0530 Subject: [PATCH 14/15] Function Parameters corrected , Fixes #1818 --- gensim/models/fasttext.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/gensim/models/fasttext.py b/gensim/models/fasttext.py index 2210c4e0ed..58f0eb44dd 100644 --- a/gensim/models/fasttext.py +++ b/gensim/models/fasttext.py @@ -529,8 +529,8 @@ def train(self, sentences, total_examples=None, total_words=None, self.neg_labels[0] = 1. Word2Vec.train( - self, sentences, total_examples=self.corpus_count, epochs=self.iter, - start_alpha=self.alpha, end_alpha=self.min_alpha) + self, sentences, total_examples=total_examples, epochs=epochs, + start_alpha=start_alpha, end_alpha=end_alpha) self.get_vocab_word_vecs() def __getitem__(self, word): From 4983c0592daeb3f6f61dc8fb4bd94923330abfea Mon Sep 17 00:00:00 2001 From: Menshikh Ivan Date: Fri, 12 Jan 2018 10:23:20 +0500 Subject: [PATCH 15/15] add missing params + add supercall --- gensim/models/fasttext.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/gensim/models/fasttext.py b/gensim/models/fasttext.py index 58f0eb44dd..b52b8ecbde 100644 --- a/gensim/models/fasttext.py +++ b/gensim/models/fasttext.py @@ -528,9 +528,10 @@ def train(self, sentences, total_examples=None, total_words=None, self.neg_labels = zeros(self.negative + 1) self.neg_labels[0] = 1. - Word2Vec.train( - self, sentences, total_examples=total_examples, epochs=epochs, - start_alpha=start_alpha, end_alpha=end_alpha) + super(FastText, self).train( + sentences, total_examples=total_examples, total_words=total_words, epochs=epochs, start_alpha=start_alpha, + end_alpha=end_alpha, word_count=word_count, queue_factor=queue_factor, report_delay=report_delay + ) self.get_vocab_word_vecs() def __getitem__(self, word):

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