# General Conventions¶

There are many ways to contribute to Sage including sharing scripts and Sage worksheets that implement new functionality using Sage, improving to the Sage library, or to working on the many underlying libraries distributed with Sage [1]. This guide focuses on editing the Sage library itself.

Sage is not just about gathering together functionality. It is about providing a clear, systematic and consistent way to access a large number of algorithms, in a coherent framework that makes sense mathematically. In the design of Sage, the semantics of objects, the definitions, etc., are informed by how the corresponding objects are used in everyday mathematics.

[1] | See http://www.sagemath.org/links-components.html for a full list of packages shipped with every copy of Sage |

To meet the goal of making Sage easy to read, maintain, and improve, all Python/Cython code that is included with Sage should adhere to the style conventions discussed in this chapter.

## Python Code Style¶

Follow the standard Python formatting rules when writing code for Sage, as explained at the following URLs:

In particular,

Use 4 spaces for indentation levels. Do not use tabs as they can result in indentation confusion. Most editors have a feature that will insert 4 spaces when the tab key is hit. Also, many editors will automatically search/replace leading tabs with 4 spaces.

Whitespace before and after assignment and binary operator of the lowest priority in the expression:

i = i + 1 c = (a+b) * (a-b)

No whitespace before or after the

`=`

sign if it is used for keyword arguments:def complex(real, imag=0.0): return magic(r=real, i=imag)

No whitespace immediately inside parenthesis, brackets, and braces:

spam(ham[1], {eggs: 2}) [i^2 for i in range(3)]

Use all lowercase function names with words separated by underscores. For example, you are encouraged to write Python functions using the naming convention:

def set_some_value(): return 1

Note, however, that some functions do have uppercase letters where it makes sense. For instance, the function for lattice reduction by the LLL algorithm is called

`Matrix_integer_dense.LLL`

.Use CamelCase for class names:

class SomeValue(object): def __init__(self, x): self._x = 1

and factory functions that mimic object constructors, for example

`PolynomialRing`

or:def SomeIdentityValue(x): return SomeValue(1)

## Files and Directory Structure¶

Roughly, the Sage directory tree is layout like this. Note that we use
`SAGE_ROOT`

in the following as a shortcut for the (arbitrary) name
of the directory containing the Sage sources:

```
SAGE_ROOT/
sage # the Sage launcher
Makefile # top level Makefile
build/ # sage's build system
deps
install
...
pkgs/ # install, patch, and metadata from spkgs
src/
setup.py
module_list.py
...
sage/ # sage library (formerly devel/sage-main/sage)
ext/ # extra sage resources (formerly devel/ext-main)
mac-app/ # would no longer have to awkwardly be in extcode
bin/ # the scripts in local/bin that are tracked
upstream/ # tarballs of upstream sources
local/ # installed binaries
```

Python Sage library code goes into `src/`

and uses the following
conventions. Directory names may be plural (e.g. `rings`

) and file
names are almost always singular (e.g. `polynomial_ring.py`

). Note
that the file `polynomial_ring.py`

might still contain definitions
of several different types of polynomial rings.

Note

You are encouraged to include miscellaneous notes, emails, design
discussions, etc., in your package. Make these plain text files
(with extension `.txt`

) in a subdirectory called `notes`

.

If you want to create a new directory in the Sage library
`SAGE_ROOT/src/sage`

(say, `measure_theory`

), that directory
should contain a file `__init__.py`

that contains the single line
`import all`

in addition to whatever
files you want to add (say, `borel_measure.py`

and
`banach_tarski.py`

), and also a file `all.py`

listing imports from
that directory that are important enough to be in the Sage’s global
namespace at startup.
The file `all.py`

might look like this:

```
from borel_measure import BorelMeasure
from banach_tarski import BanachTarskiParadox
```

but it is generally better to use the lazy import framework:

```
from sage.misc.lazy_import import lazy_import
lazy_import('sage.measure_theory.borel_measue', 'BorelMeasure')
lazy_import('sage.measure_theory.banach_tarski', 'BanachTarskiParadox')
```

Then in the file `SAGE_ROOT/src/sage/all.py`

, add a line

```
from sage.measure_theory.all import *
```

Non-Python Sage source code and supporting files should be placed in appropriate
subdirectories of `SAGE_ROOT/src/ext/`

. They will then be automatically
copied to the corresponding subdirectories of `SAGE_ROOT/local/share/sage/ext/`

during the build process and can be accessed at runtime using `SAGE_EXTCODE`

.
For example, if `file`

is placed in `SAGE_ROOT/src/ext/directory/`

it can
be accessed with

```
from sage.env import SAGE_EXTCODE
file = os.path.join(SAGE_EXTCODE, 'directory', 'file')
```

`SAGE_EXTCODE`

is used because not all distributions have `SAGE_ROOT`

.

## Learn by copy/paste¶

For all of the conventions discussed here, you can find many examples
in the Sage library. Browsing through the code is helpful, but so is
searching: the functions `search_src`

, `search_def`

, and
`search_doc`

are worth knowing about. Briefly, from the “sage:”
prompt, `search_src(string)`

searches Sage library code for the
string `string`

. The command `search_def(string)`

does a similar
search, but restricted to function definitions, while
`search_doc(string)`

searches the Sage documentation. See their
docstrings for more information and more options.

## Headings of Sage Library Code Files¶

The top of each Sage code file should follow this format:

```
r"""
<Very short 1-line summary>
<Paragraph description>
AUTHORS:
- YOUR NAME (2005-01-03): initial version
- person (date in ISO year-month-day format): short desc
EXAMPLES::
<Lots and lots of examples>
"""
#*****************************************************************************
# Copyright (C) 2013 YOUR NAME <your email>
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 2 of the License, or
# (at your option) any later version.
# http://www.gnu.org/licenses/
#*****************************************************************************
```

As an example, see `SAGE_ROOT/src/sage/rings/integer.pyx`

which
contains the implementation for \(\ZZ\). The `AUTHORS:`

section is
redundant, the authoritative log for who wrote what is always the git
repository (see the output of `git blame`

). Nevertheless, it is
sometimes useful to have a very rough overview over the history,
especially if a lot of people have been working on that source file.

All code included with Sage must be licensed under the GPLv2+ or a compatible, that is, less restrictive license (e.g. the BSD license).

## Documentation Strings¶

### The docstring of a function: content¶

**Every** function must have a docstring that includes the following
information. You can use the existing functions of Sage as templates.

A

**one-sentence description**of the function.It must be followed by a blank line and end in a period. It describes the function or method’s effect as a command (“Do this”, “Return that”), not as a description like “Returns the pathname ...”.

A

**longer description**.This is optional if the one-sentence description does not need more explanations. (Like “Return the number of vertices.”)

Start with assumptions of the object, if there are any. (“The poset is expected to be ranked.”, if the function raises an exception when called on non-ranked poset.)

Define your terms (“The lexicographic product of G and H is the graph with vertex set ...”) and mention possible aliases (“The tensor product is also known as the categorical product and...”).

An

**INPUT**and an**OUTPUT**block describing the input/output of the function. This is not optional.The INPUT block describes all arguments that the function accepts, and the OUTPUT section describes its expected output.

- The type names should be descriptive, but do not have to represent
the exact Sage/Python types. For example, use “integer” for
anything that behaves like an integer, rather than
`int`

. - Mention the default values of the input arguments when applicable.

Example:

INPUT: - ``p`` -- (default: 2) a positive prime integer OUTPUT: A 5-tuple consisting of integers in this order: 1. the smallest primitive root modulo p 2. the smallest prime primitive root modulo p 3. the largest primitive root modulo p 4. the largest prime primitive root modulo p 5. total number of prime primitive roots modulo p

You can start the OUTPUT block with a dash if you prefer:

OUTPUT: - The plaintext resulting from decrypting the ciphertext ``C`` using the Blum-Goldwasser decryption algorithm.

- The type names should be descriptive, but do not have to represent
the exact Sage/Python types. For example, use “integer” for
anything that behaves like an integer, rather than
An

**EXAMPLES**block for examples. This is not optional.These examples are used for documentation, but they are also tested before each release just like TESTS block.

They should have good coverage of the functionality in question.

A

**SEEALSO**block (highly recommended) with links to related parts of Sage. This helps users find the features that interest them and discover the new ones... SEEALSO:: :ref:`chapter-sage_manuals_links`, :meth:`sage.somewhere.other_useful_method`, :mod:`sage.some.related.module`.

See Hyperlinks for details on how to setup link in Sage.

An

**ALGORITHM**block (optional).It indicates what algorithm and/or what software is used, e.g.

`ALGORITHM: Uses Pari`

. Here’s a longer example with a bibliographical reference:ALGORITHM: The following algorithm is adapted from page 89 of [Nat2000]_. Let `p` be an odd (positive) prime and let `g` be a generator modulo `p`. Then `g^k` is a generator modulo `p` if and only if `\gcd(k, p-1) = 1`. Since `p` is an odd prime and positive, then `p - 1` is even so that any even integer between 1 and `p - 1`, inclusive, is not relatively prime to `p - 1`. We have now narrowed our search to all odd integers `k` between 1 and `p - 1`, inclusive. So now start with a generator `g` modulo an odd (positive) prime `p`. For any odd integer `k` between 1 and `p - 1`, inclusive, `g^k` is a generator modulo `p` if and only if `\gcd(k, p-1) = 1`.

The bibliographical reference should go in Sage’s master bibliography file,

`SAGE_ROOT/src/doc/en/reference/references/index.rst`

:.. [Nat2000] \M. B. Nathanson. Elementary Methods in Number Theory. Springer, 2000.

A

**NOTE**block for tips/tricks (optional)... NOTE:: You should note that this sentence is indented at least 4 spaces. Never use the tab character.

A

**WARNING**block for critical information about your code (optional).For example known situations for which the code breaks, or anything that the user should be aware of.

.. WARNING:: Whenever you edit the Sage documentation, make sure that the edited version still builds. That is, you need to ensure that you can still build the HTML and PDF versions of the updated documentation. If the edited documentation fails to build, it is very likely that you would be requested to change your patch.

A

**TODO**block for future improvements (optional).It can contain disabled doctests to demonstrate the desired feature. Here’s an example of a TODO block:

.. TODO:: Add to ``have_fresh_beers`` an interface with the faster algorithm "Buy a Better Fridge" (BaBF):: sage: have_fresh_beers('Bière de l\'Yvette', algorithm="BaBF") # not implemented Enjoy !

A

**PLOT**block to illustrate with pictures the output of a function.Generate with Sage code an object

`g`

with a`.plot`

method, then call`sphinx_plot(g)`

:.. PLOT:: g = graphs.PetersenGraph() sphinx_plot(g)

A

**REFERENCES**block to list related books or papers (optional).Almost all bibliographic information should be put in the master bibliography file, see below. Citations will then link to the master bibliography where the reader can find the bibliographic details (see below for citation syntax). REFERENCE blocks in individual docstrings are therefore usually not necessary.

Nevertheless, a REFERENCE block can be useful if there are relevant sources which are not explicitly mentioned in the docstring or if the docstring is particularly long. In that case, add the bibliographic information to the master bibliography file, if not already present, and add a reference block to your docstring as follows:

REFERENCES: For more information, see [Str1969]_, or one of the following references: - [Sto2000]_ - [Voe2003]_

Note the trailing underscores which makes the citations into hyperlinks. See below for more about the master bibliography file. For more about citations, see the Sphinx/ReST markup for citations. For links to trac tickets or wikipedia, see Hyperlinks.

A

**TESTS**block (highly recommended).Formatted just like EXAMPLES, containing tests that are not relevant to users. In particular, these blocks are not shown when users ask for help via

`foo?`

: they are stripped by the function`sage.misc.sagedoc.skip_TESTS_block()`

.Special and corner cases, like number zero, one-element group etc. should usually go to this block. This is also right place for most tests of input validation; for example if the function accepts

`direction='up'`

and`direction='down'`

, you can use this block to check that`direction='junk'`

raises an exception.For the purposes of removal, A “TESTS” block is a block starting with “TEST:” or “TESTS:” (or the same with two colons), on a line on its own, and ending with an unindented line (that is, the same level of indentation as “TESTS”) matching one of the following:

- a line which starts with whitespace and then a Sphinx directive of the form ”.. foo:”, optionally followed by other text.
- a line which starts with whitespace and then text of the form “UPPERCASE:”, optionally followed by other text.
- lines which look like a ReST header: one line containing
anything, followed by a line consisting only of whitespace,
followed by a string of hyphens, equal signs, or other
characters which are valid markers for ReST headers:
`- = ` : ' " ~ _ ^ * + # < >`

.

#### Sage’s master **BIBLIOGRAPHY** file¶

All bibliographical references should be stored in the master bibliography file,

`SAGE_ROOT/src/doc/en/reference/references/index.rst`

, in the format.. [Gau1801] \C. F. Gauss, *Disquisitiones Arithmeticae*, 1801. .. [RSA1978] \R. Rivest, A. Shamir, L. Adleman, "A Method for Obtaining Digital Signatures and Public-Key Cryptosystems". Communications of the ACM **21** (February 1978), 120–126. :doi:`10.1145/359340.359342`.The part in brackets is the citation key: given these examples, you could then use

`[Gau1801]_`

in a docstring to provide a link to the first reference. Note the trailing underscore which makes the citation a hyperlink.When possible, the key should have this form: for a single author, use the first three letters of the family name followed by the year; for multiple authors, use the first letter of each of the family names followed by the year. Note that the year should be four digits, not just the last two – Sage already has references from both 1910 and 2010, for example.

When abbreviating the first name of an author in a bibliography listing, be sure to put a backslash in front of it. This ensures that the letter (

`C.`

in the example above) will not be interpreted as a list enumerator.For more about citations, see the Sphinx/ReST markup for citations.

#### Template¶

Use the following template when documenting functions. Note the indentation:

```
def point(self, x=1, y=2):
r"""
Return the point `(x^5,y)`.
INPUT:
- ``x`` -- integer (default: 1) the description of the
argument ``x`` goes here. If it contains multiple lines, all
the lines after the first need to begin at the same indentation
as the backtick.
- ``y`` -- integer (default: 2) the ...
OUTPUT:
The point as a tuple.
.. SEEALSO::
:func:`line`
EXAMPLES:
This example illustrates ...
::
sage: A = ModuliSpace()
sage: A.point(2,3)
xxx
We now ...
::
sage: B = A.point(5,6)
sage: xxx
It is an error to ...::
sage: C = A.point('x',7)
Traceback (most recent call last):
...
TypeError: unable to convert 'r' to an integer
.. NOTE::
This function uses the algorithm of [BCDT2001]_ to determine
whether an elliptic curve `E` over `Q` is modular.
...
TESTS::
sage: A.point(42, 0) # Check for corner case y=0
xxx
"""
<body of the function>
```

The master bibliography file would contain

```
.. [BCDT2001] Breuil, Conrad, Diamond, Taylor,
"Modularity ...."
```

You are strongly encouraged to:

Use LaTeX typesetting (see LaTeX Typesetting).

Liberally describe what the examples do.

Note

There must be a blank line after the example code and before the explanatory text for the next example (indentation is not enough).

Illustrate the exceptions raised by the function with examples (as given above: “It is an error to [..]”, ...)

Include many examples.

They are helpful for the users, and are crucial for the quality and adaptability of Sage. Without such examples, small changes to one part of Sage that break something else might not go seen until much later when someone uses the system, which is unacceptable.

#### Private functions¶

Functions whose names start with an underscore are considered private. They do not appear in the reference manual, and their docstring should not contain any information that is crucial for Sage users. You can make their docstrings be part of the documentation of another method. For example:

```
class Foo(SageObject):
def f(self):
"""
<usual docstring>
.. automethod:: _f
"""
return self._f()
def _f(self):
"""
This would be hidden without the ``.. automethod::``
"""
```

Private functions should contain an EXAMPLES (or TESTS) block.

A special case is the constructor `__init__`

: due to its special
status the `__init__`

docstring is used as the class docstring if
there is not one already. That is, you can do the following:

```
sage: class Foo(SageObject):
....: # no class docstring
....: def __init__(self):
....: """Construct a Foo."""
sage: foo = Foo()
sage: from sage.misc.sageinspect import sage_getdoc
sage: sage_getdoc(foo) # class docstring
'Construct a Foo.\n'
sage: sage_getdoc(foo.__init__) # constructor docstring
'Construct a Foo.\n'
```

### LaTeX Typesetting¶

In Sage’s documentation LaTeX code is allowed and is marked with **backticks or
dollar signs**:

``x^2 + y^2 = 1``

and`$x^2 + y^2 = 1$`

both yield \(x^2 + y^2 = 1\).

**Backslashes:** For LaTeX commands containing backslashes, either use double
backslashes or begin the docstring with a `r"""`

instead of `"""`

. Both of
the following are valid:

```
def cos(x):
"""
Return `\\cos(x)`.
"""
def sin(x):
r"""
Return $\sin(x)$.
"""
```

**MATH block:** This is similar to the LaTeX syntax `\[<math expression>\]`

(or
`$$<math expression>$$`

). For instance:

```
.. MATH::
\sum_{i=1}^{\infty} (a_1 a_2 \cdots a_i)^{1/i}
\leq
e \sum_{i=1}^{\infty} a_i
```

The **aligned** environment works as it does in LaTeX:

```
.. MATH::
\begin{aligned}
f(x) & = x^2 - 1 \\
g(x) & = x^x - f(x - 2)
\end{aligned}
```

When building the PDF documentation, everything is translated to LaTeX
and each MATH block is automatically wrapped in a math environment –
in particular, it is turned into ```
\begin{gather} block
\end{gather}
```

. So if you want to use a LaTeX environment (like
`align`

) which in ordinary LaTeX would not be wrapped like this, you
must add a **:nowrap:** flag to the MATH mode. See also Sphinx’s
documentation for math blocks.

```
.. MATH::
:nowrap:
\begin{align}
1+...+n &= n(n+1)/2\\
&= O(n^2)\\
\end{tabular}
```

**Readability balance:** in the interactive console, LaTeX formulas contained in
the documentation are represented by their LaTeX code (with
backslashes stripped). In this situation `\\frac{a}{b}`

is less readable than `a/b`

or `a b^{-1}`

(some users may not even know LaTeX code). Make it pleasant for
everybody as much as you can manage.

**Commons rings** \((\Bold{Z},\Bold{N},...)\): The Sage LaTeX style is to typeset
standard rings and fields using the locally-defined macro `\\Bold`

(e.g. `\\Bold{Z}`

gives \(\Bold{Z}\)).

**Shortcuts** are available which preserve readability, e.g. `\\ZZ`

(\(\ZZ\)),
`\\RR`

(\(\RR\)), `\\CC`

(\(\CC\)), and `\\QQ`

(\(\QQ\)). They appear as
LaTeX-formatted `\\Bold{Z}`

in the html manual, and as `Z`

in the
interactive help. Other examples: `\\GF{q}`

(\(\GF{q}\)) and `\\Zmod{p}`

(\(\Zmod{p}\)).

See the file `SAGE_ROOT/src/sage/misc/latex_macros.py`

for a full list and
for details about how to add more macros.

### Writing Testable Examples¶

The examples from Sage’s documentation have a double purpose:

- They provide
**illustrations**of the code’s usage to the users - They are
**tests**that are checked before each release, helping us avoid new bugs.

All new doctests added to Sage should **pass all tests** (see
Running Sage’s doctests), i.e. running `sage -t your_file.py`

should not
give any error messages. Below are instructions about how doctests should be
written.

**What doctests should test:**

**Interesting examples**of what the function can do. This will be the most helpful to a lost user. It is also the occasion to check famous theorems (just in case):sage: is_prime(6) # 6 is not prime False sage: 2 * 3 # and here is a proof 6

All

**meaningful combinations**of input arguments. For example a function may accept an`algorithm="B"`

argument, and doctests should involve both`algorithm="A"`

and`algorithm="B"`

.**Corner cases:**the code should be able to handle a 0 input, or an empty set, or a null matrix, or a null function, ... All corner cases should be checked, as they are the most likely to be broken, now or in the future. This probably belongs to the TESTS block (see The docstring of a function: content).**Systematic tests**of all small-sized inputs, or tests of**random**instances if possible.Note

Note that

**TestSuites**are an automatic way to generate some of these tests in specific situations. See`SAGE_ROOT/src/sage/misc/sage_unittest.py`

.

**The syntax:**

**Environment:**doctests should work if you copy/paste them in Sage’s interactive console. For example, the function`AA()`

in the file`SAGE_ROOT/src/sage/algebras/steenrod/steenrod_algebra.py`

includes an EXAMPLES block containing the following:sage: from sage.algebras.steenrod.steenrod_algebra import AA as A sage: A() mod 2 Steenrod algebra, milnor basis

Sage does not know about the function

`AA()`

by default, so it needs to be imported before it is tested. Hence the first line in the example.**Preparsing:**As in Sage’s console, \(4/3\) returns \(4/3\) and not \(1\) as in Python 2.7. Testing occurs with full Sage preparsing of input within the standard Sage shell environment, as described in Sage Preparsing.**Writing files:**If a test outputs to a file, the file should be a temporary file. Use`tmp_filename()`

to get a temporary filename, or`tmp_dir()`

to get a temporary directory. An example from`SAGE_ROOT/src/sage/plot/graphics.py`

):sage: plot(x^2 - 5, (x, 0, 5), ymin=0).save(tmp_filename(ext='.png'))

**Multiline doctests:**You may write tests that span multiple lines, using the line continuation marker`....:`

sage: for n in srange(1,10): ....: if n.is_prime(): ....: print(n) 2 3 5 7

**Split long lines:**You may want to split long lines of code with a backslash. Note: this syntax is non-standard and may be removed in the future:sage: n = 123456789123456789123456789\ ....: 123456789123456789123456789 sage: n.is_prime() False

**Doctests flags:**flags are available to change the behaviour of doctests: see Special Markup to Influence Tests.

### Special Markup to Influence Tests¶

Overly complicated output in the example code can be shortened
by an ellipsis marker `...`

:

```
sage: [ZZ(n).ordinal_str() for n in range(25)]
['0th',
'1st',
'2nd',
'3rd',
'4th',
'5th',
...
'21st',
'22nd',
'23rd',
'24th']
sage: ZZ('sage')
Traceback (most recent call last):
...
TypeError: unable to convert 'sage' to an integer
```

On the proper usage of the ellipsis marker, see Python’s documentation.

There are a number of magic comments that you can put into the example code that change how the output is verified by the Sage doctest framework. Here is a comprehensive list:

**random:**The line will be executed, but its output will not be checked with the output in the documentation string:sage: c = CombinatorialObject([1,2,3]) sage: hash(c) # random 1335416675971793195 sage: hash(c) # random This doctest passes too, as the output is not checked

However, most functions generating pseudorandom output do not need this tag since the doctesting framework guarantees the state of the pseudorandom number generators (PRNGs) used in Sage for a given doctest.

When possible, avoid the problem, e.g.: rather than checking the value of the hash in a doctest, one could illustrate successfully using it as a key in a dict.

**long time:**The line is only tested if the`--long`

option is given, e.g.`sage -t --long f.py`

.Use it for doctests that take more than a second to run. No example should take more than about 30 seconds:

sage: E = EllipticCurve([0, 0, 1, -1, 0]) sage: E.regulator() # long time (1 second) 0.0511114082399688

**tol**or**tolerance:**The numerical values returned by the line are only verified to the given tolerance. It is useful when the output is subject to numerical noise due to system-dependent (floating point arithmetic, math libraries, ...) or non-deterministic algorithms.- This may be prefixed by
`abs[olute]`

or`rel[ative]`

to specify whether to measure**absolute**or**relative**error (see the Wikipedia article Approximation_error). - If none of
`abs/rel`

is specified, the error is considered to be`absolute`

when the expected value is**zero**, and is`relative`

for**nonzero**values.

sage: n(pi) # abs tol 1e-9 3.14159265358979 sage: n(pi) # rel tol 2 6 sage: n(pi) # abs tol 1.41593 2 sage: K.<zeta8> = CyclotomicField(8) sage: N(zeta8) # absolute tolerance 1e-10 0.7071067812 + 0.7071067812*I

**Multiple numerical values:**the representation of complex numbers, matrices, or polynomials usually involves several numerical values. If a doctest with tolerance contains several numbers, each of them is checked individually:sage: print("The sum of 1 and 1 equals 5") # abs tol 1 The sum of 2 and 2 equals 4 sage: e^(i*pi/4).n() # rel tol 1e-1 0.7 + 0.7*I sage: ((x+1.001)^4).expand() # rel tol 2 x^4 + 4*x^3 + 6*x^2 + 4*x + 1 sage: M = matrix.identity(3) + random_matrix(RR,3,3)/10^3 sage: M^2 # abs tol 1e-2 [1 0 0] [0 1 0] [0 0 1]

The values that the doctesting framework involves in the error computations are defined by the regular expression

`float_regex`

in`sage.doctest.parsing`

.- This may be prefixed by
**not implemented**or**not tested:**The line is never tested.Use it for very long doctests that are only meant as documentation. It can also be used for todo notes of what will eventually be implemented:

sage: factor(x*y - x*z) # todo: not implemented

It is also immediately clear to the user that the indicated example does not currently work.

Note

Skip all doctests of a file/directory

**file:**If one of the first 10 lines of a file starts with any of`r""" nodoctest`

(or`""" nodoctest`

or`# nodoctest`

or`% nodoctest`

or`.. nodoctest`

, or any of these with different spacing), then that file will be skipped.**directory:**If a directory contains a file`nodoctest.py`

, then that whole directory will be skipped.

Neither of this applies to files or directories which are explicitly given as command line arguments: those are always tested.

**optional:**A line flagged with`optional - keyword`

is not tested unless the`--optional=keyword`

flag is passed to`sage -t`

(see Run Optional Tests). The main applications are:**optional packages:**When a line requires an optional package to be installed (e.g. the`sloane_database`

package):sage: SloaneEncyclopedia[60843] # optional - sloane_database

**internet:**For lines that require an internet connection:sage: sloane_sequence(60843) # optional - internet

**bug:**For lines that describe bugs. Alternatively, use`# known bug`

instead: it is an alias for`optional bug`

.The following should yield 4. See :trac:`2`. :: sage: 2+2 # optional: bug 5 sage: 2+2 # known bug 5

Note

- Any words after
`# optional`

are interpreted as a list of package names, separated by spaces. - Any punctuation (periods, commas, hyphens, semicolons, ...) after the
first word ends the list of packages. Hyphens or colons between the
word
`optional`

and the first package name are allowed. Therefore, you should not write`optional: needs package CHomP`

but simply`optional: CHomP`

. - Optional tags are case-insensitive, so you could also write
`optional: chOMP`

.

**indirect doctest:**in the docstring of a function`A(...)`

, a line calling`A`

and in which the name`A`

does not appear should have this flag. This prevents`sage --coverage <file>`

from reporting the docstring as “not testing what it should test”.Use it when testing special functions like

`__repr__`

,`__add__`

, etc. Use it also when you test the function by calling`B`

which internally calls`A`

:This is the docstring of an ``__add__`` method. The following example tests it, but ``__add__`` is not written anywhere:: sage: 1+1 # indirect doctest 2

**32-bit**or**64-bit:**for tests that behave differently on 32-bit or 64-bit machines. Note that this particular flag is to be applied on the**output**lines, not the input lines:sage: hash(-920390823904823094890238490238484) -873977844 # 32-bit 6874330978542788722 # 64-bit

Using `search_src`

from the Sage prompt (or `grep`

), one can
easily find the aforementioned keywords. In the case of ```
todo: not
implemented
```

, one can use the results of such a search to direct
further development on Sage.

## Running Automated Tests¶

This section describes Sage’s automated testing of test files of the
following types: `.py`

, `.pyx`

, `.sage`

, `.rst`

. Briefly, use
`sage -t <file>`

to test that the examples in `<file>`

behave
exactly as claimed. See the following subsections for more
details. See also Documentation Strings for a discussion on how to
include examples in documentation strings and what conventions to
follow. The chapter Running Sage’s doctests contains a tutorial on
doctesting modules in the Sage library.

### Testing .py, .pyx and .sage Files¶

Run `sage -t <filename.py>`

to test all code examples in
`filename.py`

. Similar remarks apply to `.sage`

and `.pyx`

files:

```
sage -t [--verbose] [--optional] [files and directories ... ]
```

The Sage doctesting framework is based on the standard Python doctest
module, but with many additional features (such as parallel testing,
timeouts, optional tests). The Sage doctester recognizes `sage:`

prompts as well as `>>>`

prompts. It also preparses the doctests,
just like in interactive Sage sessions.

Your file passes the tests if the code in it will run when entered
at the `sage:`

prompt with no extra imports. Thus users are
guaranteed to be able to exactly copy code out of the examples you
write for the documentation and have them work.

For more information, see Running Sage’s doctests.

### Testing ReST Documentation¶

Run `sage -t <filename.rst>`

to test the examples in verbatim
environments in ReST documentation.

Of course in ReST files, one often inserts explanatory texts between
different verbatim environments. To link together verbatim
environments, use the `.. link`

comment. For example:

```
EXAMPLES::
sage: a = 1
Next we add 1 to ``a``.
.. link::
sage: 1 + a
2
```

If you want to link all the verbatim environments together, you can
put `.. linkall`

anywhere in the file, on a line by itself. (For
clarity, it might be best to put it near the top of the file.) Then
`sage -t`

will act as if there were a `.. link`

before each
verbatim environment. The file
`SAGE_ROOT/src/doc/en/tutorial/interfaces.rst`

contains a
`.. linkall`

directive, for example.

You can also put `.. skip`

right before a verbatim environment to
have that example skipped when testing the file. This goes in the
same place as the `.. link`

in the previous example.

See the files in `SAGE_ROOT/src/doc/en/tutorial/`

for many
examples of how to include automated testing in ReST documentation for
Sage.

## General Coding Style Regarding Whitespace¶

Use spaces instead of tabs for indentation. The only exception is for makefiles, in which tabs have a syntactic meaning different from spaces.

Do not add trailing whitespace.

Sage provides editor configuration for Emacs, using the file
`.dir-locals.el`

, to use spaces instead of tabs. Regarding trailing
whitespace, see https://www.emacswiki.org/emacs/DeletingWhitespace
for various solutions.

If you use another editor, we recommend to configure it so you do not add tabs to files.

## The Pickle Jar¶

Sage maintains a pickle jar at
`SAGE_ROOT/src/ext/pickle_jar/pickle_jar.tar.bz2`

which is a tar
file of “standard” pickles created by `sage`

. This pickle jar is
used to ensure that sage maintains backward compatibility by
having `sage.structure.sage_object.unpickle_all()`

check that
`sage`

can always unpickle all of the pickles in the pickle jar as
part of the standard doc testing framework.

Most people first become aware of the pickle_jar when their patch breaks the unpickling of one of the “standard” pickles in the pickle jar due to the failure of the doctest:

```
sage -t src/sage/structure/sage_object.pyx
```

When this happens an error message is printed which contains the following hints for fixing the uneatable pickle:

```
----------------------------------------------------------------------
** This error is probably due to an old pickle failing to unpickle.
** See sage.structure.sage_object.register_unpickle_override for
** how to override the default unpickling methods for (old) pickles.
** NOTE: pickles should never be removed from the pickle_jar!
----------------------------------------------------------------------
```

For more details about how to fix unpickling errors in the pickle jar
see `sage.structure.sage_object.register_unpickle_override()`

Warning

Sage’s pickle jar helps to ensure backward compatibility in sage. Pickles
should **only** be removed from the pickle jar after the corresponding
objects have been properly deprecated. Any proposal to remove pickles
from the pickle jar should first be discussed on sage-devel.

## Global Options¶

Global options for classes can be defined in Sage using
`GlobalOptions`

.

## Miscellanous minor things¶

Some decisions are arbitrary, but common conventions make life easier.

Non-ASCII names in identifiers:

- Translate
*ä*and*ö*to*ae*and*oe*, like`moebius_function`

for Möbius function. - Translate
*á*to*a*, like`lovasz_number`

for Lovász number.

- Translate
Common function keyword arguments:

This is a list of some keyword arguments that many functions and methods take. For consistency, you should use the keywords from the list below with the meaning as explained here. Do not use a different keyword with the same meaning (for example, do not use

`method`

; use`algorithm`

instead).`algorithm`

, a string or`None`

: choose between various implementation or algorithm. Use`None`

as a default that selects a sensible default, which could depend on installed optional packages.`certificate`

, a Boolean with`False`

as default: whether the function should return some kind of certificate together with the result. With`certificate=True`

the return value should be a pair \((r, c)\) where \(r\) is the result that would be given with`certificate=False`

and \(c\) is the certificate or`None`

if there is no meaningfull certificate.`proof`

, a Boolean with`True`

as default: if`True`

, require a mathematically proven computation. If`False`

, a probabilistic algorithm or an algorithm relying to non-proved hypothesis like RH can be used.`check`

, a Boolean: do some additional checks to verify the input parameters. This should not otherwise influence the functioning of the code: if code works with`check=True`

, it should also work with`check=False`

.`coerce`

, a Boolean: convert the input parameters to a suitable parent. This is typically used in constructors. You can call a method with`coerce=False`

to skip some checks if the parent is known to be correct.`inplace`

, a Boolean: whether to modify the object in-place or to return a copy.