QInfer/python-qinfer

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src/qinfer/tests/test_metrics.py

Summary

Maintainability
C
1 day
Test Coverage

Similar blocks of code found in 3 locations. Consider refactoring.
Open

    def setUp(self):

        super(TestBayesRisk,self).setUp()
        
        # Set up relevant models.
Severity: Major
Found in src/qinfer/tests/test_metrics.py and 2 other locations - About 2 hrs to fix
src/qinfer/tests/test_metrics.py on lines 96..107
src/qinfer/tests/test_metrics.py on lines 137..148

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 59.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 3 locations. Consider refactoring.
Open

    def setUp(self):

        super(TestInformationGain,self).setUp()
        
        # Set up relevant models.
Severity: Major
Found in src/qinfer/tests/test_metrics.py and 2 other locations - About 2 hrs to fix
src/qinfer/tests/test_metrics.py on lines 52..63
src/qinfer/tests/test_metrics.py on lines 137..148

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 59.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Similar blocks of code found in 3 locations. Consider refactoring.
Open

    def setUp(self):

        super(TestFisherInformation,self).setUp()
        
        # Set up relevant models.
Severity: Major
Found in src/qinfer/tests/test_metrics.py and 2 other locations - About 2 hrs to fix
src/qinfer/tests/test_metrics.py on lines 52..63
src/qinfer/tests/test_metrics.py on lines 96..107

Duplicated Code

Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

Tuning

This issue has a mass of 59.

We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

Refactorings

Further Reading

Blank line contains whitespace
Open

    
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Trailing whitespace
Open

        # The binomial model has a finite number of outcomes. Test the 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Trailing whitespace
Open

    # integrals of simple models (binomialm, poisson, and gaussian) in 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Trailing whitespace
Open

        # The binomial model has a finite number of outcomes. Test the 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

        est_fi = self.binomial_model.fisher_information(TestFisherInformation.BIN_FI_MODELPARAMS,expparams)[0,0]
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

At least two spaces before inline comment
Open

from __future__ import division # Ensures that a/b is always a float.
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Separate inline comments by at least two spaces.

An inline comment is a comment on the same line as a statement.
Inline comments should be separated by at least two spaces from the
statement. They should start with a # and a single space.

Each line of a block comment starts with a # and a single space
(unless it is indented text inside the comment).

Okay: x = x + 1  # Increment x
Okay: x = x + 1    # Increment x
Okay: # Block comment
E261: x = x + 1 # Increment x
E262: x = x + 1  #Increment x
E262: x = x + 1  #  Increment x
E265: #Block comment
E266: ### Block comment

Trailing whitespace
Open

    # integrals of simple models in Mathematica. This test trusts that 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Line too long (84 > 79 characters)
Open

        expparams = self.NMEAS_EXPPARAMS.astype(self.binomial_model.expparams_dtype)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Blank line contains whitespace
Open

        
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

                TestFisherInformation.N_PARTICLES,TestFisherInformation.PRIOR_BETA)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

from qinfer import (BinomialModel,CoinModel,BetaDistribution,DifferentiableBinomialModel)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Trailing whitespace
Open

        # Set up updaters for these models using particle approximations 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Line too long (82 > 79 characters)
Open

    # Calculated in Mathematica, IG for the binomial model and the given expparams
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Missing whitespace after ','
Open

                TestInformationGain.N_PARTICLES,TestInformationGain.PRIOR_BETA)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

        super(TestFisherInformation,self).setUp()
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Blank line contains whitespace
Open

        
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Blank line contains whitespace
Open

    
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Trailing whitespace
Open

#     
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Line too long (84 > 79 characters)
Open

        expparams = self.NMEAS_EXPPARAMS.astype(self.binomial_model.expparams_dtype)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Trailing whitespace
Open

    # Test the implementation of numerical Fisher Information by comparing to 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Line too long (83 > 79 characters)
Open

                TestFisherInformation.N_PARTICLES,TestFisherInformation.PRIOR_BETA)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Missing whitespace after ','
Open

        est_fi = self.binomial_model.fisher_information(TestFisherInformation.BIN_FI_MODELPARAMS,expparams)[0,0]
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Line too long (89 > 79 characters)
Open

from qinfer import (BinomialModel,CoinModel,BetaDistribution,DifferentiableBinomialModel)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Missing whitespace after ','
Open

from qinfer import (BinomialModel,CoinModel,BetaDistribution,DifferentiableBinomialModel)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

                TestBayesRisk.N_PARTICLES,TestBayesRisk.PRIOR_BETA)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

from qinfer.smc import SMCUpdater,SMCUpdaterBCRB
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Trailing whitespace
Open

    # integrals of simple models (binomialm, poisson, and gaussian) in 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

        super(TestInformationGain,self).setUp()
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Blank line contains whitespace
Open

    
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

        p = p[:,np.newaxis]
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Blank line contains whitespace
Open

        
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

        n = expparams.astype(np.float32)[np.newaxis,:]
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Trailing whitespace
Open

    # Test the implementation of numerical information gain by comparing to 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Trailing whitespace
Open

        # The binomial model has a finite number of outcomes. Test the 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

    BIN_FI_MODELPARAMS = np.linspace(0.01,0.99,5)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Continuation line under-indented for visual indent
Open

                TestFisherInformation.N_PARTICLES,TestFisherInformation.PRIOR_BETA)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Continuation lines indentation.

Continuation lines should align wrapped elements either vertically
using Python's implicit line joining inside parentheses, brackets
and braces, or using a hanging indent.

When using a hanging indent these considerations should be applied:
- there should be no arguments on the first line, and
- further indentation should be used to clearly distinguish itself
  as a continuation line.

Okay: a = (\n)
E123: a = (\n    )

Okay: a = (\n    42)
E121: a = (\n   42)
E122: a = (\n42)
E123: a = (\n    42\n    )
E124: a = (24,\n     42\n)
E125: if (\n    b):\n    pass
E126: a = (\n        42)
E127: a = (24,\n      42)
E128: a = (24,\n    42)
E129: if (a or\n    b):\n    pass
E131: a = (\n    42\n 24)

Too many blank lines (2)
Open

    def test_finite_outcomes_fi(self):
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Separate top-level function and class definitions with two blank lines.

Method definitions inside a class are separated by a single blank
line.

Extra blank lines may be used (sparingly) to separate groups of
related functions.  Blank lines may be omitted between a bunch of
related one-liners (e.g. a set of dummy implementations).

Use blank lines in functions, sparingly, to indicate logical
sections.

Okay: def a():\n    pass\n\n\ndef b():\n    pass
Okay: def a():\n    pass\n\n\nasync def b():\n    pass
Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
Okay: default = 1\nfoo = 1
Okay: classify = 1\nfoo = 1

E301: class Foo:\n    b = 0\n    def bar():\n        pass
E302: def a():\n    pass\n\ndef b(n):\n    pass
E302: def a():\n    pass\n\nasync def b(n):\n    pass
E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
E303: def a():\n\n\n\n    pass
E304: @decorator\n\ndef a():\n    pass
E305: def a():\n    pass\na()
E306: def a():\n    def b():\n        pass\n    def c():\n        pass

Line too long (84 > 79 characters)
Open

        exact_risk = a * b / ((a + b) * (a + b + 1) * (a + b + expparams['n_meas']))
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Too many blank lines (2)
Open

    def test_finite_outcomes_ig(self):
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Separate top-level function and class definitions with two blank lines.

Method definitions inside a class are separated by a single blank
line.

Extra blank lines may be used (sparingly) to separate groups of
related functions.  Blank lines may be omitted between a bunch of
related one-liners (e.g. a set of dummy implementations).

Use blank lines in functions, sparingly, to indicate logical
sections.

Okay: def a():\n    pass\n\n\ndef b():\n    pass
Okay: def a():\n    pass\n\n\nasync def b():\n    pass
Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
Okay: default = 1\nfoo = 1
Okay: classify = 1\nfoo = 1

E301: class Foo:\n    b = 0\n    def bar():\n        pass
E302: def a():\n    pass\n\ndef b(n):\n    pass
E302: def a():\n    pass\n\nasync def b(n):\n    pass
E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
E303: def a():\n\n\n\n    pass
E304: @decorator\n\ndef a():\n    pass
E305: def a():\n    pass\na()
E306: def a():\n    def b():\n        pass\n    def c():\n        pass

Missing whitespace after ','
Open

    BIN_FI_MODELPARAMS = np.linspace(0.01,0.99,5)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Trailing whitespace
Open

        # Set up updaters for these models using particle approximations 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Line too long (112 > 79 characters)
Open

        est_fi = self.binomial_model.fisher_information(TestFisherInformation.BIN_FI_MODELPARAMS,expparams)[0,0]
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Blank line contains whitespace
Open

        
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

        assert_almost_equal(est_fi,exact_fi, decimal=3)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Line too long (98 > 79 characters)
Open

from numpy.testing import assert_equal, assert_almost_equal, assert_array_less,assert_approx_equal
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Missing whitespace after ','
Open

from numpy.testing import assert_equal, assert_almost_equal, assert_array_less,assert_approx_equal
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Continuation line under-indented for visual indent
Open

                TestBayesRisk.N_PARTICLES,TestBayesRisk.PRIOR_BETA)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Continuation lines indentation.

Continuation lines should align wrapped elements either vertically
using Python's implicit line joining inside parentheses, brackets
and braces, or using a hanging indent.

When using a hanging indent these considerations should be applied:
- there should be no arguments on the first line, and
- further indentation should be used to clearly distinguish itself
  as a continuation line.

Okay: a = (\n)
E123: a = (\n    )

Okay: a = (\n    42)
E121: a = (\n   42)
E122: a = (\n42)
E123: a = (\n    42\n    )
E124: a = (24,\n     42\n)
E125: if (\n    b):\n    pass
E126: a = (\n        42)
E127: a = (24,\n      42)
E128: a = (24,\n    42)
E129: if (a or\n    b):\n    pass
E131: a = (\n    42\n 24)

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Expected 2 blank lines, found 1
Open

class TestBayesRisk(DerandomizedTestCase):
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Separate top-level function and class definitions with two blank lines.

Method definitions inside a class are separated by a single blank
line.

Extra blank lines may be used (sparingly) to separate groups of
related functions.  Blank lines may be omitted between a bunch of
related one-liners (e.g. a set of dummy implementations).

Use blank lines in functions, sparingly, to indicate logical
sections.

Okay: def a():\n    pass\n\n\ndef b():\n    pass
Okay: def a():\n    pass\n\n\nasync def b():\n    pass
Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
Okay: default = 1\nfoo = 1
Okay: classify = 1\nfoo = 1

E301: class Foo:\n    b = 0\n    def bar():\n        pass
E302: def a():\n    pass\n\ndef b(n):\n    pass
E302: def a():\n    pass\n\nasync def b(n):\n    pass
E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
E303: def a():\n\n\n\n    pass
E304: @decorator\n\ndef a():\n    pass
E305: def a():\n    pass\na()
E306: def a():\n    def b():\n        pass\n    def c():\n        pass

Line too long (116 > 79 characters)
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Expected 2 blank lines, found 1
Open

class TestInformationGain(DerandomizedTestCase):
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Separate top-level function and class definitions with two blank lines.

Method definitions inside a class are separated by a single blank
line.

Extra blank lines may be used (sparingly) to separate groups of
related functions.  Blank lines may be omitted between a bunch of
related one-liners (e.g. a set of dummy implementations).

Use blank lines in functions, sparingly, to indicate logical
sections.

Okay: def a():\n    pass\n\n\ndef b():\n    pass
Okay: def a():\n    pass\n\n\nasync def b():\n    pass
Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
Okay: default = 1\nfoo = 1
Okay: classify = 1\nfoo = 1

E301: class Foo:\n    b = 0\n    def bar():\n        pass
E302: def a():\n    pass\n\ndef b(n):\n    pass
E302: def a():\n    pass\n\nasync def b(n):\n    pass
E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
E303: def a():\n\n\n\n    pass
E304: @decorator\n\ndef a():\n    pass
E305: def a():\n    pass\na()
E306: def a():\n    def b():\n        pass\n    def c():\n        pass

Continuation line under-indented for visual indent
Open

                TestInformationGain.N_PARTICLES,TestInformationGain.PRIOR_BETA)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Continuation lines indentation.

Continuation lines should align wrapped elements either vertically
using Python's implicit line joining inside parentheses, brackets
and braces, or using a hanging indent.

When using a hanging indent these considerations should be applied:
- there should be no arguments on the first line, and
- further indentation should be used to clearly distinguish itself
  as a continuation line.

Okay: a = (\n)
E123: a = (\n    )

Okay: a = (\n    42)
E121: a = (\n   42)
E122: a = (\n42)
E123: a = (\n    42\n    )
E124: a = (24,\n     42\n)
E125: if (\n    b):\n    pass
E126: a = (\n        42)
E127: a = (24,\n      42)
E128: a = (24,\n    42)
E129: if (a or\n    b):\n    pass
E131: a = (\n    42\n 24)

Line too long (84 > 79 characters)
Open

        expparams = self.NMEAS_EXPPARAMS.astype(self.binomial_model.expparams_dtype)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Limit all lines to a maximum of 79 characters.

There are still many devices around that are limited to 80 character
lines; plus, limiting windows to 80 characters makes it possible to
have several windows side-by-side.  The default wrapping on such
devices looks ugly.  Therefore, please limit all lines to a maximum
of 79 characters. For flowing long blocks of text (docstrings or
comments), limiting the length to 72 characters is recommended.

Reports error E501.

Blank line contains whitespace
Open

        
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Expected 2 blank lines, found 1
Open

class TestFisherInformation(DerandomizedTestCase):
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Separate top-level function and class definitions with two blank lines.

Method definitions inside a class are separated by a single blank
line.

Extra blank lines may be used (sparingly) to separate groups of
related functions.  Blank lines may be omitted between a bunch of
related one-liners (e.g. a set of dummy implementations).

Use blank lines in functions, sparingly, to indicate logical
sections.

Okay: def a():\n    pass\n\n\ndef b():\n    pass
Okay: def a():\n    pass\n\n\nasync def b():\n    pass
Okay: def a():\n    pass\n\n\n# Foo\n# Bar\n\ndef b():\n    pass
Okay: default = 1\nfoo = 1
Okay: classify = 1\nfoo = 1

E301: class Foo:\n    b = 0\n    def bar():\n        pass
E302: def a():\n    pass\n\ndef b(n):\n    pass
E302: def a():\n    pass\n\nasync def b(n):\n    pass
E303: def a():\n    pass\n\n\n\ndef b(n):\n    pass
E303: def a():\n\n\n\n    pass
E304: @decorator\n\ndef a():\n    pass
E305: def a():\n    pass\na()
E306: def a():\n    def b():\n        pass\n    def c():\n        pass

Missing whitespace after ','
Open

from qinfer import (BinomialModel,CoinModel,BetaDistribution,DifferentiableBinomialModel)
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Missing whitespace after ','
Open

        super(TestBayesRisk,self).setUp()
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Trailing whitespace
Open

        exact_fi = n/((1-p)*p) 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Trailing whitespace
Open

    # Test the implementation of numerical Bayes Risk by comparing to 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

Missing whitespace after ','
Open

    BINOM_IG = np.array([0.104002,0.189223,0.261496,0.324283,0.379815,0.429613,0.474764,0.516069,0.554138,0.589446])
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Each comma, semicolon or colon should be followed by whitespace.

Okay: [a, b]
Okay: (3,)
Okay: a[1:4]
Okay: a[:4]
Okay: a[1:]
Okay: a[1:4:2]
E231: ['a','b']
E231: foo(bar,baz)
E231: [{'a':'b'}]

Trailing whitespace
Open

        # Set up updaters for these models using particle approximations 
Severity: Minor
Found in src/qinfer/tests/test_metrics.py by pep8

Trailing whitespace is superfluous.

The warning returned varies on whether the line itself is blank,
for easier filtering for those who want to indent their blank lines.

Okay: spam(1)\n#
W291: spam(1) \n#
W293: class Foo(object):\n    \n    bang = 12

There are no issues that match your filters.

Category
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