Fuzz introspector
For issues and ideas: https://github.com/ossf/fuzz-introspector/issues
Project coverage

Table of contents

Project overview: g-py-bigquery
High level conclusions
Reachability and coverage overview
Fuzzers overview
Project functions overview
Fuzzer details
Fuzzer: fuzz_parser
Call tree
Fuzz blockers
Runtime coverage analysis
Files reached
Analyses and suggestions
Optimal target analysis
Remaining optimal interesting functions
All functions overview
Fuzz engine guidance
/src/fuzz_parser.py
Dictionary
Fuzzer function priority
Runtime coverage analysis
Complex functions with low coverage
Files and Directories in report
Files in report
Directories in report
Metadata section
Report generation date: 2025-10-28

Project overview: g-py-bigquery

High level conclusions

Reachability and coverage overview

Functions statically reachable by fuzzers
1.0%
31 / 5540
Cyclomatic complexity statically reachable by fuzzers
1.0%
103 / 18647
Runtime code coverage of functions
18.0%
973 / 5540

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.

Fuzzers overview

Fuzzer Fuzzer filename Functions Reached Functions unreached Fuzzer depth Files reached Basic blocks reached Cyclomatic complexity Details
fuzz_parser /src/fuzz_parser.py 43 9508 11 3 27 136 fuzz_parser.py

Project functions overview

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 Runtime reached by Fuzzers Combined 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 details

Fuzzer: fuzz_parser

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

Full calltree

Call tree overview bitmap:

The distribution of callsites in terms of coloring is
Color Runtime hitcount Callsite count Percentage
red 0 49 53.8%
gold [1:9] 0 0.0%
yellow [10:29] 0 0.0%
greenyellow [30:49] 0 0.0%
lawngreen 50+ 42 46.1%
All colors 91 100

Fuzz blockers

The following nodes represent call sites where fuzz blockers occur.

Amount of callsites blocked Calltree index Parent function Callsite Largest blocked function
14 39 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.dict_items call site: 00039 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.py_value
12 55 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.collection_item call site: 00055 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.collection_item
10 28 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.option_list.parse_nonparams_options call site: 00028 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.params_option
9 70 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.dict_item call site: 00070 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.dict_item
1 14 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.consume call site: 00014 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.error
1 25 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.option_value call site: 00025 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.error
1 68 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.py_value call site: 00068 google.cloud.bigquery.magics.line_arg_parser.parser.PyDictItem.__init__
1 80 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.option_list call site: 00080 google.cloud.bigquery.magics.line_arg_parser.parser.Parser.error

Runtime coverage analysis

Covered functions
1346
Functions that are reachable but not covered
22
Reachable functions
43
Percentage of reachable functions covered
48.84%
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_parser 9
google.cloud.bigquery.magics.line_arg_parser.parser 35

Analyses and suggestions

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
google.cloud.bigquery.client.Client.load_table_from_dataframe google.cloud.bigquery.client 11 ['N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A'] 7 0 8 11 7 288 0 952 940
google.protobuf.text_format._Parser._MergeField google.protobuf.text_format 3 ['N/A', 'N/A', 'N/A'] 16 0 18 23 12 214 10 718 670
IPython.terminal.embed.InteractiveShellEmbed.__call__ IPython.terminal.embed 8 ['N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A', 'N/A'] 9 0 4 7 6 160 0 536 506

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

Functions statically reachable by fuzzers
6.0%
341 / 5540
Cyclomatic complexity statically reachable by fuzzers
7.00%
1229 / 18647

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 Runtime reached by Fuzzers Combined 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

Fuzz engine guidance

This sections provides heuristics that can be used as input to a fuzz engine when running a given fuzz target. The current focus is on providing input that is usable by libFuzzer.

/src/fuzz_parser.py

Dictionary

Use this with the libFuzzer -dict=DICT.file flag


Fuzzer function priority

Use one of these functions as input to libfuzzer with flag: -focus_function name 

-focus_function=['google.cloud.bigquery.magics.line_arg_parser.parser.Parser.dict_items', 'google.cloud.bigquery.magics.line_arg_parser.parser.Parser.collection_item', 'google.cloud.bigquery.magics.line_arg_parser.parser.Parser.option_list.parse_nonparams_options', 'google.cloud.bigquery.magics.line_arg_parser.parser.Parser.dict_item', 'google.cloud.bigquery.magics.line_arg_parser.parser.Parser.consume', 'google.cloud.bigquery.magics.line_arg_parser.parser.Parser.option_value', 'google.cloud.bigquery.magics.line_arg_parser.parser.Parser.py_value', 'google.cloud.bigquery.magics.line_arg_parser.parser.Parser.option_list']

Runtime coverage analysis

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
google.cloud.bigquery.magics.magics._cell_magic 114 0 0.0% []
google.cloud.bigquery.client.Client.load_table_from_dataframe 42 0 0.0% []
google.cloud.bigquery.client.Client.insert_rows_json 40 0 0.0% []
google.cloud.bigquery.job.query.QueryJob.result.is_job_done 49 0 0.0% []
IPython.external.pickleshare.main 31 1 3.225% ['fuzz_parser']
google.cloud.bigquery.table.RowIterator.to_dataframe 62 0 0.0% []
value.is_integer 336 128 38.09% ['fuzz_parser']
os.unlink 34 13 38.23% ['fuzz_parser']
delta.total_seconds 243 36 14.81% ['fuzz_parser']
response.content 658 142 21.58% ['fuzz_parser']
google.cloud.bigquery._pandas_helpers.dataframe_to_bq_schema 38 0 0.0% []
google.cloud.bigquery._pandas_helpers._download_table_bqstorage 36 0 0.0% []
project.decode 223 54 24.21% ['fuzz_parser']
IPython.core.magics.logging.LoggingMagics.logstart 43 0 0.0% []
IPython.core.logger.Logger.logstart 42 0 0.0% []
cachetools.LRUCache 501 131 26.14% ['fuzz_parser']
pyasn1_modules.pem.readPemBlocksFromFile 36 6 16.66% ['fuzz_parser']
subprocess.check_call 243 67 27.57% ['fuzz_parser']
IPython.core.magic.Magics.parse_options 38 0 0.0% []
i.startswith 214 16 7.476% ['fuzz_parser']
url.find 204 60 29.41% ['fuzz_parser']
google.protobuf.descriptor_pool.DescriptorPool._ConvertFileProtoToFileDescriptor 31 0 0.0% []
google.protobuf.descriptor_pool.DescriptorPool._ConvertMessageDescriptor 31 0 0.0% []
google.protobuf.descriptor_pool.DescriptorPool._SetFieldType 47 0 0.0% []
google.protobuf.internal.api_implementation._CanImport 43 21 48.83% ['fuzz_parser']
name.rstrip 114 11 9.649% ['fuzz_parser']
collections.OrderedDict.items 234 76 32.47% ['fuzz_parser']
google.protobuf.internal.python_message._AddInitMethod.init.init_wkt_or_merge 67 0 0.0% []
google.protobuf.descriptor.Descriptor.__init__ 31 0 0.0% []
google.protobuf.descriptor.MakeDescriptor 49 0 0.0% []
google.protobuf.internal.decoder.MessageSetItemDecoder.DecodeItem 38 0 0.0% []
google.protobuf.text_format._Printer._PrintUnknownFields 35 0 0.0% []
google.protobuf.text_format._Printer.PrintFieldValue 32 0 0.0% []
google.protobuf.text_format._Parser._MergeField 74 0 0.0% []
google.protobuf.text_format._Parser._MergeScalarField 37 0 0.0% []
google.protobuf.internal.well_known_types.Timestamp.FromJsonString 39 0 0.0% []
buffer.auto_suggest.get_suggestion 824 144 17.47% ['fuzz_parser']
prefix.startswith 64 23 35.93% ['fuzz_parser']
IPython.core.magics.osm.OSMagics.rehashx 43 1 2.325% ['fuzz_parser']
IPython.core.magics.osm.OSMagics.cd 66 0 0.0% []
IPython.core.magics.osm.OSMagics.bookmark 31 0 0.0% []
google.rpc.error_details_pb2 51 12 23.52% ['fuzz_parser']
typing_extensions.TypedDict.get 1669 477 28.57% ['fuzz_parser']
IPython.core.oinspect.Inspector._make_info_unformatted.code_formatter 33 0 0.0% []
IPython.core.oinspect.Inspector.info 141 14 9.929% ['fuzz_parser']
google.api_core.retry.retry_streaming_async.retry_target_stream 41 2 4.878% ['fuzz_parser']
bindings.append 238 90 37.81% ['fuzz_parser']
arrays.append 112 29 25.89% ['fuzz_parser']
IPython.core.page.pager_page 52 0 0.0% []
transport.request 153 47 30.71% ['fuzz_parser']
configurable.update_config 258 61 23.64% ['fuzz_parser']
traitlets.config.application.Application.print_subcommands 520 150 28.84% ['fuzz_parser']
IPython.core.interactiveshell.InteractiveShell.__init__ 43 2 4.651% ['fuzz_parser']
IPython.core.interactiveshell.InteractiveShell.reset 35 0 0.0% []
IPython.core.interactiveshell.InteractiveShell._ofind 53 0 0.0% []
IPython.core.interactiveshell.InteractiveShell.run_cell_async.error_before_exec 69 0 0.0% []
IPython.core.interactiveshell.InteractiveShell.run_code 31 1 3.225% ['fuzz_parser']
IPython.core.interactiveshell.InteractiveShell.find_user_code 41 0 0.0% []
traitlets.config.get_config 1736 230 13.24% ['fuzz_parser']
IPython.utils.PyColorize.Parser.format2 42 0 0.0% []
IPython.core.ultratb.ListTB._format_exception_only 50 0 0.0% []
IPython.core.ultratb.VerboseTB.format_record 52 0 0.0% []
IPython.core.ultratb.VerboseTB.get_records 40 0 0.0% []
IPython.core.history.extract_hist_ranges 31 0 0.0% []
var.encode 90 21 23.33% ['fuzz_parser']
IPython.core.guarded_eval.eval_node.dummy_function 131 0 0.0% []
IPython.core.guarded_eval._resolve_annotation 59 0 0.0% []
IPython.core.completer.Completer._attr_matches 48 0 0.0% []
IPython.core.completer.match_dict_keys.filter_prefix_tuple 69 0 0.0% []
IPython.core.completer.IPCompleter.file_matcher 34 0 0.0% []
IPython.core.completer.IPCompleter._jedi_matches 39 3 7.692% ['fuzz_parser']
IPython.core.completer.IPCompleter._is_in_string_or_comment 59 0 0.0% []
IPython.core.completer.IPCompleter.python_func_kw_matches 50 0 0.0% []
IPython.core.completer.IPCompleter.dict_key_matches 51 0 0.0% []
IPython.core.completer.IPCompleter._completions.is_non_jedi_result 38 0 0.0% []
IPython.core.completer.IPCompleter._complete 57 0 0.0% []
cmd.replace 161 34 21.11% ['fuzz_parser']
out.append 189 48 25.39% ['fuzz_parser']
IPython.core.prefilter.AutoHandler.handle 38 3 7.894% ['fuzz_parser']
IPython.core.formatters.DisplayFormatter.format 34 0 0.0% []
IPython.core.display_functions.display 34 0 0.0% []
tokens.extend 148 50 33.78% ['fuzz_parser']
IPython.core.magics.code.CodeMagics.save 36 2 5.555% ['fuzz_parser']
IPython.core.magics.code.CodeMagics.load 31 0 0.0% []
IPython.core.magics.code.CodeMagics._find_edit_target.make_filename 75 0 0.0% []
IPython.core.magics.code.CodeMagics.edit 47 0 0.0% []
tokenize.open.readlines 428 72 16.82% ['fuzz_parser']
completion.get_signatures 396 55 13.88% ['fuzz_parser']
signature.defined_names 110 36 32.72% ['fuzz_parser']
interpreter.complete 35 19 54.28% ['fuzz_parser']
names.pop 465 144 30.96% ['fuzz_parser']
IPython.core.inputtransformer2.TransformerManager.check_complete 74 0 0.0% []
IPython.utils.tokenutil.token_at_cursor 50 0 0.0% []
IPython.core.debugger.Pdb.format_stack_entry 44 0 0.0% []
IPython.core.debugger.Pdb.do_up 33 0 0.0% []
IPython.core.debugger.Pdb.do_down 35 2 5.714% ['fuzz_parser']
IPython.terminal.interactiveshell.TerminalInteractiveShell._merge_shortcuts 38 2 5.263% ['fuzz_parser']
IPython.terminal.shortcuts.auto_suggest.AppendAutoSuggestionInAnyLine.apply_transformation 55 8 14.54% ['fuzz_parser']
IPython.terminal.shortcuts.auto_suggest.accept_token 32 1 3.125% ['fuzz_parser']
prompt_toolkit.layout.processors.Transformation 402 110 27.36% ['fuzz_parser']
prompt_toolkit.patch_stdout.patch_stdout 124 38 30.64% ['fuzz_parser']
prompt_toolkit.history.InMemoryHistory 136 44 32.35% ['fuzz_parser']
prompt_toolkit.shortcuts.prompt.PromptSession 485 91 18.76% ['fuzz_parser']
prompt_toolkit.application.current.get_app.current_buffer.document.text_before_cursor.replace 68 27 39.70% ['fuzz_parser']
prompt_toolkit.key_binding.bindings.named_commands.backward_delete_char 281 125 44.48% ['fuzz_parser']
IPython.terminal.embed.InteractiveShellEmbed.mainloop 32 0 0.0% []
IPython.terminal.embed.embed 32 0 0.0% []
IPython.core.doctb.DocTB.format_record 32 0 0.0% []
IPython.core.doctb.DocTB.get_records 32 0 0.0% []
traitlets.config.loader.Config 587 165 28.10% ['fuzz_parser']
IPython.core.application.BaseIPythonApplication.init_profile_dir 37 0 0.0% []
IPython.extensions.storemagic.StoreMagics.store 75 0 0.0% []
tname.upper 67 13 19.40% ['fuzz_parser']
IPython.core.display.Image.__init__ 55 0 0.0% []
IPython.core.magics.config.ConfigMagics.config 34 0 0.0% []
decorator.strip 280 72 25.71% ['fuzz_parser']
IPython.core.magics.history.HistoryMagics.history._format_lineno 60 0 0.0% []
IPython.core.magics.history.HistoryMagics.rerun 34 0 0.0% []
IPython.core.magics.basic.BasicMagics.notebook 53 0 0.0% []
param.lower 130 17 13.07% ['fuzz_parser']
IPython.core.magics.script.ScriptMagics.shebang._stream_communicate 74 1 1.351% ['fuzz_parser']
IPython.core.magics.namespace.NamespaceMagics.whos.type_name 48 0 0.0% []
IPython.core.magics.namespace.NamespaceMagics.reset 48 0 0.0% []
IPython.core.magics.execution.ExecutionMagics._run_with_profiler 43 0 0.0% []
IPython.core.magics.execution.ExecutionMagics.run 85 0 0.0% []
IPython.core.magics.execution.ExecutionMagics._run_with_debugger 50 0 0.0% []
IPython.core.magics.execution.ExecutionMagics.timeit 72 7 9.722% ['fuzz_parser']
IPython.core.magics.execution.ExecutionMagics.time 84 1 1.190% ['fuzz_parser']
document.text.lstrip 531 122 22.97% ['fuzz_parser']
wcwidth.wcwidth 92 16 17.39% ['fuzz_parser']
IPython.core.debugger_backport.PdbClosureBackport.default 42 0 0.0% []
pytest.fixture 156 33 21.15% ['fuzz_parser']
stdout.strip 37 10 27.02% ['fuzz_parser']
module.__dict__.update 131 47 35.87% ['fuzz_parser']
channel.unary_unary 987 263 26.64% ['fuzz_parser']
urllib3.util.ssl_.create_urllib3_context 181 53 29.28% ['fuzz_parser']
request.pop 108 49 45.37% ['fuzz_parser']
klass.FromString 216 58 26.85% ['fuzz_parser']

Files and Directories in report

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
[] []
google.cloud.bigquery.query [] []
IPython.utils._process_emscripten [] []
google.api.system_parameter_pb2 [] []
IPython.core.magics.namespace [] []
IPython.sphinxext [] []
google.protobuf.internal [] []
inspect [] []
google.api_core.extended_operation [] []
IPython.core.compilerop [] []
google._async_resumable_media.requests.upload [] []
geopandas [] []
google.api_core.future.polling [] []
IPython.terminal.shortcuts.auto_match [] []
IPython.utils.capture [] []
IPython.extensions.storemagic [] []
nbformat [] []
IPython.core.crashhandler [] []
IPython.core.doctb [] []
IPython.core [] []
gi [] []
IPython.core.magics.basic [] []
google.cloud._testing [] []
locale [] []
google.cloud.bigquery [] []
google.auth.crypt._python_rsa [] []
google.protobuf.text_encoding [] []
google.cloud.bigquery.job.base [] []
argparse [] []
dateutil [] []
google._upb._message [] []
google.oauth2.service_account [] []
sys [] []
google.api_core.retry_async [] []
IPython.lib [] []
google.cloud.bigquery_v2.types [] []
proto [] []
google.type.date_pb2 [] []
google.cloud.bigquery._helpers [] []
IPython.core.magics.code [] []
google.logging.type.log_severity_pb2 [] []
IPython.testing.plugin.simplevars [] []
IPython.core.display_functions [] []
google.protobuf.internal.builder [] []
google.cloud.bigquery.dbapi._helpers [] []
os [] []
google.cloud.operation [] []
signal [] []
google.auth.crypt.base [] []
google.protobuf.source_context_pb2 [] []
IPython.terminal.shortcuts [] []
IPython.utils.ipstruct [] []
google.auth.impersonated_credentials [] []
warnings [] []
grpc_status [] []
IPython.sphinxext.ipython_console_highlighting [] []
IPython.core.magics.extension [] []
google.cloud.bigquery.model [] []
copyreg [] []
google.type.localized_text_pb2 [] []
google.protobuf.internal.python_message [] []
google.type.month_pb2 [] []
IPython.core.events [] []
IPython.utils.openpy [] []
IPython.utils.dir2 [] []
google.protobuf.symbol_database [] []
google.api.context_pb2 [] []
google.api_core.operations_v1.operations_async_client [] []
google.auth.external_account_authorized_user [] []
google.auth._credentials_async [] []
pprint [] []
google.api_core.operations_v1.operations_rest_client_async [] []
google.api.metric_pb2 [] []
google.cloud.bigquery.encryption_configuration [] []
google.resumable_media._upload [] []
google.api_core.client_info [] []
sip [] []
IPython.core.magics.pylab [] []
IPython.core.extensions [] []
IPython.utils.generics [] []
concurrent [] []
IPython.lib.editorhooks [] []
google.protobuf.proto_builder [] []
google.api_core.gapic_v1.config_async [] []
IPython.utils.path [] []
IPython.core.logger [] []
array [] []
google.api.error_reason_pb2 [] []
google.type.interval_pb2 [] []
google.protobuf.internal.field_mask [] []
google.rpc.status_pb2 [] []
google.oauth2.challenges [] []
IPython.core.inputtransformer2 [] []
math [] []
google.protobuf.internal.containers [] []
google.oauth2.id_token [] []
google.auth.api_key [] []
google.protobuf.pyext.cpp_message [] []
google.cloud._helpers [] []
google.api_core.path_template [] []
google.api_core.bidi_base [] []
time [] []
google.cloud.bigquery.dbapi.types [] []
google.cloud.bigquery.schema [] []
google.api.policy_pb2 [] []
google.protobuf.internal.extension_dict [] []
IPython.core.magics.history [] []
IPython.terminal.pt_inputhooks.asyncio [] []
db_dtypes [] []
IPython.terminal.pt_inputhooks.gtk [] []
google.protobuf.reflection [] []
google.cloud.bigquery_v2.types.standard_sql [] []
google.cloud.bigquery.job.copy_ [] []
google.auth.aws [] []
google.cloud.bigquery.routine [] []
IPython.utils.timing [] []
cPickle [] []
shlex [] []
glob [] []
IPython.utils.importstring [] []
IPython.core.magics.ast_mod [] []
google.api_core.rest_helpers [] []
google.api_core.operations_v1.pagers_base [] []
google.oauth2.webauthn_handler_factory [] []
google.auth [] []
google._async_resumable_media.requests._request_helpers [] []
google.resumable_media.requests [] []
google.longrunning.operations_grpc_pb2 [] []
google.resumable_media._helpers [] []
google.cloud.bigquery.job.load [] []
google.api.auth_pb2 [] []
google.api_core.retry.retry_base [] []
IPython.testing.plugin.setup [] []
google.auth._helpers [] []
sqlite3 [] []
google.oauth2.sts [] []
colorama [] []
decimal [] []
IPython.terminal.shortcuts.auto_suggest [] []
grpc [] []
google.cloud.bigquery.retry [] []
IPython.terminal.pt_inputhooks.pyglet [] []
google.cloud.bigquery.job.extract [] []
google.protobuf.internal.decoder [] []
google._async_resumable_media.requests [] []
io [] []
IPython.utils._process_win32 [] []
google.type.calendar_period_pb2 [] []
IPython.core.shellapp [] []
IPython.external.qt_loaders [] []
google.cloud.bigquery.client [] []
IPython.terminal.debugger [] []
google.protobuf.api_pb2 [] []
IPython.utils.decorators [] []
google.protobuf.duration [] []
google._async_resumable_media._helpers [] []
itertools [] []
google.api.client_pb2 [] []
ast [] []
IPython.utils.py3compat [] []
google.cloud.version [] []
urllib3 [] []
google.longrunning.operations_proto [] []
google.cloud.bigquery_v2.types.model [] []
google.cloud.bigquery._job_helpers [] []
google.auth.aio.transport [] []
google.cloud.bigquery.standard_sql [] []
google.api_core.retry.retry_streaming [] []
IPython.utils.frame [] []
wave [] []
matplotlib_inline [] []
google.protobuf.compiler [] []
google.protobuf.json_format [] []
prompt_toolkit [] []
google.auth.identity_pool [] []
collections [] []
google.cloud.bigquery.format_options [] []
IPython.core.magics.auto [] []
IPython.__main__ [] []
google.api_core.bidi_async [] []
google.api.usage_pb2 [] []
google.auth.transport.requests [] []
cachetools [] []
google.auth.jwt [] []
google.auth.compute_engine [] []
google.type.color_pb2 [] []
IPython.terminal.pt_inputhooks.gtk4 [] []
timeit [] []
IPython.utils.module_paths [] []
google.auth._refresh_worker [] []
google.cloud.bigquery.magics.line_arg_parser.visitors [] []
cryptography [] []
google.type.quaternion_pb2 [] []
IPython.terminal [] []
google.auth._cloud_sdk [] []
datetime [] []
google.protobuf.type_pb2 [] []
google.auth.crypt._helpers [] []
IPython.core.profiledir [] []
zipimport [] []
getpass [] []
IPython.core.page [] []
IPython.utils.strdispatch [] []
google.cloud._http [] []
mimetypes [] []
google.api.distribution_pb2 [] []
curio [] []
google.auth.crypt.rsa [] []
pygments [] []
google.api.control_pb2 [] []
google.api_core.gapic_v1 [] []
google.api.launch_stage_pb2 [] []
IPython.terminal.pt_inputhooks.glut [] []
google.auth.pluggable [] []
__main__ [] []
google.protobuf.internal.wire_format [] []
setuptools [] []
google.cloud.bigquery.dbapi.exceptions [] []
IPython.testing.skipdoctest [] []
IPython.core.interactiveshell [] []
google.api.http_pb2 [] []
IPython.core.error [] []
google.protobuf.any_pb2 [] []
threading [] []
docutils [] []
google.api.httpbody_pb2 [] []
google.protobuf.empty_pb2 [] []
google.cloud.client [] []
IPython.lib.display [] []
google.api_core.client_options [] []
IPython.core.async_helpers [] []
google.cloud.bigquery.iam [] []
IPython.core.tips [] []
google.auth.transport._aiohttp_requests [] []
google.api_core.rest_streaming [] []
google.api_core.datetime_helpers [] []
google.resumable_media [] []
queue [] []
IPython.core.display [] []
google.oauth2._id_token_async [] []
google.api_core.operations_v1.operations_client [] []
IPython.testing.plugin.pytest_ipdoctest [] []
termios [] []
IPython.core.magics.script [] []
google.auth._default_async [] []
IPython.testing.globalipapp [] []
IPython.utils.tempdir [] []
google.api_core.operations_v1.pagers_async [] []
google.api.monitored_resource_pb2 [] []
IPython.testing.tools [] []
IPython.terminal.magics [] []
IPython.core.magics.osm [] []
IPython.utils.docs [] []
google.auth.compute_engine._metadata [] []
google.rpc.http_pb2 [] []
_pytest [] []
IPython.core.application [] []
IPython.lib.lexers [] []
google.auth.aio.credentials [] []
linecache [] []
google.protobuf.descriptor_database [] []
IPython.utils.jsonutil [] []
google.cloud.bigquery.job [] []
google.protobuf.proto_text [] []
google.protobuf.pyext [] []
google.resumable_media.requests.download [] []
google.cloud.environment_vars [] []
google.api_core.version [] []
google.auth.aio [] []
google.auth.downscoped [] []
dataclasses [] []
IPython.terminal.pt_inputhooks.wx [] []
asyncio [] []
google.api_core.gapic_v1.client_info [] []
google.protobuf.testdata [] []
google.auth.crypt.es256 [] []
IPython.terminal.interactiveshell [] []
IPython.core.usage [] []
google.api_core._python_version_support [] []
google.api_core.page_iterator_async [] []
resource [] []
google.auth.external_account [] []
google.oauth2.webauthn_types [] []
google_crc32c [] []
runpy [] []
google.cloud.bigquery.external_config [] []
google.cloud.bigquery._pandas_helpers [] []
IPython.core.tbtools [] []
certifi [] []
google.api.quota_pb2 [] []
google.api_core.operations_v1 [] []
IPython.core.payloadpage [] []
calendar [] []
google.auth._service_account_info [] []
hashlib [] []
ipykernel [] []
google.protobuf.struct_pb2 [] []
google.api.logging_pb2 [] []
IPython.utils.wildcard [] []
google.cloud.bigquery.magics.line_arg_parser.lexer [] []
trio [] []
IPython.core.oinspect [] []
google.api_core.protobuf_helpers [] []
google.type.expr_pb2 [] []
google.gapic.metadata.gapic_metadata_pb2 [] []
google._async_resumable_media._upload [] []
typing_extensions [] []
google.api_core.operations_v1.abstract_operations_base_client [] []
google.api_core.gapic_v1.config [] []
cProfile [] []
IPython.utils.tokenutil [] []
string [] []
google.auth.transport [] []
matplotlib [] []
google.auth.credentials [] []
IPython.core.magic_arguments [] []
google.api.label_pb2 [] []
google.api_core.future.async_future [] []
google.api_core.operations_v1.operations_client_config [] []
google.protobuf.internal.api_implementation [] []
google.api_core.timeout [] []
PyQt5 [] []
google.cloud.bigquery._versions_helpers [] []
google.cloud.bigquery.exceptions [] []
textwrap [] []
weakref [] []
IPython.testing.plugin.simple [] []
google.api.billing_pb2 [] []
google.type.postal_address_pb2 [] []
google.api_core.version_header [] []
IPython.terminal.pt_inputhooks [] []
aiohttp [] []
google.api_core.operation_async [] []
google.oauth2.webauthn_handler [] []
tempfile [] []
google.oauth2.utils [] []
IPython.core.magics.display [] []
IPython.testing.plugin.dtexample [] []
google.api.field_behavior_pb2 [] []
google.oauth2.reauth [] []
bigquery_magics [] []
google.cloud.bigquery.table [] []
IPython.core.display_trap [] []
keyword [] []
yapf [] []
http [] []
pytest [] []
google.cloud.bigquery.dbapi.connection [] []
google.api_core.general_helpers [] []
IPython.core.alias [] []
IPython.core.magics.config [] []
IPython.utils._process_common [] []
google.cloud.bigquery_v2.types.model_reference [] []
shapely [] []
shutil [] []
google.longrunning.operations_pb2 [] []
google.protobuf.internal.enum_type_wrapper [] []
google.rpc.context.attribute_context_pb2 [] []
IPython.utils.log [] []
IPython.core.history [] []
IPython.display [] []
pkg_resources [] []
tokenize [] []
google.protobuf.field_mask_pb2 [] []
google.protobuf.internal.type_checkers [] []
IPython.utils.text [] []
codeop [] []
google.cloud.bigquery.magics.line_arg_parser [] []
google.rpc.error_details_pb2 [] []
google.api_core.retry [] []
google.api_core.retry.retry_streaming_async [] []
IPython.utils.coloransi [] []
numpy [] []
google.api_core.gapic_v1.routing_header [] []
google.cloud.bigquery.dataset [] []
IPython.terminal.shortcuts.filters [] []
IPython.core.debugger [] []
IPython.extensions.deduperreload.deduperreload_patching [] []
IPython.lib.demo [] []
pyglet [] []
pathlib [] []
google.type.money_pb2 [] []
google.api_core._rest_streaming_base [] []
reprlib [] []
google.type.latlng_pb2 [] []
crcmod [] []
pstats [] []
IPython.sphinxext.custom_doctests [] []
google.api_core.bidi [] []
google.protobuf.internal.python_edition_defaults [] []
IPython.core.prefilter [] []
IPython.utils.sysinfo [] []
IPython.core.completerlib [] []
IPython.testing [] []
IPython.terminal.pt_inputhooks.osx [] []
win32clipboard [] []
google.auth.transport.mtls [] []
IPython.core.autocall [] []
IPython.terminal.prompts [] []
google.api.log_pb2 [] []
gobject [] []
google.auth._default [] []
jupyter_ai [] []
google.cloud.bigquery.magics [] []
IPython.testing.plugin.ipdoctest [] []
google.protobuf.internal.message_listener [] []
google.oauth2 [] []
google.auth.version [] []
System [] []
IPython.lib.deepreload [] []
uuid [] []
IPython.paths [] []
binascii [] []
google.cloud.bigquery._http [] []
IPython.extensions.deduperreload.deduperreload [] []
IPython.utils.encoding [] []
builtins [] []
google.protobuf.proto_json [] []
IPython.utils [] []
google.cloud.exceptions [] []
google.api_core.exceptions [] []
google.cloud.bigquery.magics.magics [] []
opentelemetry [] []
google.auth.compute_engine.credentials [] []
google.api_core.gapic_v1.method [] []
google._async_resumable_media.requests.download [] []
google.api_core.retry.retry_unary_async [] []
google.auth.iam [] []
IPython.utils.contexts [] []
ipython_pygments_lexers [] []
IPython.utils.PyColorize [] []
pickle [] []
site [] []
IPython.terminal.pt_inputhooks.gtk3 [] []
google.oauth2.gdch_credentials [] []
IPython.lib.guisupport [] []
google.resumable_media.requests.upload [] []
IPython.terminal.embed [] []
google.auth.transport._requests_base [] []
google.resumable_media.common [] []
google.auth.exceptions [] []
IPython.core.builtin_trap [] []
IPython.core.pylabtools [] []
urllib [] []
posixpath [] []
google.api.endpoint_pb2 [] []
google.cloud.bigquery.job.query [] []
google [] []
google.protobuf.descriptor [] []
wcwidth [] []
google.api.backend_pb2 [] []
google.type.timeofday_pb2 [] []
IPython.core.displaypub [] []
cffi [] []
google.oauth2._service_account_async [] []
IPython.core.macro [] []
pathlib2 [] []
google.cloud.obsolete [] []
codecs [] []
google.logging.type.http_request_pb2 [] []
google.api.service_pb2 [] []
enum [] []
IPython.utils._process_cli [] []
IPython.core.profileapp [] []
google.oauth2.credentials [] []
IPython.core.magics.packaging [] []
IPython.utils._sysinfo [] []
google.resumable_media.requests._request_helpers [] []
google.api_core.page_iterator [] []
google.api.source_info_pb2 [] []
pexpect [] []
google.longrunning.operations_grpc [] []
wx [] []
jedi [] []
google.protobuf.util [] []
google.api_core.operations_v1.abstract_operations_client [] []
google.oauth2._client [] []
google.api.routing_pb2 [] []
pyarrow [] []
google.protobuf.descriptor_pool [] []
IPython.terminal.ipapp [] []
traceback [] []
google.api.documentation_pb2 [] []
email [] []
IPython.core.splitinput [] []
re [] []
IPython.external.pickleshare [] []
google.api_core._python_package_support [] []
base64 [] []
google.protobuf [] []
jwt [] []
OpenSSL [] []
tkinter [] []
winreg [] []
IPython.core.magics.execution [] []
google.rpc.context.audit_context_pb2 [] []
msvcrt [] []
google.api.visibility_pb2 [] []
tqdm [] []
google.protobuf.wrappers_pb2 [] []
google.protobuf.timestamp [] []
IPython.core.ultratb [] []
google.cloud.location.locations_pb2 [] []
google.api.config_change_pb2 [] []
google.oauth2._reauth_async [] []
google.type.decimal_pb2 [] []
pydoc [] []
pyasn1 [] []
doctest [] []
json [] []
google.cloud.extended_operations_pb2 [] []
google.type.dayofweek_pb2 [] []
subprocess [] []
google.protobuf.descriptor_pb2 [] []
typing [] []
google.api_core.gapic_v1.method_async [] []
operator [] []
google.protobuf.compiler.plugin_pb2 [] []
contextlib [] []
google.auth.transport.urllib3 [] []
google.api_core.rest_streaming_async [] []
google.cloud.bigquery_v2.types.encryption_config [] []
xml [] []
IPython.external.qt_for_kernel [] []
google.protobuf.unknown_fields [] []
google.protobuf.message [] []
[] []
platform [] []
docrepr [] []
google.cloud.bigquery.dbapi [] []
google.protobuf.text_format [] []
gzip [] []
IPython.extensions.deduperreload [] []
google.api_core.operations_v1.pagers [] []
IPython.testing.plugin [] []
requests [] []
pandas [] []
google.protobuf.message_factory [] []
google.auth.transport._custom_tls_signer [] []
google.protobuf.internal.well_known_types [] []
google.protobuf.timestamp_pb2 [] []
google.type.fraction_pb2 [] []
logging [] []
gc [] []
IPython.core.debugger_backport [] []
IPython.testing.decorators [] []
IPython.terminal.pt_inputhooks.qt [] []
IPython [] []
google.auth.app_engine [] []
IPython.testing.plugin.test_ipdoctest [] []
google.auth._exponential_backoff [] []
google.api_core.operations_v1.transports.base [] []
google.api_core [] []
IPython.extensions.autoreload [] []
google.api.annotations_pb2 [] []
random [] []
IPython.utils.process [] []
IPython.testing.ipunittest [] []
IPython.core.magics.logging [] []
google.cloud.bigquery.version [] []
fnmatch [] []
google._async_resumable_media [] []
IPython.lib.backgroundjobs [] []
google.type.phone_number_pb2 [] []
getopt [] []
importlib [] []
OpenGL [] []
google.cloud.bigquery.magics.line_arg_parser.parser ['fuzz_parser'] []
unicodedata [] []
google.protobuf.any [] []
hmac [] []
google.api_core.future.base [] []
atexit [] []
google.api.consumer_pb2 [] []
google.auth.crypt [] []
...fuzz_parser ['fuzz_parser'] []
google.api_core.iam [] []
copy [] []
google.protobuf.service_reflection [] []
google._async_resumable_media._download [] []
functools [] []
IPython.utils._process_posix [] []
google.auth._oauth2client [] []
testpath [] []
curses [] []
IPython.utils.syspathcontext [] []
stack_data [] []
pdb [] []
IPython.core.guarded_eval [] []
google.cloud.bigquery.routine.routine [] []
IPython.lib.latextools [] []
google.cloud.bigquery.magics.line_arg_parser.exceptions [] []
gtk [] []
google.auth.transport._mtls_helper [] []
IPython.core.getipython [] []
google.protobuf.internal.encoder [] []
google.api_core.future._helpers [] []
IPython.terminal.ptutils [] []
IPython.utils.io [] []
google.cloud.bigquery_v2.types.table_reference [] []
unittest [] []
rsa [] []
IPython.core.release [] []
google.auth.metrics [] []
google.cloud.bigquery.opentelemetry_tracing [] []
google.longrunning.operations_pb2_grpc [] []
IPython.terminal.pt_inputhooks.tk [] []
google.auth._jwt_async [] []
google.cloud.bigquery._pyarrow_helpers [] []
google.api.resource_pb2 [] []
atheris [] []
IPython.utils.sentinel [] []
google.longrunning.operations_proto_pb2 [] []
google.auth.aio._helpers [] []
google.api_core.grpc_helpers [] []
IPython.core.hooks [] []
google.api_core.operations_v1.transports [] []
IPython.core.completer [] []
IPython.core.magics [] []
google.protobuf.internal.testing_refleaks [] []
google.type.datetime_pb2 [] []
traitlets [] []
pyasn1_modules [] []
google.protobuf.proto [] []
grpc_gcp [] []
google.auth.aio.transport.sessions [] []
google.cloud.bigquery.enums [] []
google.auth.transport._http_client [] []
IPython.sphinxext.ipython_directive [] []
google.cloud.bigquery_v2 [] []
google.cloud.bigquery.dbapi.cursor [] []
google.protobuf.runtime_version [] []
importlib_metadata [] []
IPython.core.displayhook [] []
google.resumable_media._download [] []
IPython.core.historyapp [] []
google.auth._credentials_base [] []
google.api_core.operations_v1.transports.rest_asyncio [] []
IPython.external [] []
google.api_core.grpc_helpers_async [] []
google.api_core.universe [] []
google.oauth2._credentials_async [] []
IPython.core.payload [] []
black [] []
google.oauth2._client_async [] []
sphinx [] []
IPython.core.formatters [] []
IPython.utils.data [] []
IPython.testing.plugin.test_refs [] []
google.api_core.client_logging [] []
IPython.utils.terminal [] []
IPython.utils._process_win32_controller [] []
google.api_core.operations_v1.transports.rest [] []
IPython.lib.pretty [] []
ctypes [] []
google.api_core.retry.retry_unary [] []
html [] []
IPython.core.latex_symbols [] []
struct [] []
google.api.monitoring_pb2 [] []
types [] []
google.api.field_info_pb2 [] []
google.api_core.operation [] []
google.protobuf.duration_pb2 [] []
google.auth.aio.transport.aiohttp [] []
IPython.core.magic [] []
google.auth.environment_vars [] []
IPython.utils.eventful [] []
IPython.extensions [] []
google.rpc.code_pb2 [] []
IPython.lib.clipboard [] []
google.auth.transport.grpc [] []
google.api_core.future [] []
google.auth.crypt._cryptography_rsa [] []
google.cloud.bigquery._tqdm_helpers [] []

Directories in report

Directory

Metadata section

This sections shows the raw data that is used to produce this report. This is mainly used for further processing and developer debugging.

Fuzzer Calltree file Program data file Coverage file
fuzz_parser fuzzerLogFile-fuzz_parser.data fuzzerLogFile-fuzz_parser.data.yaml all_cov.json