1==========================
2Source-based Code Coverage
3==========================
4
5.. contents::
6   :local:
7
8Introduction
9============
10
11This document explains how to use clang's source-based code coverage feature.
12It's called "source-based" because it operates on AST and preprocessor
13information directly. This allows it to generate very precise coverage data.
14
15Clang ships two other code coverage implementations:
16
17* :doc:`SanitizerCoverage` - A low-overhead tool meant for use alongside the
18  various sanitizers. It can provide up to edge-level coverage.
19
20* gcov - A GCC-compatible coverage implementation which operates on DebugInfo.
21  This is enabled by ``-ftest-coverage`` or ``--coverage``.
22
23From this point onwards "code coverage" will refer to the source-based kind.
24
25The code coverage workflow
26==========================
27
28The code coverage workflow consists of three main steps:
29
30* Compiling with coverage enabled.
31
32* Running the instrumented program.
33
34* Creating coverage reports.
35
36The next few sections work through a complete, copy-'n-paste friendly example
37based on this program:
38
39.. code-block:: cpp
40
41    % cat <<EOF > foo.cc
42    #define BAR(x) ((x) || (x))
43    template <typename T> void foo(T x) {
44      for (unsigned I = 0; I < 10; ++I) { BAR(I); }
45    }
46    int main() {
47      foo<int>(0);
48      foo<float>(0);
49      return 0;
50    }
51    EOF
52
53Compiling with coverage enabled
54===============================
55
56To compile code with coverage enabled, pass ``-fprofile-instr-generate
57-fcoverage-mapping`` to the compiler:
58
59.. code-block:: console
60
61    # Step 1: Compile with coverage enabled.
62    % clang++ -fprofile-instr-generate -fcoverage-mapping foo.cc -o foo
63
64Note that linking together code with and without coverage instrumentation is
65supported. Uninstrumented code simply won't be accounted for in reports.
66
67Running the instrumented program
68================================
69
70The next step is to run the instrumented program. When the program exits it
71will write a **raw profile** to the path specified by the ``LLVM_PROFILE_FILE``
72environment variable. If that variable does not exist, the profile is written
73to ``default.profraw`` in the current directory of the program. If
74``LLVM_PROFILE_FILE`` contains a path to a non-existent directory, the missing
75directory structure will be created.  Additionally, the following special
76**pattern strings** are rewritten:
77
78* "%p" expands out to the process ID.
79
80* "%h" expands out to the hostname of the machine running the program.
81
82* "%t" expands out to the value of the ``TMPDIR`` environment variable. On
83  Darwin, this is typically set to a temporary scratch directory.
84
85* "%Nm" expands out to the instrumented binary's signature. When this pattern
86  is specified, the runtime creates a pool of N raw profiles which are used for
87  on-line profile merging. The runtime takes care of selecting a raw profile
88  from the pool, locking it, and updating it before the program exits.  If N is
89  not specified (i.e the pattern is "%m"), it's assumed that ``N = 1``. N must
90  be between 1 and 9. The merge pool specifier can only occur once per filename
91  pattern.
92
93* "%c" expands out to nothing, but enables a mode in which profile counter
94  updates are continuously synced to a file. This means that if the
95  instrumented program crashes, or is killed by a signal, perfect coverage
96  information can still be recovered. Continuous mode does not support value
97  profiling for PGO, and is only supported on Darwin at the moment. Support for
98  Linux may be mostly complete but requires testing, and support for Windows
99  may require more extensive changes: please get involved if you are interested
100  in porting this feature.
101
102.. code-block:: console
103
104    # Step 2: Run the program.
105    % LLVM_PROFILE_FILE="foo.profraw" ./foo
106
107Note that continuous mode is also used on Fuchsia where it's the only supported
108mode, but the implementation is different. The Darwin and Linux implementation
109relies on padding and the ability to map a file over the existing memory
110mapping which is generally only available on POSIX systems and isn't suitable
111for other platforms.
112
113On Fuchsia, we rely on the ability to relocate counters at runtime using a
114level of indirection. On every counter access, we add a bias to the counter
115address. This bias is stored in ``__llvm_profile_counter_bias`` symbol that's
116provided by the profile runtime and is initially set to zero, meaning no
117relocation. The runtime can map the profile into memory at arbitrary locations,
118and set bias to the offset between the original and the new counter location,
119at which point every subsequent counter access will be to the new location,
120which allows updating profile directly akin to the continuous mode.
121
122The advantage of this approach is that doesn't require any special OS support.
123The disadvantage is the extra overhead due to additional instructions required
124for each counter access (overhead both in terms of binary size and performance)
125plus duplication of counters (i.e. one copy in the binary itself and another
126copy that's mapped into memory). This implementation can be also enabled for
127other platforms by passing the ``-runtime-counter-relocation`` option to the
128backend during compilation.
129
130.. code-block:: console
131
132    % clang++ -fprofile-instr-generate -fcoverage-mapping -mllvm -runtime-counter-relocation foo.cc -o foo
133
134Creating coverage reports
135=========================
136
137Raw profiles have to be **indexed** before they can be used to generate
138coverage reports. This is done using the "merge" tool in ``llvm-profdata``
139(which can combine multiple raw profiles and index them at the same time):
140
141.. code-block:: console
142
143    # Step 3(a): Index the raw profile.
144    % llvm-profdata merge -sparse foo.profraw -o foo.profdata
145
146There are multiple different ways to render coverage reports. The simplest
147option is to generate a line-oriented report:
148
149.. code-block:: console
150
151    # Step 3(b): Create a line-oriented coverage report.
152    % llvm-cov show ./foo -instr-profile=foo.profdata
153
154This report includes a summary view as well as dedicated sub-views for
155templated functions and their instantiations. For our example program, we get
156distinct views for ``foo<int>(...)`` and ``foo<float>(...)``.  If
157``-show-line-counts-or-regions`` is enabled, ``llvm-cov`` displays sub-line
158region counts (even in macro expansions):
159
160.. code-block:: none
161
162        1|   20|#define BAR(x) ((x) || (x))
163                               ^20     ^2
164        2|    2|template <typename T> void foo(T x) {
165        3|   22|  for (unsigned I = 0; I < 10; ++I) { BAR(I); }
166                                       ^22     ^20  ^20^20
167        4|    2|}
168    ------------------
169    | void foo<int>(int):
170    |      2|    1|template <typename T> void foo(T x) {
171    |      3|   11|  for (unsigned I = 0; I < 10; ++I) { BAR(I); }
172    |                                     ^11     ^10  ^10^10
173    |      4|    1|}
174    ------------------
175    | void foo<float>(int):
176    |      2|    1|template <typename T> void foo(T x) {
177    |      3|   11|  for (unsigned I = 0; I < 10; ++I) { BAR(I); }
178    |                                     ^11     ^10  ^10^10
179    |      4|    1|}
180    ------------------
181
182If ``--show-branches=count`` and ``--show-expansions`` are also enabled, the
183sub-views will show detailed branch coverage information in addition to the
184region counts:
185
186.. code-block:: none
187
188    ------------------
189    | void foo<float>(int):
190    |      2|    1|template <typename T> void foo(T x) {
191    |      3|   11|  for (unsigned I = 0; I < 10; ++I) { BAR(I); }
192    |                                     ^11     ^10  ^10^10
193    |  ------------------
194    |  |  |    1|     10|#define BAR(x) ((x) || (x))
195    |  |  |                             ^10     ^1
196    |  |  |  ------------------
197    |  |  |  |  Branch (1:17): [True: 9, False: 1]
198    |  |  |  |  Branch (1:24): [True: 0, False: 1]
199    |  |  |  ------------------
200    |  ------------------
201    |  |  Branch (3:23): [True: 10, False: 1]
202    |  ------------------
203    |      4|    1|}
204    ------------------
205
206
207To generate a file-level summary of coverage statistics instead of a
208line-oriented report, try:
209
210.. code-block:: console
211
212    # Step 3(c): Create a coverage summary.
213    % llvm-cov report ./foo -instr-profile=foo.profdata
214    Filename           Regions    Missed Regions     Cover   Functions  Missed Functions  Executed       Lines      Missed Lines     Cover     Branches    Missed Branches     Cover
215    --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
216    /tmp/foo.cc             13                 0   100.00%           3                 0   100.00%          13                 0   100.00%           12                  2    83.33%
217    --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
218    TOTAL                   13                 0   100.00%           3                 0   100.00%          13                 0   100.00%           12                  2    83.33%
219
220The ``llvm-cov`` tool supports specifying a custom demangler, writing out
221reports in a directory structure, and generating html reports. For the full
222list of options, please refer to the `command guide
223<https://llvm.org/docs/CommandGuide/llvm-cov.html>`_.
224
225A few final notes:
226
227* The ``-sparse`` flag is optional but can result in dramatically smaller
228  indexed profiles. This option should not be used if the indexed profile will
229  be reused for PGO.
230
231* Raw profiles can be discarded after they are indexed. Advanced use of the
232  profile runtime library allows an instrumented program to merge profiling
233  information directly into an existing raw profile on disk. The details are
234  out of scope.
235
236* The ``llvm-profdata`` tool can be used to merge together multiple raw or
237  indexed profiles. To combine profiling data from multiple runs of a program,
238  try e.g:
239
240  .. code-block:: console
241
242      % llvm-profdata merge -sparse foo1.profraw foo2.profdata -o foo3.profdata
243
244Exporting coverage data
245=======================
246
247Coverage data can be exported into JSON using the ``llvm-cov export``
248sub-command. There is a comprehensive reference which defines the structure of
249the exported data at a high level in the llvm-cov source code.
250
251Interpreting reports
252====================
253
254There are four statistics tracked in a coverage summary:
255
256* Function coverage is the percentage of functions which have been executed at
257  least once. A function is considered to be executed if any of its
258  instantiations are executed.
259
260* Instantiation coverage is the percentage of function instantiations which
261  have been executed at least once. Template functions and static inline
262  functions from headers are two kinds of functions which may have multiple
263  instantiations.
264
265* Line coverage is the percentage of code lines which have been executed at
266  least once. Only executable lines within function bodies are considered to be
267  code lines.
268
269* Region coverage is the percentage of code regions which have been executed at
270  least once. A code region may span multiple lines (e.g in a large function
271  body with no control flow). However, it's also possible for a single line to
272  contain multiple code regions (e.g in "return x || y && z").
273
274* Branch coverage is the percentage of "true" and "false" branches that have
275  been taken at least once. Each branch is tied to individual conditions in the
276  source code that may each evaluate to either "true" or "false".  These
277  conditions may comprise larger boolean expressions linked by boolean logical
278  operators. For example, "x = (y == 2) || (z < 10)" is a boolean expression
279  that is comprised of two individual conditions, each of which evaluates to
280  either true or false, producing four total branch outcomes.
281
282Of these five statistics, function coverage is usually the least granular while
283branch coverage is the most granular. 100% branch coverage for a function
284implies 100% region coverage for a function. The project-wide totals for each
285statistic are listed in the summary.
286
287Format compatibility guarantees
288===============================
289
290* There are no backwards or forwards compatibility guarantees for the raw
291  profile format. Raw profiles may be dependent on the specific compiler
292  revision used to generate them. It's inadvisable to store raw profiles for
293  long periods of time.
294
295* Tools must retain **backwards** compatibility with indexed profile formats.
296  These formats are not forwards-compatible: i.e, a tool which uses format
297  version X will not be able to understand format version (X+k).
298
299* Tools must also retain **backwards** compatibility with the format of the
300  coverage mappings emitted into instrumented binaries. These formats are not
301  forwards-compatible.
302
303* The JSON coverage export format has a (major, minor, patch) version triple.
304  Only a major version increment indicates a backwards-incompatible change. A
305  minor version increment is for added functionality, and patch version
306  increments are for bugfixes.
307
308Using the profiling runtime without static initializers
309=======================================================
310
311By default the compiler runtime uses a static initializer to determine the
312profile output path and to register a writer function. To collect profiles
313without using static initializers, do this manually:
314
315* Export a ``int __llvm_profile_runtime`` symbol from each instrumented shared
316  library and executable. When the linker finds a definition of this symbol, it
317  knows to skip loading the object which contains the profiling runtime's
318  static initializer.
319
320* Forward-declare ``void __llvm_profile_initialize_file(void)`` and call it
321  once from each instrumented executable. This function parses
322  ``LLVM_PROFILE_FILE``, sets the output path, and truncates any existing files
323  at that path. To get the same behavior without truncating existing files,
324  pass a filename pattern string to ``void __llvm_profile_set_filename(char
325  *)``.  These calls can be placed anywhere so long as they precede all calls
326  to ``__llvm_profile_write_file``.
327
328* Forward-declare ``int __llvm_profile_write_file(void)`` and call it to write
329  out a profile. This function returns 0 when it succeeds, and a non-zero value
330  otherwise. Calling this function multiple times appends profile data to an
331  existing on-disk raw profile.
332
333In C++ files, declare these as ``extern "C"``.
334
335Collecting coverage reports for the llvm project
336================================================
337
338To prepare a coverage report for llvm (and any of its sub-projects), add
339``-DLLVM_BUILD_INSTRUMENTED_COVERAGE=On`` to the cmake configuration. Raw
340profiles will be written to ``$BUILD_DIR/profiles/``. To prepare an html
341report, run ``llvm/utils/prepare-code-coverage-artifact.py``.
342
343To specify an alternate directory for raw profiles, use
344``-DLLVM_PROFILE_DATA_DIR``. To change the size of the profile merge pool, use
345``-DLLVM_PROFILE_MERGE_POOL_SIZE``.
346
347Drawbacks and limitations
348=========================
349
350* Prior to version 2.26, the GNU binutils BFD linker is not able link programs
351  compiled with ``-fcoverage-mapping`` in its ``--gc-sections`` mode.  Possible
352  workarounds include disabling ``--gc-sections``, upgrading to a newer version
353  of BFD, or using the Gold linker.
354
355* Code coverage does not handle unpredictable changes in control flow or stack
356  unwinding in the presence of exceptions precisely. Consider the following
357  function:
358
359  .. code-block:: cpp
360
361      int f() {
362        may_throw();
363        return 0;
364      }
365
366  If the call to ``may_throw()`` propagates an exception into ``f``, the code
367  coverage tool may mark the ``return`` statement as executed even though it is
368  not. A call to ``longjmp()`` can have similar effects.
369
370Clang implementation details
371============================
372
373This section may be of interest to those wishing to understand or improve
374the clang code coverage implementation.
375
376Gap regions
377-----------
378
379Gap regions are source regions with counts. A reporting tool cannot set a line
380execution count to the count from a gap region unless that region is the only
381one on a line.
382
383Gap regions are used to eliminate unnatural artifacts in coverage reports, such
384as red "unexecuted" highlights present at the end of an otherwise covered line,
385or blue "executed" highlights present at the start of a line that is otherwise
386not executed.
387
388Branch regions
389--------------
390When viewing branch coverage details in source-based file-level sub-views using
391``--show-branches``, it is recommended that users show all macro expansions
392(using option ``--show-expansions``) since macros may contain hidden branch
393conditions.  The coverage summary report will always include these macro-based
394boolean expressions in the overall branch coverage count for a function or
395source file.
396
397Branch coverage is not tracked for constant folded branch conditions since
398branches are not generated for these cases.  In the source-based file-level
399sub-view, these branches will simply be shown as ``[Folded - Ignored]`` so that
400users are informed about what happened.
401
402Branch coverage is tied directly to branch-generating conditions in the source
403code.  Users should not see hidden branches that aren't actually tied to the
404source code.
405
406
407Switch statements
408-----------------
409
410The region mapping for a switch body consists of a gap region that covers the
411entire body (starting from the '{' in 'switch (...) {', and terminating where the
412last case ends). This gap region has a zero count: this causes "gap" areas in
413between case statements, which contain no executable code, to appear uncovered.
414
415When a switch case is visited, the parent region is extended: if the parent
416region has no start location, its start location becomes the start of the case.
417This is used to support switch statements without a ``CompoundStmt`` body, in
418which the switch body and the single case share a count.
419
420For switches with ``CompoundStmt`` bodies, a new region is created at the start
421of each switch case.
422
423Branch regions are also generated for each switch case, including the default
424case. If there is no explicitly defined default case in the source code, a
425branch region is generated to correspond to the implicit default case that is
426generated by the compiler.  The implicit branch region is tied to the line and
427column number of the switch statement condition since no source code for the
428implicit case exists.
429