Add Pivot Normalization for gensim.models.TfidfModel. Fix #220
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markroxor
changed the title
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Waiting for #1791 to merge. |
menshikh-iv
suggested changes
Dec 19, 2017
gensim/models/tfidfmodel.py
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| @@ -50,7 +53,8 @@ class TfidfModel(interfaces.TransformationABC): | |||
| """ | |||
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| def __init__(self, corpus=None, id2word=None, dictionary=None, | |||
| wlocal=utils.identity, wglobal=df2idf, normalize=True): | |||
| wlocal=utils.identity, wglobal=df2idf, normalize=True, | |||
| pivot_norm=False, slope=0.65, pivot=None): | |||
| """ | |||
| Compute tf-idf by multiplying a local component (term frequency) with a | |||
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Need to update docstring according to new parameters (and in general, convert all docstrings to numpy-style here), useful links https://github.com/numpy/numpy/blob/master/doc/HOWTO_DOCUMENT.rst.txt, http://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_numpy.html
gensim/models/tfidfmodel.py
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| # make sure there are no explicit zeroes in the vector (must be sparse) | ||
| vector = [(termid, weight) for termid, weight in vector if abs(weight) > eps] |
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we used 140 characters limit -> no need to split this line here
gensim/models/tfidfmodel.py
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| ] | ||
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| n_samples = len(self.idfs) | ||
| piv_lis = [0]*n_samples |
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PEP8: spaces around operator (here and everywhere)
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Also, maybe create it as piv_lis = np.zeros(n_samples, dtype=int) (you convert it to numpy-array later), same for lis
gensim/models/tfidfmodel.py
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| piv_lis[piv_lis==0]=1 | ||
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| diag_mat = sp.spdiags(1./piv_lis, diags=0, m=n_samples, n=n_samples, format='csr') | ||
| piv_norm_vector = diag_mat.dot(np.array(lis)) |
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this is sparse vector?
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menshikh-iv
suggested changes
Mar 6, 2018
gensim/test/test_tfidfmodel.py
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| # Test if pivoted model is consistent | ||
| model = tfidfmodel.TfidfModel(self.corpus, slope=0.5, pivot_norm=True) | ||
| transformed_docs = model.pivoted_normalization([model[docs[0]], model[docs[1]]]) | ||
| expected_docs = [[(8, 0.4682642467547897), |
gensim/models/tfidfmodel.py
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| slope : float, optional | ||
| It is the parameter required by pivoted document length normalization which determines the slope to which | ||
| the `old normalization` can be tilted. | ||
| pivot : int/float, optional |
gensim/test/test_tfidfmodel.py
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| @@ -283,6 +283,35 @@ def TestConsistency(self): | |||
| self.assertTrue(np.allclose(transformed_docs[0], expected_docs[0])) | |||
| self.assertTrue(np.allclose(transformed_docs[1], expected_docs[1])) | |||
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| def testPivotedNormalization(self): | |||
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please add test (load old model with new code, same as for SMART feature)
menshikh-iv
reviewed
Mar 7, 2018
gensim/models/tfidfmodel.py
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| logger.info("You need to explicitly call pivoted_normalization.") | ||
| return vector | ||
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| def pivoted_normalization(self, tfidf_matrix): |
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menshikh-iv
changed the title
TfidfModel. Fix #220gensim.models.TfidfModel. Fix #220
menshikh-iv
suggested changes
Mar 12, 2018
.pytest_cache/v/cache/lastfailed
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| @@ -0,0 +1,7 @@ | |||
| { | |||
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use git add * carefully, please remove this file
gensim/models/tfidfmodel.py
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| @@ -219,7 +222,8 @@ class TfidfModel(interfaces.TransformationABC): | |||
| """ | |||
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| def __init__(self, corpus=None, id2word=None, dictionary=None, wlocal=utils.identity, | |||
| wglobal=df2idf, normalize=True, smartirs=None): | |||
| wglobal=df2idf, normalize=True, smartirs=None, | |||
| pivot_norm=False, slope=0.65, pivot=100): | |||
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I'm not sure about default values here, we really can't reduce it to 2 values (join pivot_norm and pivot)?
gensim/models/tfidfmodel.py
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| It is the parameter required by pivoted document length normalization which determines the slope to which | ||
| the `old normalization` can be tilted. | ||
| pivot : float, optional | ||
| Pivot is the point before which we consider a document to be short and after which the document is |
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too "broad" description, next question will be "what is retrieval and relevence curves" and "how to plot it"
gensim/models/tfidfmodel.py
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| the `old normalization` can be tilted. | ||
| pivot : float, optional | ||
| Pivot is the point before which we consider a document to be short and after which the document is | ||
| considered long. It can be found by plotting the retrieval and relevence curves of a set of documents using |
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also, you can add latex formula here using http://www.sphinx-doc.org/en/master/ext/math.html
menshikh-iv
suggested changes
Mar 12, 2018
gensim/models/tfidfmodel.py
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| It is the parameter required by pivoted document length normalization which determines the slope to which | ||
| the `old normalization` can be tilted. | ||
| pivot : float, optional | ||
| It is the point around which the traditional normalization curve is `tilted` to get the new pivoted |
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Need more detailed description (previous was better, but not complete, right now - this worse that was). Also, you can add link to original paper here too.
Also, what happens if pivot is None (or not None), this didn't mention here.
gensim/models/tfidfmodel.py
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| @@ -273,21 +282,33 @@ def __init__(self, corpus=None, id2word=None, dictionary=None, wlocal=utils.iden | |||
| * `c` - cosine. | |||
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| For more information visit [1]_. | |||
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| slope : float, optional | |||
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This can confuse users, need to mention that works only if pivot set.
| if not hasattr(model, 'pivot'): | ||
| logger.info('older version of %s loaded without pivot arg', cls.__name__) | ||
| logger.info('Setting pivot to None.') | ||
| model.pivot = None |
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I forgot, what's about slope?
| { | ||
| "name": "stderr", | ||
| "output_type": "stream", | ||
| "text": [ |
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Missing introduction part:
- what is it
- related links
- why this can be useful
| }, | ||
| "outputs": [], | ||
| "source": [ | ||
| "newsgroups = fetch_20newsgroups(subset='train',\n", |
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Probably, you forgot about my comment about "test" subset. Please fix this.
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Also, please switch to gensim-data https://github.com/RaRe-Technologies/gensim-data/releases/tag/20-newsgroups
| "source": [ | ||
| "# Sort the document scores by their scores and return a sorted list \n", | ||
| "# of document score and corresponding document lengths.\n", | ||
| "def sortLengthByScore(doc_scores, X_test):\n", |
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no camelCase (only lower-case + _)
| } | ||
| ], | ||
| "source": [ | ||
| "print (len(X_train), len(X_test))" |
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no need to add space between print and (, please check carefully PEP8 in your notebook.
| "outputs": [ | ||
| { | ||
| "data": { | ||
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HjP4D6D+BWk8GSFIHGFeoM4xrJGm9TE1gVNW1wN27FPku4K3Dsh8CTkzyqHaqp+4xSy5J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\nJ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Definitely missing description for barplots + also missed my comment about reducing number of histograms
| "outputs": [ | ||
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| "data": { | ||
| "image/png": 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HjP4D6D+BWk8GSFIHGFeoM4xrJGm9TE1gVNW1wN27FPku4K3Dsh8CTkzyqHaqp+4xSy5J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\nKMmtST46sxpLkqSFZVwhSZKmNbILSWsbsqmnGnYhsQtJG3 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missed conclusion section in notebooks
menshikh-iv
reviewed
Mar 13, 2018
gensim/models/tfidfmodel.py
Outdated
| pivot : float, optional | ||
| It is the point around which the regular normalization curve is `tilted` to get the new pivoted | ||
| normalization curve. In the paper[2] it is the point where the retrieval and relevance curves intersect. | ||
| This parameter along with slope is used for pivoted document length normalization[2]. |
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Please use Some text <http://...>_ references (instead of [123]_), for all references in this file. This will be needed for serious change in documentation building that happens very soon.
| { | ||
| "cells": [ | ||
| { | ||
| "cell_type": "markdown", |
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check PEP8 again please
gensim/matutils.py
Outdated
| Normalized vector in same format as `vec`. | ||
| int | ||
| Normalizing factor. |
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A strange description, better vector length maybe (here and everywhere)?
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@markroxor horaaay 🔥 🔥 🌟, you did it! Congratz! |
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Pivoted normalization for tfidf model fix #220