A code coverage diff tool for Cobertura reports.
pycobertura is a generic Cobertura
report parser. It was also designed to help prevent code coverage from
decreasing with the pycobertura diff command: any line changed should be
tested and uncovered changes should be clearly visible without letting legacy
uncovered code get in the way so developers can focus solely on their changes.
Features:
- show coverage summary of a cobertura file
- output in plain text or HTML
- compare two cobertura files and show changes in coverage
- colorized diff output
- diff exit status of non-zero if coverage worsened or if any changes were left uncovered
- fail based on uncovered lines rather than on decrease of coverage rate (see why)
NOTE: The API is unstable any may be subject to changes until it reaches 1.0.
pip install pycoberturapycobertura provides a command line interface pycobertura to report on coverage files.
Alternatively, pycobertura can also be invoked as a module with python -m pycobertura, see PEP 338.
Different help screens are available depending on what you need help about.
$ pycobertura --help
Usage: pycobertura [OPTIONS] COMMAND [ARGS]...
Options:
--help Show this message and exit.
Commands:
diff The diff command compares and shows the changes between two...
show show coverage summary of a Cobertura reportpycobertura show --helppycobertura diff --helpThe show command displays the report summary of a coverage file.
$ pycobertura show coverage.xml
Filename Stmts Miss Cover Missing
------------------------- ------- ------ ------- ---------
pycobertura/__init__.py 1 0 100.00%
pycobertura/cli.py 18 0 100.00%
pycobertura/cobertura.py 93 0 100.00%
pycobertura/reporters.py 129 0 100.00%
pycobertura/utils.py 12 0 100.00%
TOTAL 253 0 100.00%NOTE: For the csv format we chose as default delimiter the semicolon, because the common is used internally in the "Missing" column, therefore the "," delimiter might lead to problems when rendering the csv in an editor.
$ pycobertura show --format csv coverage.xml --delimiter ";"
Filename;Stmts;Miss;Cover;Missing
pycobertura/__init__.py;2;0;100.00%;
pycobertura/cli.py;132;88;33.33%;274-3758
pycobertura/cobertura.py;216;35;83.80%;423, 648-696
pycobertura/filesystem.py;91;6;93.41%;343-625
pycobertura/reporters.py;214;110;48.60%;291, 295-3284
pycobertura/utils.py;122;15;87.70%;38, 262-486
pycobertura/templates/__init__.py;0;0;100.00%;
pycobertura/templates/filters.py;17;10;41.18%;261-544
TOTAL;794;264;66.75%;$ pycobertura show --format markdown coverage.xml
| Filename | Stmts | Miss | Cover | Missing |
|-----------------------------------|---------|--------|---------|--------------------|
| pycobertura/__init__.py | 2 | 0 | 100.00% | |
| pycobertura/cli.py | 132 | 88 | 33.33% | 274-3758 |
| pycobertura/cobertura.py | 216 | 35 | 83.80% | 423, 648-696 |
| pycobertura/filesystem.py | 91 | 6 | 93.41% | 343-625 |
| pycobertura/reporters.py | 222 | 114 | 48.65% | 286, 290, 331-4065 |
| pycobertura/utils.py | 122 | 15 | 87.70% | 38, 262-486 |
| pycobertura/templates/__init__.py | 0 | 0 | 100.00% | |
| pycobertura/templates/filters.py | 17 | 10 | 41.18% | 261-544 |
| TOTAL | 802 | 268 | 66.58% | |The following is a screenshot of the HTML version of another coverage file which also include the source code with highlighted source code to indicate whether lines were covered (green) or not (red).
pycobertura show --format html --output coverage.html coverage.xml
The following shows how to generate a JSON version of another coverage file.
$ pycobertura show --format json --output coverage.json tests/cobertura.xml
{
"files": [
{
"Filename": "Main.java",
"Stmts": 15,
"Miss": 0,
"Cover": "100.00%",
"Missing": ""
},
{
"Filename": "search/BinarySearch.java",
"Stmts": 12,
"Miss": 1,
"Cover": "91.67%",
"Missing": "24"
},
{
"Filename": "search/ISortedArraySearch.java",
"Stmts": 0,
"Miss": 0,
"Cover": "100.00%",
"Missing": ""
},
{
"Filename": "search/LinearSearch.java",
"Stmts": 7,
"Miss": 2,
"Cover": "71.43%",
"Missing": "19-24"
}
],
"total": {
"Filename": "TOTAL",
"Stmts": 34,
"Miss": 3,
"Cover": "90.00%"
}
}$ pycobertura show --format yaml --output coverage.yaml tests/cobertura.xml
files:
- Filename: Main.java
Stmts: 15
Miss: 0
Cover: 100.00%
Missing: ''
- Filename: search/BinarySearch.java
Stmts: 12
Miss: 1
Cover: 91.67%
Missing: '24'
- Filename: search/ISortedArraySearch.java
Stmts: 0
Miss: 0
Cover: 100.00%
Missing: ''
- Filename: search/LinearSearch.java
Stmts: 7
Miss: 2
Cover: 71.43%
Missing: 19-24
total:
Filename: TOTAL
Stmts: 34
Miss: 3
Cover: 90.00%
The following shows how to generate GitHub annotations given a coverage file.
$ pycobertura show --format github-annotation tests/cobertura.xml
::notice file=dummy/dummy.py,line=5,endLine=6,title=pycobertura::not covered
::notice file=dummy/dummy4.py,line=1,endLine=6,title=pycobertura::not coveredIf you run it in GitHub Actions/Apps, the above log generates check annotations.
You can also use the diff command to show the difference between two coverage
files. To properly compute the Missing column, it is necessary to provide the
source code that was used to generate each of the passed Cobertura reports
(see why).
$ pycobertura diff coverage.old.xml coverage.new.xml --source1 old_source/ --source2 new_source/
Filename Stmts Miss Cover Missing
---------------- ------- ------ -------- ---------
dummy/dummy.py - -2 +50.00% -2, -5
dummy/dummy2.py +2 - +100.00%
TOTAL +2 -2 +50.00%The column Missing will show line numbers prefixed with either a plus sign
+ or a minus sign -. When prefixed with a plus sign, the line was
introduced as uncovered and is shown in red, when prefixed as a minus sign, the
line is no longer uncovered and is rendered in green.
Analogously you can also show the diff in csv format with the option to define a delimiter (\t should also work here) via:
pycobertura diff tests/dummy.source1/coverage.xml tests/dummy.source2/coverage.xml --format csv --delimiter ";"
NOTE: The default delimiter is semicolon (;). The delimiters comma (,) and newline (/n) are very risky to use and are not supported by this library. The comma delimiter is used in the "Missing" column in the list datastructure to separate the different items. Therefore the "," delimiter might lead to problems when rendering the csv in an editor. As a missing value in csv corresponds to an empty value, the newline delimiter can as well lead to problems when rendering the csv in an editor.
Analogously you can also show the diff in markdown format via:
pycobertura diff --format markdown tests/dummy.source1/coverage.xml tests/dummy.source2/coverage.xmlThis will lead to the following output
This screenshot shows how the HTML output only applies coverage highlighting to the parts of the code where the coverage has changed (from covered to uncovered, or vice versa).
pycobertura diff --format html --output coverage.html ./master/coverage.xml ./myfeature/coverage.xml
This screenshot shows how the JSON output only applies coverage highlighting to the parts of the code where the coverage has changed (from covered to uncovered, or vice versa).
pycobertura diff --format json tests/dummy.source1/coverage.xml tests/dummy.source2/coverage.xml
This screenshot shows how the YAML output only applies coverage highlighting to the parts of the code where the coverage has changed (from covered to uncovered, or vice versa).
pycobertura diff --format yaml tests/dummy.source1/coverage.xml tests/dummy.source2/coverage.xml
The following shows how to generate GitHub annotations given a coverage file.
$ pycobertura diff --format github-annotation tests/dummy.source1/coverage.xml tests/dummy.source2/coverage.xml
::notice file=dummy/dummy2.py,line=5,endLine=5,title=pycobertura::not covered
::notice file=dummy/dummy3.py,line=1,endLine=2,title=pycobertura::not coveredIf you run it in GitHub Actions/Apps, the above log generates check annotations.
You can specify the --ignore-regex option to exclude files that have a certain pattern either by specifying the path to a .gitignore file or by entering a Python regex.
Examples:
pycobertura show tests/cobertura.xml
Filename Stmts Miss Cover Missing
------------------------------ ------- ------ ------- ---------
Main.java 15 0 100.00%
search/BinarySearch.java 12 1 91.67% 24
search/ISortedArraySearch.java 0 0 100.00%
search/LinearSearch.java 7 2 71.43% 19-24
TOTAL 34 3 90.00%
pycobertura show tests/cobertura.xml --ignore-regex ".*Search"
Filename Stmts Miss Cover Missing
---------- ------- ------ ------- ---------
Main.java 15 0 100.00%
TOTAL 34 3 90.00%
NOTE: Putting just a
*, e.g. "*Search" above will lead to an error, you need to really follow Python regex conventions to use this option. You can also specify a.testgitignorewith the following content:
# Test file for ignore regexes
**/__pycache__
**/dummy*
*.xml
**/*Search*
and then use
pycobertura show tests/cobertura.xml --ignore-regex "tests/.testgitignore"
Filename Stmts Miss Cover Missing
---------- ------- ------ ------- ---------
Main.java 15 0 100.00%
TOTAL 34 3 90.00%
The same will also work for diff commands.
Upon exit, the diff command may return various exit codes:
- 0: all changes are covered, no new uncovered statements have been introduced
- 1: some exception occurred (likely due to inappropriate usage or a bug in pycobertura)
- 2: the changes worsened the overall coverage
- 3: the changes introduced uncovered statements but the overall coverage is still better than before
You can capture the exit code by using the $? syntax from your shell:
pycobertura ...
PYCOBERTURA_EXIT_CODE=$?
echo $PYCOBERTURA_EXIT_CODEUsing it as a library in your Python application is easy:
from pycobertura import Cobertura
cobertura = Cobertura('coverage.xml')
cobertura.version == '4.0.2'
cobertura.line_rate() == 1.0 # 100%
cobertura.files() == [
'pycobertura/__init__.py',
'pycobertura/cli.py',
'pycobertura/cobertura.py',
'pycobertura/reporters.py',
'pycobertura/utils.py',
]
cobertura.line_rate('pycobertura/cli.py') == 1.0
from pycobertura import TextReporter
tr = TextReporter(cobertura)
tr.generate() == """\
Filename Stmts Miss Cover Missing
------------------------- ------- ------ ------- ---------
pycobertura/__init__.py 1 0 100.00%
pycobertura/cli.py 18 0 100.00%
pycobertura/cobertura.py 93 0 100.00%
pycobertura/reporters.py 129 0 100.00%
pycobertura/utils.py 12 0 100.00%
TOTAL 253 0 100.00%"""
from pycobertura import TextReporterDelta
coverage1 = Cobertura('coverage1.xml')
coverage2 = Cobertura('coverage2.xml')
delta = TextReporterDelta(coverage1, coverage2)
delta.generate() == """\
Filename Stmts Miss Cover Missing
---------------- ------- ------ -------- ---------
dummy/dummy.py - -2 +50.00% -2, -5
dummy/dummy2.py +2 - +100.00%
TOTAL +2 -2 +50.00%"""Found a bug/typo? Got a patch? Have an idea? Please use Github issues or fork pycobertura and submit a pull request (PR). All contributions are welcome!
If you submit a PR:
- ensure the description of your PR illustrates your changes clearly by showing what the problem was and how you fixed it (before/after)
- make sure your changes are covered with one or more tests
- add a descriptive note in the CHANGES file under the
Unreleasedsection - update the README accordingly if your changes outdate the documentation
- make sure all tests are passing using
tox
pip install tox
toxPycobertura takes two different Cobertura reports and compares them line by line. If the coverage status of a line changed from covered to uncovered or vice versa, then pycobertura will report it. Sometimes you have no code changes at all, the only changes were to add more tests and pycobertura will show you the progress.
Pycobertura was initially designed as a general purpose Cobertura parser and
can generate a summary table for a single Cobertura file (the show command).
Yes. All you have to do is pass your same coverage report twice and provide the path to the two different code bases:
pycobertura diff coverage.xml coverage.xml --source1 master/ --source2 myfeature/But keep in mind that this will not show you if your changes have introduced a drop in coverage elsewhere in the code base.
Why doesn't pycobertura use git to diff the source given revision SHAs rather than passing paths to the source code?
Because we would have to support N version control systems (VCS). It is easy enough to generate a directory that contains the source code at a given commit or branch name that it's not a top priority for pycobertura to be VCS-aware:
git archive --prefix=source1/ ${BRANCH_OR_COMMIT1} | tar -xf -
git archive --prefix=source2/ ${BRANCH_OR_COMMIT2} | tar -xf -
pycobertura diff --source1 source1/ --source2 source2/ coverage1.xml coverage2.xml -o output.html
rm -rf source1/ source2/Mercurial has hg archive and Subversion has svn export. These are simple
pre-steps to running pycobertura diff.
Also, the code repository may not always be available at the time pycobertura is run. Typically, in Continuous Delivery pipelines, only artifacts are available.
With the command pycobertura show, you don't need to provide the source code
directory, unless you want the HTML output which will conveniently render the
highlighted source code for you.
But with pycobertura diff, if you care about which lines are covered or
uncovered (and not just a global count), then you will need to provide the
source for each of the reports.
To better understand why, let's assume we have 2 Cobertura reports with the following info:
Report A:
line 1, hit
line 2, miss
line 3, hitand Report B:
line 1, hit
line 2, miss
line 3, hit
line 4, miss
line 5, hitHow can you tell which lines need to be highlighted? Naively, you'd assume that lines 4-5 were added and these should be the highlighted lines, the ones part of your coverage diff. Well, that doesn't quite work.
The code for Report A is:
if foo is True: # line 1
total += 1 # line 2
return total # line 3The code for Report B is:
if foo is False: # line 1 # new line
total -= 1 # line 2 # new line
elif foo is True: # line 3 # modified line
total += 1 # line 4, unchanged
return total # line 5, unchangedThe code change are lines 1-3 and these are the ones you want to highlight. Lines 4-5 don't need to be highlighted (unless coverage status changed in-between).
So, to accurately highlight the lines that have changed, the coverage reports alone are not sufficient and this is why you need to provide the path to the source that was used to generate each of the Cobertura reports and diff them to see which lines actually changed to report accurate coverage.
pycobertura was built as a tool to educate developers about the testing culture in such way that any code change should have one or more tests along with it.
You can use pycobertura in your Continuous Integration (CI) or Continuous Delivery (CD) pipeline which would fail a build if the code changes worsened the coverage. For example, when a pull request is submitted, the new code should have equal or better coverage than the branch it's going to be merged into. Or if code navigates through a release pipeline and the new code has worse coverage than what's already in Production, then the release is aborted.
When a build is triggered by your CI/CD pipeline, each testing stage would
typically store an
artifact of
the source code and another one of the Cobertura report. An extra stage in the
pipeline could ensure that the coverage did not worsen. This can be done by
retrieving the artifacts of the current build as well as the "target" artifacts
(code and Cobertura report of Production or target branch of a pull request).
Then pycobertura diff will take care of failing the build if the coverage
worsened (return a non-zero exit code) and then the pycobertura report can be
published as an artifact to make it available to developers to look at.
The step could look like this:
# Download artifacts of current build
curl -o coverage.${BUILD_ID}.xml https://ciserver/artifacts/${BUILD_ID}/coverage.xml
curl -o source.${BUILD_ID}.zip https://ciserver/artifacts/${BUILD_ID}/source.zip
# Download artifacts of already-in-Prod build
curl -o coverage.${PROD_BUILD}.xml https://ciserver/artifacts/${PROD_BUILD}/coverage.xml
curl -o source.${PROD_BUILD}.zip https://ciserver/artifacts/${PROD_BUILD}/source.zip
unzip source.${BUILD_ID}.zip -d source.${BUILD_ID}
unzip source.${PROD_BUILD}.zip -d source.${PROD_BUILD}
# Compare
pycobertura diff --format html \
--output pycobertura-diff.${BUILD_ID}.html \
--source1 source.${PROD_BUILD} \
--source2 source.${BUILD_ID} \
coverage.${PROD_BUILD}.xml \
coverage.${BUILD_ID}.xml
# Upload the pycobertura report artifact
curl -F filedata=@pycobertura-diff.${BUILD_ID}.html http://ciserver/artifacts/${BUILD_ID}/Why is the number of uncovered lines used as the metric to check if code coverage worsened rather than the line rate?
The line rate (percentage of covered lines) can legitimately go down for a number of reasons. To illustrate, suppose we have this code coverage report for version A of our code:
line 1: hit
line 2: hit
line 3: miss
line 4: hit
line 5: hitHere, the line rate is 80% and uncovered lines is 1 (miss). Later in version B of our code, we legitimately delete a covered line and the following coverage report is generated:
line 1: hit
### line deleted ###
line 2: miss
line 3: hit
line 4: hitThe line rate decreased from 80% to 75% but uncovered lines is still at 1. In this case, failing the build based on line rate is inappropriate, thus making the line rate the wrong metric to look at when validating coverage.
The basic idea is that a code base may have technical debt of N uncovered lines and you want to prevent N from ever going up.
Depending on your programing language, you need to find a tool that measures code coverage and generates a Cobertura report which is an XML representation of your code coverage results.
In Python, coverage.py is a great tool for measuring code coverage and plugins such as pytest-cov for pytest and nosexcover for nose are available to generate Cobertura reports while running tests.
Istanbul can generate Cobertura reports for Javascript and also has plugins for CoffeeScript if that is your cup of tea.
Cobertura is a very common file format available in many testing tools for
pretty much all programing languages. pycobertura is language agnostic and
should work with reports generated by tools in any language. But it was mostly
developed and tested against reports generated with the pytest-cov plugin in
Python. If you see issues, please create a
ticket.
The pycobertura logo, Aysha, was graciously donated by Open Logos. 🙇 Check them out!