High level conclusions

Fuzzers reach 85.41% code coverage.

Fuzzer fuzz_iter is blocked:

The runtime code coverage of fuzz_iter covers 22.66% of its statically reachable code. This means there is some place that blocks the fuzzer to continue exploring more code at run time.

Fuzzer fuzz_match is blocked:

The runtime code coverage of fuzz_match covers 18.03% of its statically reachable code. This means there is some place that blocks the fuzzer to continue exploring more code at run time.

Fuzzer fuzz_range is blocked:

The runtime code coverage of fuzz_range covers 18.75% of its statically reachable code. This means there is some place that blocks the fuzzer to continue exploring more code at run time.

Reachability and coverage overview

Functions statically reachable by fuzzers

22 / 48

Cyclomatic complexity statically reachable by fuzzers

88 / 187

Runtime code coverage of functions

41 / 48

Warning: The number of runtime covered functions are larger than the number of reachable functions. This means that Fuzz Introspector found there are more functions covered at runtime than what is considered reachable based on the static analysis. This is a limitation in the analysis as anything covered at runtime is by definition reachable by the fuzzers.
This is likely due to a limitation in the static analysis. In this case, the count of functions covered at runtime is the true value, which means this is what should be considered "achieved" by the fuzzer.

Use the project functions table below to query all functions that were not covered at runtime.

The following table shows data about each function in the project. The functions included in this table correspond to all functions that exist in the executables of the fuzzers. As such, there may be functions that are from third-party libraries.

For further technical details on the meaning of columns in the below table, please see the Glossary .

Func name	Functions filename	Args	Function call depth	Reached by Fuzzers	Fuzzers runtime hit	Func lines hit %	I Count	BB Count	Cyclomatic complexity	Functions reached	Reached by functions	Accumulated cyclomatic complexity	Undiscovered complexity

Fuzzer: fuzz_range

Call tree

The calltree shows the control flow of the fuzzer. This is overlaid with coverage information to display how much of the potential code a fuzzer can reach is in fact covered at runtime. In the following there is a link to a detailed calltree visualisation as well as a bitmap showing a high-level view of the calltree. For further information about these topics please see the glossary for full calltree and calltree overview

Call tree overview bitmap:

The distribution of callsites in terms of coloring is

Color	Runtime hitcount	Callsite count	Percentage
red	0	8	36.3%
gold	[1:9]	0	0.0%
yellow	[10:29]	0	0.0%
greenyellow	[30:49]	0	0.0%
lawngreen	50+	14	63.6%
All colors	22	100

Fuzz blockers

The following nodes represent call sites where fuzz blockers occur.

Amount of callsites blocked	Calltree index	Parent function	Callsite	Largest blocked function
6	8	...fuzz_range.TestOneInput	call site: 00008	.type
1	15	croniter.croniter_range	call site: 00015	datetime.datetime.utcfromtimestamp
1	20	croniter.croniter_range	call site: 00020	ic.get_current

Runtime coverage analysis

Covered functions

43

Functions that are reachable but not covered

13

Reachable functions

16

Percentage of reachable functions covered

18.75%

NB: The sum of covered functions and functions that are reachable but not covered need not be equal to Reachable functions . This is because the reachability analysis is an approximation and thus at runtime some functions may be covered that are not included in the reachability analysis. This is a limitation of our static analysis capabilities.

Warning: The number of covered functions are larger than the number of reachable functions. This means that there are more functions covered at runtime than are extracted using static analysis. This is likely a result of the static analysis component failing to extract the right call graph or the coverage runtime being compiled with sanitizers in code that the static analysis has not analysed. This can happen if lto/gold is not used in all places that coverage instrumentation is used.

Function name	source code lines	source lines hit	percentage hit

Files reached

filename	functions hit
/	1
...fuzz_range	7
croniter	8

Fuzzer: fuzz_match

Call tree

The calltree shows the control flow of the fuzzer. This is overlaid with coverage information to display how much of the potential code a fuzzer can reach is in fact covered at runtime. In the following there is a link to a detailed calltree visualisation as well as a bitmap showing a high-level view of the calltree. For further information about these topics please see the glossary for full calltree and calltree overview

Call tree overview bitmap:

The distribution of callsites in terms of coloring is

Color	Runtime hitcount	Callsite count	Percentage
red	0	18	18.9%
gold	[1:9]	0	0.0%
yellow	[10:29]	0	0.0%
greenyellow	[30:49]	0	0.0%
lawngreen	50+	77	81.0%
All colors	95	100

Fuzz blockers

The following nodes represent call sites where fuzz blockers occur.

Amount of callsites blocked	Calltree index	Parent function	Callsite	Largest blocked function
4	18	croniter.croniter._datetime_to_timestamp	call site: 00018	time.time.replace
4	53	croniter.croniter._expand	call site: 00053	.int
4	65	croniter.croniter._expand	call site: 00065	.len
2	58	croniter.croniter._expand	call site: 00058	.max
1	10	croniter.croniter.__init__	call site: 00010	hash_id.encode
1	13	croniter.croniter.__init__	call site: 00013	time.time
1	41	croniter.croniter._expand	call site: 00041	.str
1	44	croniter.croniter._expand	call site: 00044	.str

Runtime coverage analysis

Covered functions

43

Functions that are reachable but not covered

50

Reachable functions

61

Percentage of reachable functions covered

18.03%

NB: The sum of covered functions and functions that are reachable but not covered need not be equal to Reachable functions . This is because the reachability analysis is an approximation and thus at runtime some functions may be covered that are not included in the reachability analysis. This is a limitation of our static analysis capabilities.

Function name	source code lines	source lines hit	percentage hit

Files reached

filename	functions hit
/	1
...fuzz_match	7
croniter	53

Fuzzer: fuzz_iter

Call tree

The calltree shows the control flow of the fuzzer. This is overlaid with coverage information to display how much of the potential code a fuzzer can reach is in fact covered at runtime. In the following there is a link to a detailed calltree visualisation as well as a bitmap showing a high-level view of the calltree. For further information about these topics please see the glossary for full calltree and calltree overview

Call tree overview bitmap:

The distribution of callsites in terms of coloring is

Color	Runtime hitcount	Callsite count	Percentage
red	0	36	27.9%
gold	[1:9]	0	0.0%
yellow	[10:29]	0	0.0%
greenyellow	[30:49]	0	0.0%
lawngreen	50+	93	72.0%
All colors	129	100

Fuzz blockers

The following nodes represent call sites where fuzz blockers occur.

Amount of callsites blocked	Calltree index	Parent function	Callsite	Largest blocked function
10	111	croniter.croniter._get_next	call site: 00111	croniter.croniter._datetime_to_timestamp
8	78	croniter.croniter._datetime_to_timestamp	call site: 00078	time.time.microseconds.replace
4	34	croniter.croniter._expand	call site: 00034	.int
4	46	croniter.croniter._expand	call site: 00046	.len
2	39	croniter.croniter._expand	call site: 00039	.max
2	100	croniter.croniter._timestamp_to_datetime	call site: 00100	dateutil.tz.tzutc
2	108	croniter.croniter._get_next	call site: 00108	dtstarttime.utcoffset
1	22	croniter.croniter._expand	call site: 00022	.str
1	25	croniter.croniter._expand	call site: 00025	.str
1	70	croniter.croniter.__init__	call site: 00070	hash_id.encode
1	73	croniter.croniter.__init__	call site: 00073	time.time

Runtime coverage analysis

Covered functions

43

Functions that are reachable but not covered

58

Reachable functions

75

Percentage of reachable functions covered

22.67%

NB: The sum of covered functions and functions that are reachable but not covered need not be equal to Reachable functions . This is because the reachability analysis is an approximation and thus at runtime some functions may be covered that are not included in the reachability analysis. This is a limitation of our static analysis capabilities.

Function name	source code lines	source lines hit	percentage hit

Files reached

filename	functions hit
/	1
...fuzz_iter	10
croniter	66

Optimal target analysis

Remaining optimal interesting functions

The following table shows a list of functions that are optimal targets. Optimal targets are identified by finding the functions that in combination, yield a high code coverage.

Func name	Functions filename	Arg count	Args	Function depth	hitcount	instr count	bb count	cyclomatic complexity	Reachable functions	Incoming references	total cyclomatic complexity	Unreached complexity

Implementing fuzzers that target the above functions will improve reachability such that it becomes:

Functions statically reachable by fuzzers

22 / 48

Cyclomatic complexity statically reachable by fuzzers

88 / 187

All functions overview

If you implement fuzzers for these functions, the status of all functions in the project will be:

Func name	Functions filename	Args	Function call depth	Reached by Fuzzers	Fuzzers runtime hit	Func lines hit %	I Count	BB Count	Cyclomatic complexity	Functions reached	Reached by functions	Accumulated cyclomatic complexity	Undiscovered complexity

This section shows analysis of runtime coverage data.

For futher technical details on how this section is generated, please see the Glossary .

Complex functions with low coverage

Func name	Function total lines	Lines covered at runtime	percentage covered	Reached by fuzzers
dateutil.relativedelta.relativedelta	242	98	40.49%	['fuzz_range', 'fuzz_match']

This section shows which files and directories are considered in this report. The main reason for showing this is fuzz introspector may include more code in the reasoning than is desired. This section helps identify if too many files/directories are included, e.g. third party code, which may be irrelevant for the threat model. In the event too much is included, fuzz introspector supports a configuration file that can exclude data from the report. See the following link for more information on how to create a config file: link

Files in report

Source file	Reached by	Covered by
	[]	[]
collections	[]	[]
croniter	['fuzz_range', 'fuzz_match', 'fuzz_iter']	[]
dateutil	[]	[]
inspect	[]	[]
.........fuzz_match	[]	[]
random	[]	[]
.........fuzz_iter	[]	[]
copy	[]	[]
atheris	[]	[]
.........fuzz_range	[]	[]
re	[]	[]
	[]	[]
datetime	[]	[]
binascii	[]	[]
math	[]	[]
time	[]	[]
calendar	[]	[]
traceback	[]	[]
sys	[]	[]

Directories in report

Directory