_PLSA() - Code Metrics - ContinuumIO/topik - Measure and Improve Code Quality continuously with Scrutinizer

_PLSA() D
last analyzed 2016-04-26 18:00 UTC

↳ Parent: Project

Complexity

Conditions

Size

Total Lines

Duplication

Lines	0
Ratio	0 %

Metric	Value
dl	0
loc	24
rs	4.3478
cc	8

# -*- coding: utf-8 -*-
class SomeClass:
    def some_method(self):
        """Do x and return foo."""

import logging

import numpy as np

from .base_model_output import ModelOutput
from ._registry import register

logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s',
                    level=logging.WARNING)



def _rand_mat(rows, cols):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    out = np.random.random((rows, cols))
    for row in out:
        row /= row.sum()
    return out


def _cal_p_dw(words_in_docs, word_cts_in_docs, topic_array, zw, dz, beta, p_dw):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    for (d, doc_id, words) in words_in_docs:

        p_dw[d, words] = (word_cts_in_docs[doc_id] * (zw[:, words]*np.expand_dims(dz[d, :], 1))**beta).sum(axis=0)
    return p_dw


def _e_step(words_in_docs, dw_z, topic_array, zw, dz, beta, p_dw):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    for (d, _, words) in words_in_docs:

        dw_z[d, words, :] = ((zw[:, words].T * dz[d, :]) ** beta) / np.expand_dims(p_dw[d, words], 1)
    return dw_z


def _m_step(words_in_docs, word_cts_in_docs, topic_array, zw, dw_z, dz):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    zw[:] = 0
    for (d, doc_id, words) in words_in_docs:

        zw[:, words] += word_cts_in_docs[doc_id]*dw_z[d, words].T
    # normalize by sum of topic word weights
    zw /= np.expand_dims(zw.sum(axis=1), 1)
    for (d, doc_id, words) in words_in_docs:

        dz[d] = (word_cts_in_docs[doc_id] * dw_z[d, words].T).sum(axis=1)
    dz /= np.expand_dims(dz.sum(axis=1), 1)
    return zw, dz


def _cal_likelihood(words_in_docs, word_cts_in_docs, p_dw):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    likelihood = 0
    for (d, doc_id, words) in words_in_docs:

        likelihood += sum(word_cts_in_docs[doc_id] * np.log(p_dw[d][words]))
    return likelihood


def _get_topic_term_matrix(zw, ntopics, id_term_map):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    labeled_zw = {"topic"+str(topicno): zw[topicno].tolist() for topicno in range(ntopics)}

    return labeled_zw


def _get_doc_topic_matrix(dz, ntopics, vectorized_corpus):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    labeled_dz = {doc_id: dz[i].tolist() for i, (doc_id, vector) in enumerate(vectorized_corpus.get_vectors())}

    return labeled_dz


def _PLSA(vectorized_corpus, ntopics, max_iter):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    cur = 0
    topic_array = np.arange(ntopics, dtype=np.int32)

    # topic-word matrix
    zw = _rand_mat(ntopics, vectorized_corpus.global_term_count)

    # document-topic matrix
    dz = _rand_mat(len(vectorized_corpus), ntopics)

    dw_z = np.zeros((len(vectorized_corpus), vectorized_corpus.global_term_count, ntopics))
    p_dw = np.zeros((len(vectorized_corpus), vectorized_corpus.global_term_count))
    beta = 0.8
    words_in_docs = [(id, doc_id, [word_id for word_id, _ in doc.items()])

                     for id, (doc_id, doc) in enumerate(vectorized_corpus.get_vectors())]

    word_cts_in_docs = {doc_id: [ct for _, ct in doc.items()] for doc_id, doc in vectorized_corpus.get_vectors()}

    for i in range(max_iter):

        p_dw = _cal_p_dw(words_in_docs, word_cts_in_docs, topic_array, zw, dz, beta, p_dw)
        dw_z = _e_step(words_in_docs, dw_z, topic_array, zw, dz, beta, p_dw)
        zw, dz = _m_step(words_in_docs, word_cts_in_docs, topic_array, zw, dw_z, dz)

        likelihood = _cal_likelihood(words_in_docs, word_cts_in_docs, p_dw)
        if cur != 0 and abs((likelihood-cur)/cur) < 1e-8:
            break
        cur = likelihood
    topic_term_matrix = _get_topic_term_matrix(zw, ntopics, vectorized_corpus.id_term_map)
    doc_topic_matrix = _get_doc_topic_matrix(dz, ntopics, vectorized_corpus)
    return topic_term_matrix, doc_topic_matrix

@register

def plsa(vectorized_corpus, ntopics, max_iter=100, **kwargs):
class SomeClass:
    def some_method(self):
        """Do x and return foo."""
    return ModelOutput(vectorized_corpus=vectorized_corpus, model_func=_PLSA, ntopics=ntopics, max_iter=max_iter, **kwargs)





1			# -- coding: utf-8 --
			0 ignored issues – show Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This module should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history...
2
3			import logging
4
5			import numpy as np
6
7			from .base_model_output import ModelOutput
8			from ._registry import register
9
10			logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s',
11			level=logging.WARNING)
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `logging` does not seem to be defined. Loading history...
12
13
14			def _rand_mat(rows, cols):
			0 ignored issues – show Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history...
15			out = np.random.random((rows, cols))
16			for row in out:
17			row /= row.sum()
18			return out
19
20
21			def _cal_p_dw(words_in_docs, word_cts_in_docs, topic_array, zw, dz, beta, p_dw):
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `zw` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `dz` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history... Unused Code introduced 2015-11-23 23:00 UTC by Report Bug Copy Issue Report The argument `topic_array` seems to be unused. Loading history...
22			for (d, doc_id, words) in words_in_docs:
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `d` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
23			p_dw[d, words] = (word_cts_in_docs[doc_id] * (zw[:, words]np.expand_dims(dz[d, :], 1))*beta).sum(axis=0)
24			return p_dw
25
26
27			def _e_step(words_in_docs, dw_z, topic_array, zw, dz, beta, p_dw):
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `zw` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `dz` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history... Unused Code introduced 2015-11-23 23:00 UTC by Report Bug Copy Issue Report The argument `topic_array` seems to be unused. Loading history...
28			for (d, _, words) in words_in_docs:
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `d` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
29			dw_z[d, words, :] = ((zw[:, words].T * dz[d, :]) ** beta) / np.expand_dims(p_dw[d, words], 1)
30			return dw_z
31
32
33			def _m_step(words_in_docs, word_cts_in_docs, topic_array, zw, dw_z, dz):
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `zw` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `dz` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history... Unused Code introduced 2015-11-23 23:00 UTC by Report Bug Copy Issue Report The argument `topic_array` seems to be unused. Loading history...
34			zw[:] = 0
35			for (d, doc_id, words) in words_in_docs:
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 23:00 UTC by Report Bug Copy Issue Report The name `d` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
36			zw[:, words] += word_cts_in_docs[doc_id]*dw_z[d, words].T
37			# normalize by sum of topic word weights
38			zw /= np.expand_dims(zw.sum(axis=1), 1)
39			for (d, doc_id, words) in words_in_docs:
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `d` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
40			dz[d] = (word_cts_in_docs[doc_id] * dw_z[d, words].T).sum(axis=1)
41			dz /= np.expand_dims(dz.sum(axis=1), 1)
42			return zw, dz
43
44
45			def _cal_likelihood(words_in_docs, word_cts_in_docs, p_dw):
			0 ignored issues – show Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history...
46			likelihood = 0
47			for (d, doc_id, words) in words_in_docs:
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 23:00 UTC by Report Bug Copy Issue Report The name `d` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
48			likelihood += sum(word_cts_in_docs[doc_id] * np.log(p_dw[d][words]))
49			return likelihood
50
51
52			def _get_topic_term_matrix(zw, ntopics, id_term_map):
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `zw` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history... Unused Code introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The argument `id_term_map` seems to be unused. Loading history...
53			labeled_zw = {"topic"+str(topicno): zw[topicno].tolist() for topicno in range(ntopics)}
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `topicno` does not seem to be defined. Loading history...
54			return labeled_zw
55
56
57			def _get_doc_topic_matrix(dz, ntopics, vectorized_corpus):
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `dz` does not conform to the argument naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history... Unused Code introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The argument `ntopics` seems to be unused. Loading history...
58			labeled_dz = {doc_id: dz[i].tolist() for i, (doc_id, vector) in enumerate(vectorized_corpus.get_vectors())}
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `vector` does not seem to be defined. Loading history... Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `i` does not seem to be defined. Loading history... Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `doc_id` does not seem to be defined. Loading history...
59			return labeled_dz
60
61
62			def _PLSA(vectorized_corpus, ntopics, max_iter):
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `_PLSA` does not conform to the function naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history...
63			cur = 0
64			topic_array = np.arange(ntopics, dtype=np.int32)
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `np` does not seem to be defined. Loading history...
65			# topic-word matrix
66			zw = _rand_mat(ntopics, vectorized_corpus.global_term_count)
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `zw` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
67			# document-topic matrix
68			dz = _rand_mat(len(vectorized_corpus), ntopics)
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `dz` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
69			dw_z = np.zeros((len(vectorized_corpus), vectorized_corpus.global_term_count, ntopics))
70			p_dw = np.zeros((len(vectorized_corpus), vectorized_corpus.global_term_count))
71			beta = 0.8
72			words_in_docs = [(id, doc_id, [word_id for word_id, _ in doc.items()])
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `word_id` does not seem to be defined. Loading history... Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `id` does not seem to be defined. Loading history... Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `_` does not seem to be defined. Loading history... Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `doc_id` does not seem to be defined. Loading history...
73			for id, (doc_id, doc) in enumerate(vectorized_corpus.get_vectors())]
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `doc` does not seem to be defined. Loading history...
74			word_cts_in_docs = {doc_id: [ct for _, ct in doc.items()] for doc_id, doc in vectorized_corpus.get_vectors()}
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `ct` does not seem to be defined. Loading history...
75			for i in range(max_iter):
			0 ignored issues – show Unused Code introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The variable `i` seems to be unused. Loading history...
76			p_dw = _cal_p_dw(words_in_docs, word_cts_in_docs, topic_array, zw, dz, beta, p_dw)
77			dw_z = _e_step(words_in_docs, dw_z, topic_array, zw, dz, beta, p_dw)
78			zw, dz = _m_step(words_in_docs, word_cts_in_docs, topic_array, zw, dw_z, dz)
			0 ignored issues – show Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `zw` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history... Coding Style Naming introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report The name `dz` does not conform to the variable naming conventions (`[a-z_][a-z0-9_]{2,30}$`). This check looks for invalid names for a range of different identifiers. You can set regular expressions to which the identifiers must conform if the defaults do not match your requirements. If your project includes a Pylint configuration file, the settings contained in that file take precedence. To find out more about Pylint, please refer to their site. Loading history...
79			likelihood = _cal_likelihood(words_in_docs, word_cts_in_docs, p_dw)
80			if cur != 0 and abs((likelihood-cur)/cur) < 1e-8:
81			break
82			cur = likelihood
83			topic_term_matrix = _get_topic_term_matrix(zw, ntopics, vectorized_corpus.id_term_map)
84			doc_topic_matrix = _get_doc_topic_matrix(dz, ntopics, vectorized_corpus)
85			return topic_term_matrix, doc_topic_matrix
86
87			@register
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `register` does not seem to be defined. Loading history...
88			def plsa(vectorized_corpus, ntopics, max_iter=100, **kwargs):
			0 ignored issues – show Coding Style introduced 2015-11-23 14:51 UTC by Report Bug Copy Issue Report This function should have a docstring. The coding style of this project requires that you add a docstring to this code element. Below, you find an example for methods: class SomeClass: def some_method(self): """Do x and return foo.""" If you would like to know more about docstrings, we recommend to read PEP-257: Docstring Conventions. Loading history...
89			return ModelOutput(vectorized_corpus=vectorized_corpus, model_func=_PLSA, ntopics=ntopics, max_iter=max_iter, **kwargs)
			0 ignored issues – show Comprehensibility Best Practice introduced 2016-04-26 18:00 UTC by Report Bug Copy Issue Report The variable `kwargs` does not seem to be defined. Loading history...
90
91
92

ContinuumIO / topik

_PLSA() D last analyzed 2016-04-26 18:00 UTC

Complexity

Size

Duplication

Duplication Side-by-Side

Filter issues like

_PLSA() D
last analyzed 2016-04-26 18:00 UTC