Exemplo n.º 1
0
 def test4get_match_element_no_match(self):
     """Parse not matching substring from MatchContext and check if the MatchContext was not changed."""
     data = b""
     match_context = DummyMatchContext(data)
     hex_me = HexStringModelElement(self.id_)
     match_element = hex_me.get_match_element(self.path, match_context)
     self.compare_no_match_results(data, match_element, match_context)
Exemplo n.º 2
0
    def test7get_match_element_match_context_input_validation(self):
        """Check if an exception is raised, when other classes than MatchContext are used in get_match_element."""
        model_element = HexStringModelElement(self.id_)
        data = b"abcdefghijklmnopqrstuvwxyz.!?"
        model_element.get_match_element(self.path, DummyMatchContext(data))
        model_element.get_match_element(self.path, MatchContext(data))

        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, MatchElement(None, data, None, None))
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, data)
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, data.decode())
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, 123)
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, 123.22)
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, True)
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, None)
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, [])
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, {"key": MatchContext(data)})
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, set())
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, ())
        self.assertRaises(AttributeError, model_element.get_match_element,
                          self.path, model_element)
Exemplo n.º 3
0
    def test1check_all_values(self):
        """Try all values and check if the desired results are produced."""
        allowed_chars = [
            b'0', b'1', b'2', b'3', b'4', b'5', b'6', b'7', b'8', b'9', b'a',
            b'b', b'c', b'd', b'e', b'f'
        ]
        char1 = b'\x00'
        char2 = b'\x00'
        hex_string_model_element = HexStringModelElement('id')

        while ord(char2) < ord(b'\x7F'):
            match_context = MatchContext(char2 + char1)
            match_element = hex_string_model_element.get_match_element(
                'match', match_context)
            if char2 in allowed_chars and char1 in allowed_chars:
                self.assertEqual(match_element.get_match_object(),
                                 char2 + char1)
            # commented out these parts of the test, as the HexStringModelElement currently is not working properly.
            # These tests need to be rewritten!
            # else:
            #     self.assertEqual(match_element, None)
            if ord(char1) == 0x7f:
                char1 = b'\x00'
                char2 = bytes(chr(ord(char2) + 1), 'utf-8')
            else:
                char1 = bytes(chr(ord(char1) + 1), 'utf-8')

        allowed_chars = [
            b'0', b'1', b'2', b'3', b'4', b'5', b'6', b'7', b'8', b'9', b'A',
            b'B', b'C', b'D', b'E', b'F'
        ]
        char1 = b'\x00'
        char2 = b'\x00'
        hex_string_model_element = HexStringModelElement('id', True)

        while ord(char2) < ord(b'\x7F'):
            match_context = MatchContext(char2 + char1)
            match_element = hex_string_model_element.get_match_element(
                'match', match_context)
            if char2 in allowed_chars and char1 in allowed_chars:
                self.assertEqual(match_element.get_match_object(),
                                 char2 + char1)
            # commented out these parts of the test, as the HexStringModelElement currently is not working properly.
            # These tests need to be rewritten!
            # else:
            #     self.assertEqual(match_element, None)
            if ord(char1) == 0x7f:
                char1 = b'\x00'
                char2 = bytes(chr(ord(char2) + 1), 'utf-8')
            else:
                char1 = bytes(chr(ord(char1) + 1), 'utf-8')
def build_analysis_pipeline(analysis_context):
    """
    Define the function to create pipeline for parsing the log data.
    It has also to define an AtomizerFactory to instruct aminer how to process incoming data streams to create log atoms from them.
    """
    date_format_string = b'%Y-%m-%d %H:%M:%S'
    cron = b' cron['

    # Build the parsing model:

    service_children_disk_report = [
        FixedDataModelElement('Space', b' Current Disk Data is: Filesystem     Type  Size  Used Avail Use%'),
        DelimitedDataModelElement('Data', b'%'), AnyByteDataModelElement('Rest')]

    service_children_login_details = [
        FixedDataModelElement('User/LoginDetails', b'User '), DelimitedDataModelElement('Username', b' '),
        FixedWordlistDataModelElement('Status', [b' logged in', b' logged out']),
        OptionalMatchModelElement('PastTime', SequenceModelElement('Time', [
            FixedDataModelElement('Blank', b' '), DecimalIntegerValueModelElement('Minutes'),
            FixedDataModelElement('Ago', b' minutes ago.')]))]

    service_children_cron_job = [
        DateTimeModelElement('DTM', date_format_string), FixedDataModelElement('UNameSpace1', b' '),
        DelimitedDataModelElement('UName', b' '), FixedDataModelElement('UNameSpace2', b' '), DelimitedDataModelElement('User', b' '),
        FixedDataModelElement('Cron', cron), DecimalIntegerValueModelElement('JobNumber'),
        FixedDataModelElement('Details', b']: Job `cron.daily` started.')]

    service_children_random_time = [FixedDataModelElement('Space', b'Random: '), DecimalIntegerValueModelElement('Random')]

    service_children_sensors = [SequenceModelElement('CPUTemp', [
        FixedDataModelElement('FixedTemp', b'CPU Temp: '), DecimalIntegerValueModelElement('Temp'),
        FixedDataModelElement('Degrees', b'\xc2\xb0C')]), FixedDataModelElement('Space1', b', '), SequenceModelElement('CPUWorkload', [
            FixedDataModelElement('FixedWorkload', b'CPU Workload: '), DecimalIntegerValueModelElement('Workload'),
            FixedDataModelElement('Percent', b'%')]), FixedDataModelElement('Space2', b', '),
        DateTimeModelElement('DTM', date_format_string)]

    service_children_user_ip_address = [
        FixedDataModelElement('User/UserIPAddress', b'User '), DelimitedDataModelElement('Username', b' '),
        FixedDataModelElement('Action', b' changed IP address to '), IpAddressDataModelElement('IP')]

    service_children_cron_job_announcement = [
        DateTimeModelElement('DTM', date_format_string), FixedDataModelElement('Space', b' '),
        DelimitedDataModelElement('UName', b' '), FixedDataModelElement('Cron', cron), DecimalIntegerValueModelElement('JobNumber'),
        FixedDataModelElement('Run', b']: Will run job `'),
        FixedWordlistDataModelElement('CronType', [b'cron.daily', b'cron.hourly', b'cron.monthly', b'cron.weekly']),
        FixedDataModelElement('StartTime', b'\' in 5 min.')]

    service_children_cron_job_execution = [
        DateTimeModelElement('DTM', date_format_string), FixedDataModelElement('Space1', b' '),
        DelimitedDataModelElement('UName', b' '), FixedDataModelElement('Cron', cron), DecimalIntegerValueModelElement('JobNumber'),
        FixedDataModelElement('Job', b']: Job `'),
        FixedWordlistDataModelElement('CronType', [b'cron.daily', b'cron.hourly', b'cron.monthly', b'cron.weekly']),
        FixedDataModelElement('Started', b'\' started')]

    service_children_audit = [SequenceModelElement('path', [
        FixedDataModelElement('type', b'type=PATH '), FixedDataModelElement('msg_audit', b'msg=audit('),
        DelimitedDataModelElement('msg', b':'), FixedDataModelElement('placeholder', b':'), DecimalIntegerValueModelElement('id'),
        FixedDataModelElement('item_string', b'): item='), DecimalIntegerValueModelElement('item'),
        FixedDataModelElement('name_string', b' name="'), DelimitedDataModelElement('name', b'"'),
        FixedDataModelElement('inode_string', b'" inode='), DecimalIntegerValueModelElement('inode'),
        FixedDataModelElement('dev_string', b' dev='), DelimitedDataModelElement('dev', b' '),
        FixedDataModelElement('mode_string', b' mode='),
        DecimalIntegerValueModelElement('mode', value_pad_type=DecimalIntegerValueModelElement.PAD_TYPE_ZERO),
        FixedDataModelElement('ouid_string', b' ouid='), DecimalIntegerValueModelElement('ouid'),
        FixedDataModelElement('ogid_string', b' ogid='), DecimalIntegerValueModelElement('ogid'),
        FixedDataModelElement('rdev_string', b' rdev='), DelimitedDataModelElement('rdev', b' '),
        FixedDataModelElement('nametype_string', b' nametype='), FixedWordlistDataModelElement('nametype', [b'NORMAL', b'ERROR'])]),
        SequenceModelElement('syscall', [
            FixedDataModelElement('type', b'type=SYSCALL '), FixedDataModelElement('msg_audit', b'msg=audit('),
            DelimitedDataModelElement('msg', b':'), FixedDataModelElement('placeholder', b':'), DecimalIntegerValueModelElement('id'),
            FixedDataModelElement('arch_string', b'): arch='), DelimitedDataModelElement('arch', b' '),
            FixedDataModelElement('syscall_string', b' syscall='), DecimalIntegerValueModelElement('syscall'),
            FixedDataModelElement('success_string', b' success='), FixedWordlistDataModelElement('success', [b'yes', b'no']),
            FixedDataModelElement('exit_string', b' exit='), DecimalIntegerValueModelElement('exit'),
            AnyByteDataModelElement('remainding_data')])]

    service_children_parsing_model_element = [
        DateTimeModelElement('DateTimeModelElement', b'Current DateTime: %d.%m.%Y %H:%M:%S'),
        DecimalFloatValueModelElement('DecimalFloatValueModelElement', value_sign_type='optional'),
        DecimalIntegerValueModelElement('DecimalIntegerValueModelElement', value_sign_type='optional', value_pad_type='blank'),
        SequenceModelElement('se', [
            DelimitedDataModelElement('DelimitedDataModelElement', b';'), FixedDataModelElement('FixedDataModelElement', b';')])]

    # ElementValueBranchModelElement
    fixed_data_me1 = FixedDataModelElement("fixed1", b'match ')
    fixed_data_me2 = FixedDataModelElement("fixed2", b'fixed String')
    fixed_wordlist_data_model_element = FixedWordlistDataModelElement("wordlist", [b'data: ', b'string: '])
    decimal_integer_value_model_element = DecimalIntegerValueModelElement("decimal")

    service_children_parsing_model_element.append(
        ElementValueBranchModelElement('ElementValueBranchModelElement', FirstMatchModelElement("first", [
            SequenceModelElement("seq1", [fixed_data_me1, fixed_wordlist_data_model_element]),
            SequenceModelElement("seq2", [fixed_data_me1, fixed_wordlist_data_model_element, fixed_data_me2])]), "wordlist",
                                 {0: decimal_integer_value_model_element, 1: fixed_data_me2}))
    service_children_parsing_model_element.append(HexStringModelElement('HexStringModelElement'))
    service_children_parsing_model_element.append(SequenceModelElement('se2', [
        FixedDataModelElement('FixedDataModelElement', b'Gateway IP-Address: '), IpAddressDataModelElement('IpAddressDataModelElement')]))
    import locale
    loc = locale.getlocale()
    if loc == (None, None):
        loc = ('en_US', 'utf8')
    service_children_parsing_model_element.append(
        MultiLocaleDateTimeModelElement('MultiLocaleDateTimeModelElement', [(b'%b %d %Y', None, '%s.%s' % loc)]))
    service_children_parsing_model_element.append(
        RepeatedElementDataModelElement('RepeatedElementDataModelElement', SequenceModelElement('SequenceModelElement', [
            FixedDataModelElement('FixedDataModelElement', b'[drawn number]: '),
            DecimalIntegerValueModelElement('DecimalIntegerValueModelElement')]), 1))
    service_children_parsing_model_element.append(VariableByteDataModelElement('VariableByteDataModelElement', b'-@#'))
    service_children_parsing_model_element.append(SequenceModelElement('se', [
        WhiteSpaceLimitedDataModelElement('WhiteSpaceLimitedDataModelElement'), FixedDataModelElement('fixed', b' ')]))

    # The Base64StringModelElement must be just before the AnyByteDataModelElement to avoid unexpected Matches.
    service_children_parsing_model_element.append(Base64StringModelElement('Base64StringModelElement'))

    # The OptionalMatchModelElement must be paired with a FirstMatchModelElement because it accepts all data and thus no data gets
    # to the AnyByteDataModelElement. The AnyByteDataModelElement must be last, because all bytes are accepted.
    service_children_parsing_model_element.append(
        OptionalMatchModelElement('/', FirstMatchModelElement('FirstMatchModelElement//optional', [
            FixedDataModelElement('FixedDataModelElement', b'The-searched-element-was-found!'), SequenceModelElement('se', [
                FixedDataModelElement('FixedDME', b'Any:'), AnyByteDataModelElement('AnyByteDataModelElement')])])))

    alphabet = b'ghijkl'
    service_children_ecd = []
    for _, char in enumerate(alphabet):
        char = bytes([char])
        service_children_ecd.append(FixedDataModelElement(char.decode(), char))

    parsing_model = FirstMatchModelElement('model', [
        SequenceModelElement('CronAnnouncement', service_children_cron_job_announcement),
        SequenceModelElement('CronExecution', service_children_cron_job_execution),
        SequenceModelElement('DailyCron', service_children_cron_job), SequenceModelElement('DiskReport', service_children_disk_report),
        SequenceModelElement('LoginDetails', service_children_login_details), DecimalIntegerValueModelElement('Random'),
        SequenceModelElement('RandomTime', service_children_random_time), SequenceModelElement('Sensors', service_children_sensors),
        SequenceModelElement('IPAddresses', service_children_user_ip_address), FirstMatchModelElement('type', service_children_audit),
        FirstMatchModelElement('ECD', service_children_ecd), FirstMatchModelElement('ParsingME', service_children_parsing_model_element)])

    # Some generic imports.
    from aminer.analysis import AtomFilters

    # Create all global handler lists here and append the real handlers later on.
    # Use this filter to distribute all atoms to the analysis handlers.
    atom_filter = AtomFilters.SubhandlerFilter(None)

    from aminer.analysis.TimestampCorrectionFilters import SimpleMonotonicTimestampAdjust
    simple_monotonic_timestamp_adjust = SimpleMonotonicTimestampAdjust([atom_filter])
    analysis_context.register_component(simple_monotonic_timestamp_adjust, component_name="SimpleMonotonicTimestampAdjust")

    from aminer.events.StreamPrinterEventHandler import StreamPrinterEventHandler
    from aminer.events.JsonConverterHandler import JsonConverterHandler
    stream_printer_event_handler = StreamPrinterEventHandler(analysis_context)
    json_converter_handler = JsonConverterHandler([stream_printer_event_handler], analysis_context)
    anomaly_event_handlers = [json_converter_handler]

    # Now define the AtomizerFactory using the model. A simple line based one is usually sufficient.
    from aminer.input.SimpleByteStreamLineAtomizerFactory import SimpleByteStreamLineAtomizerFactory
    analysis_context.atomizer_factory = SimpleByteStreamLineAtomizerFactory(parsing_model, [simple_monotonic_timestamp_adjust],
                                                                            anomaly_event_handlers)

    # Just report all unparsed atoms to the event handlers.
    from aminer.analysis.UnparsedAtomHandlers import SimpleUnparsedAtomHandler, VerboseUnparsedAtomHandler
    simple_unparsed_atom_handler = SimpleUnparsedAtomHandler(anomaly_event_handlers)
    atom_filter.add_handler(simple_unparsed_atom_handler, stop_when_handled_flag=False)
    analysis_context.register_component(simple_unparsed_atom_handler, component_name="SimpleUnparsedHandler")

    verbose_unparsed_atom_handler = VerboseUnparsedAtomHandler(anomaly_event_handlers, parsing_model)
    atom_filter.add_handler(verbose_unparsed_atom_handler, stop_when_handled_flag=True)
    analysis_context.register_component(verbose_unparsed_atom_handler, component_name="VerboseUnparsedHandler")

    from aminer.analysis.TimestampsUnsortedDetector import TimestampsUnsortedDetector
    timestamps_unsorted_detector = TimestampsUnsortedDetector(analysis_context.aminer_config, anomaly_event_handlers)
    atom_filter.add_handler(timestamps_unsorted_detector)
    analysis_context.register_component(timestamps_unsorted_detector, component_name="TimestampsUnsortedDetector")

    from aminer.analysis import Rules
    from aminer.analysis.AllowlistViolationDetector import AllowlistViolationDetector
    allowlist_rules = [
        Rules.OrMatchRule([
            Rules.AndMatchRule([
                Rules.PathExistsMatchRule('/model/LoginDetails/PastTime/Time/Minutes'),
                Rules.NegationMatchRule(Rules.ValueMatchRule('/model/LoginDetails/Username', b'root')),
                Rules.DebugMatchRule(debug_match_result=True)]),
            Rules.AndMatchRule([
                Rules.NegationMatchRule(Rules.PathExistsMatchRule('/model/LoginDetails/PastTime/Time/Minutes')),
                Rules.PathExistsMatchRule('/model/LoginDetails'),
                Rules.DebugMatchRule(debug_match_result=True)]),
            Rules.NegationMatchRule(Rules.PathExistsMatchRule('/model/LoginDetails'))])]

    # This rule list should trigger, when the line does not look like: User root (logged in, logged out)
    # or User 'username' (logged in, logged out) x minutes ago.
    allowlist_violation_detector = AllowlistViolationDetector(analysis_context.aminer_config, allowlist_rules, anomaly_event_handlers,
                                                              output_log_line=True)
    analysis_context.register_component(allowlist_violation_detector, component_name="Allowlist")
    atom_filter.add_handler(allowlist_violation_detector)

    from aminer.analysis.ParserCount import ParserCount
    parser_count = ParserCount(analysis_context.aminer_config, None, anomaly_event_handlers, 10)
    analysis_context.register_component(parser_count, component_name="ParserCount")
    atom_filter.add_handler(parser_count)

    from aminer.analysis.EventTypeDetector import EventTypeDetector
    etd = EventTypeDetector(analysis_context.aminer_config, anomaly_event_handlers)
    analysis_context.register_component(etd, component_name="EventTypeDetector")
    atom_filter.add_handler(etd)

    from aminer.analysis.VariableTypeDetector import VariableTypeDetector
    vtd = VariableTypeDetector(analysis_context.aminer_config, anomaly_event_handlers, etd, silence_output_except_indicator=False,
                               output_log_line=False, ignore_list=["/model/RandomTime"])
    analysis_context.register_component(vtd, component_name="VariableTypeDetector")
    atom_filter.add_handler(vtd)

    from aminer.analysis.VariableCorrelationDetector import VariableCorrelationDetector
    vtd = VariableCorrelationDetector(analysis_context.aminer_config, anomaly_event_handlers, etd, disc_div_thres=0.5,
                                      ignore_list=["/model/RandomTime"])
    analysis_context.register_component(vtd, component_name="VariableCorrelationDetector")
    atom_filter.add_handler(vtd)

    from aminer.analysis.EventCorrelationDetector import EventCorrelationDetector
    ecd = EventCorrelationDetector(analysis_context.aminer_config, anomaly_event_handlers, check_rules_flag=True,
                                   hypothesis_max_delta_time=1.0)
    analysis_context.register_component(ecd, component_name="EventCorrelationDetector")
    atom_filter.add_handler(ecd)

    from aminer.analysis.EventFrequencyDetector import EventFrequencyDetector
    efd = EventFrequencyDetector(analysis_context.aminer_config, anomaly_event_handlers, window_size=0.1)
    analysis_context.register_component(efd, component_name="EventFrequencyDetector")
    atom_filter.add_handler(efd)

    from aminer.analysis.EventSequenceDetector import EventSequenceDetector
    esd = EventSequenceDetector(analysis_context.aminer_config, anomaly_event_handlers, ['/model/ParsingME'], ignore_list=[
        '/model/ECD/g', '/model/ECD/h', '/model/ECD/i', '/model/ECD/j', '/model/ECD/k', '/model/ECD/l', '/model/Random',
        '/model/RandomTime', '/model/DailyCron'])
    analysis_context.register_component(esd, component_name="EventSequenceDetector")
    atom_filter.add_handler(esd)

    from aminer.analysis.MatchFilter import MatchFilter
    match_filter = MatchFilter(analysis_context.aminer_config, ['/model/Random'], anomaly_event_handlers, target_value_list=[
        1, 10, 100], output_log_line=True)
    analysis_context.register_component(match_filter, component_name="MatchFilter")
    atom_filter.add_handler(match_filter)

    from aminer.analysis.NewMatchPathDetector import NewMatchPathDetector
    new_match_path_detector = NewMatchPathDetector(analysis_context.aminer_config, anomaly_event_handlers, auto_include_flag=True,
                                                   output_log_line=True)
    analysis_context.register_component(new_match_path_detector, component_name="NewMatchPath")
    atom_filter.add_handler(new_match_path_detector)

    def tuple_transformation_function(match_value_list):
        """Only allow output of the EnhancedNewMatchPathValueComboDetector after every 10th element."""
        extra_data = enhanced_new_match_path_value_combo_detector.known_values_dict.get(tuple(match_value_list))
        if extra_data is not None:
            mod = 10
            if (extra_data[2] + 1) % mod == 0:
                enhanced_new_match_path_value_combo_detector.auto_include_flag = False
            else:
                enhanced_new_match_path_value_combo_detector.auto_include_flag = True
        return match_value_list

    from aminer.analysis.EnhancedNewMatchPathValueComboDetector import EnhancedNewMatchPathValueComboDetector
    enhanced_new_match_path_value_combo_detector = EnhancedNewMatchPathValueComboDetector(analysis_context.aminer_config, [
        '/model/DailyCron/UName', '/model/DailyCron/JobNumber'], anomaly_event_handlers, auto_include_flag=True,
        tuple_transformation_function=tuple_transformation_function, output_log_line=True)
    analysis_context.register_component(enhanced_new_match_path_value_combo_detector, component_name="EnhancedNewValueCombo")
    atom_filter.add_handler(enhanced_new_match_path_value_combo_detector)

    import re
    ip_match_action = Rules.EventGenerationMatchAction(
        "Analysis.Rules.IPv4InRFC1918MatchRule", "Private IP address occurred!", anomaly_event_handlers)

    vdmt = Rules.ValueDependentModuloTimeMatchRule(None, 3, ["/model/ECD/j", "/model/ECD/k", "/model/ECD/l"], {b"e": [0, 2.95]}, [0, 3])
    mt = Rules.ModuloTimeMatchRule(None, 3, 0, 3, None)
    time_allowlist_rules = [
        Rules.AndMatchRule([
            Rules.ParallelMatchRule([
                Rules.ValueDependentDelegatedMatchRule([
                    '/model/ECD/g', '/model/ECD/h', '/model/ECD/i', '/model/ECD/j', '/model/ECD/k', '/model/ECD/l'], {
                        (b"a",): mt, (b"b",): mt, (b"c",): mt, (b"d",): vdmt, (b"e",): vdmt, (b"f",): vdmt, None: mt}, mt),
                Rules.IPv4InRFC1918MatchRule("/model/ParsingME/se2/IpAddressDataModelElement", ip_match_action),
                Rules.DebugHistoryMatchRule(debug_match_result=True)
            ]),
            # IP addresses 8.8.8.8, 8.8.4.4 and 10.0.0.0 - 10.255.255.255 are not allowed
            Rules.NegationMatchRule(Rules.ValueListMatchRule("/model/ParsingME/se2/IpAddressDataModelElement", [134744072, 134743044])),
            Rules.NegationMatchRule(Rules.ValueRangeMatchRule("/model/ParsingME/se2/IpAddressDataModelElement", 167772160, 184549375)),
            Rules.NegationMatchRule(Rules.StringRegexMatchRule("/model/type/syscall/success", re.compile(b"^no$")))
        ])
    ]
    time_allowlist_violation_detector = AllowlistViolationDetector(
        analysis_context.aminer_config, time_allowlist_rules, anomaly_event_handlers, output_log_line=True)
    analysis_context.register_component(time_allowlist_violation_detector, component_name="TimeAllowlist")
    atom_filter.add_handler(time_allowlist_violation_detector)

    from aminer.analysis.HistogramAnalysis import HistogramAnalysis, LinearNumericBinDefinition, ModuloTimeBinDefinition, \
        PathDependentHistogramAnalysis
    modulo_time_bin_definition = ModuloTimeBinDefinition(86400, 3600, 0, 1, 24, True)
    linear_numeric_bin_definition = LinearNumericBinDefinition(50, 5, 20, True)
    histogram_analysis = HistogramAnalysis(analysis_context.aminer_config, [
        ('/model/RandomTime/Random', modulo_time_bin_definition), ('/model/Random', linear_numeric_bin_definition)], 10,
        anomaly_event_handlers, output_log_line=True)
    analysis_context.register_component(histogram_analysis, component_name="HistogramAnalysis")
    atom_filter.add_handler(histogram_analysis)

    path_dependent_histogram_analysis = PathDependentHistogramAnalysis(
        analysis_context.aminer_config, '/model/RandomTime', modulo_time_bin_definition, 10, anomaly_event_handlers, output_log_line=True)
    analysis_context.register_component(path_dependent_histogram_analysis, component_name="PathDependentHistogramAnalysis")
    atom_filter.add_handler(path_dependent_histogram_analysis)

    from aminer.analysis.MatchValueAverageChangeDetector import MatchValueAverageChangeDetector
    match_value_average_change_detector = MatchValueAverageChangeDetector(analysis_context.aminer_config, anomaly_event_handlers, None, [
        '/model/Random'], 100, 10, output_log_line=True)
    analysis_context.register_component(match_value_average_change_detector, component_name="MatchValueAverageChange")
    atom_filter.add_handler(match_value_average_change_detector)

    import sys
    from aminer.analysis.MatchValueStreamWriter import MatchValueStreamWriter
    match_value_stream_writer = MatchValueStreamWriter(
        sys.stdout, ['/model/Sensors/CPUTemp', '/model/Sensors/CPUWorkload', '/model/Sensors/DTM'], b';', b'')
    analysis_context.register_component(match_value_stream_writer, component_name="MatchValueStreamWriter")
    atom_filter.add_handler(match_value_stream_writer)

    from aminer.analysis.NewMatchPathValueComboDetector import NewMatchPathValueComboDetector
    new_match_path_value_combo_detector = NewMatchPathValueComboDetector(
        analysis_context.aminer_config, ['/model/IPAddresses/Username', '/model/IPAddresses/IP'],
        anomaly_event_handlers, output_log_line=True)
    analysis_context.register_component(new_match_path_value_combo_detector, component_name="NewMatchPathValueCombo")
    atom_filter.add_handler(new_match_path_value_combo_detector)

    from aminer.analysis.NewMatchIdValueComboDetector import NewMatchIdValueComboDetector
    new_match_id_value_combo_detector = NewMatchIdValueComboDetector(analysis_context.aminer_config, [
        '/model/type/path/name', '/model/type/syscall/syscall'], anomaly_event_handlers, id_path_list=[
        '/model/type/path/id', '/model/type/syscall/id'], min_allowed_time_diff=5, auto_include_flag=True, allow_missing_values_flag=True,
        output_log_line=True)
    analysis_context.register_component(new_match_id_value_combo_detector, component_name="NewMatchIdValueComboDetector")
    atom_filter.add_handler(new_match_id_value_combo_detector)

    from aminer.analysis.NewMatchPathValueDetector import NewMatchPathValueDetector
    new_match_path_value_detector = NewMatchPathValueDetector(analysis_context.aminer_config, [
        '/model/DailyCron/JobNumber', '/model/IPAddresses/Username'], anomaly_event_handlers, auto_include_flag=True, output_log_line=True)
    analysis_context.register_component(new_match_path_value_detector, component_name="NewMatchPathValue")
    atom_filter.add_handler(new_match_path_value_detector)

    from aminer.analysis.MissingMatchPathValueDetector import MissingMatchPathValueDetector
    missing_match_path_value_detector = MissingMatchPathValueDetector(
        analysis_context.aminer_config, ['/model/DiskReport/Space'], anomaly_event_handlers, auto_include_flag=True, default_interval=2,
        realert_interval=5, output_log_line=True)
    analysis_context.register_component(missing_match_path_value_detector, component_name="MissingMatch")
    atom_filter.add_handler(missing_match_path_value_detector)

    from aminer.analysis.TimeCorrelationDetector import TimeCorrelationDetector
    time_correlation_detector = TimeCorrelationDetector(
        analysis_context.aminer_config, anomaly_event_handlers, 2, min_rule_attributes=1, max_rule_attributes=5,
        record_count_before_event=10000, output_log_line=True)
    analysis_context.register_component(time_correlation_detector, component_name="TimeCorrelationDetector")
    atom_filter.add_handler(time_correlation_detector)

    from aminer.analysis.TimeCorrelationViolationDetector import TimeCorrelationViolationDetector, CorrelationRule, EventClassSelector
    cron_job_announcement = CorrelationRule('CronJobAnnouncement', 5, 6, max_artefacts_a_for_single_b=1, artefact_match_parameters=[
        ('/model/CronAnnouncement/JobNumber', '/model/CronExecution/JobNumber')])
    a_class_selector = EventClassSelector('Announcement', [cron_job_announcement], None)
    b_class_selector = EventClassSelector('Execution', None, [cron_job_announcement])
    rules = [Rules.PathExistsMatchRule('/model/CronAnnouncement/Run', a_class_selector),
             Rules.PathExistsMatchRule('/model/CronExecution/Job', b_class_selector)]

    time_correlation_violation_detector = TimeCorrelationViolationDetector(analysis_context.aminer_config, rules, anomaly_event_handlers,
                                                                           output_log_line=True)
    analysis_context.register_component(time_correlation_violation_detector, component_name="TimeCorrelationViolationDetector")
    atom_filter.add_handler(time_correlation_violation_detector)
def build_analysis_pipeline(analysis_context):
    """
    Define the function to create pipeline for parsing the log data.
    It has also to define an AtomizerFactory to instruct aminer how to process incoming data streams to create log atoms from them.
    """
    date_format_string = b'%Y-%m-%d %H:%M:%S'
    cron = b' cron['

    # Build the parsing model:

    service_children_disk_report = [
        FixedDataModelElement(
            'Space',
            b' Current Disk Data is: Filesystem     Type  Size  Used Avail Use%'
        ),
        DelimitedDataModelElement('Data', b'%'),
        AnyByteDataModelElement('Rest')
    ]

    service_children_login_details = [
        FixedDataModelElement('User', b'User '),
        DelimitedDataModelElement('Username', b' '),
        FixedWordlistDataModelElement('Status',
                                      [b' logged in', b' logged out']),
        OptionalMatchModelElement(
            'PastTime',
            SequenceModelElement('Time', [
                FixedDataModelElement('Blank', b' '),
                DecimalIntegerValueModelElement('Minutes'),
                FixedDataModelElement('Ago', b' minutes ago.')
            ]))
    ]

    service_children_cron_job = [
        DateTimeModelElement('DTM', date_format_string),
        FixedDataModelElement('UNameSpace1', b' '),
        DelimitedDataModelElement('UName', b' '),
        FixedDataModelElement('UNameSpace2', b' '),
        DelimitedDataModelElement('User', b' '),
        FixedDataModelElement('Cron', cron),
        DecimalIntegerValueModelElement('JobNumber'),
        FixedDataModelElement('Details', b']: Job `cron.daily` started.')
    ]

    service_children_random_time = [
        FixedDataModelElement('Space', b'Random: '),
        DecimalIntegerValueModelElement('Random')
    ]

    service_children_sensors = [
        SequenceModelElement('CPUTemp', [
            FixedDataModelElement('FixedTemp', b'CPU Temp: '),
            DecimalIntegerValueModelElement('Temp'),
            FixedDataModelElement('Degrees', b'\xc2\xb0C')
        ]),
        FixedDataModelElement('Space1', b', '),
        SequenceModelElement('CPUWorkload', [
            FixedDataModelElement('Fixed Workload', b'CPU Workload: '),
            DecimalIntegerValueModelElement('Workload'),
            FixedDataModelElement('Percent', b'%')
        ]),
        FixedDataModelElement('Space2', b', '),
        DateTimeModelElement('DTM', date_format_string)
    ]

    service_children_user_ip_address = [
        FixedDataModelElement('User', b'User '),
        DelimitedDataModelElement('Username', b' '),
        FixedDataModelElement('Action', b' changed IP address to '),
        IpAddressDataModelElement('IP')
    ]

    service_children_cron_job_announcement = [
        DateTimeModelElement('DTM', date_format_string),
        FixedDataModelElement('Space', b' '),
        DelimitedDataModelElement('UName', b' '),
        FixedDataModelElement('Cron', cron),
        DecimalIntegerValueModelElement('JobNumber'),
        FixedDataModelElement('Run', b']: Will run job `'),
        FixedWordlistDataModelElement(
            'CronType',
            [b'cron.daily', b'cron.hourly', b'cron.monthly', b'cron.weekly']),
        FixedDataModelElement('Start Time', b'\' in 5 min.')
    ]

    service_children_cron_job_execution = [
        DateTimeModelElement('DTM', date_format_string),
        FixedDataModelElement('Space1', b' '),
        DelimitedDataModelElement('UName', b' '),
        FixedDataModelElement('Cron', cron),
        DecimalIntegerValueModelElement('JobNumber'),
        FixedDataModelElement('Job', b']: Job `'),
        FixedWordlistDataModelElement(
            'CronType',
            [b'cron.daily', b'cron.hourly', b'cron.monthly', b'cron.weekly']),
        FixedDataModelElement('Started', b'\' started')
    ]

    service_children_parsing_model_element = [
        DateTimeModelElement('DateTimeModelElement',
                             b'Current DateTime: %d.%m.%Y %H:%M:%S'),
        DecimalFloatValueModelElement('DecimalFloatValueModelElement',
                                      value_sign_type='optional'),
        DecimalIntegerValueModelElement('DecimalIntegerValueModelElement',
                                        value_sign_type='optional',
                                        value_pad_type='blank'),
        SequenceModelElement('', [
            DelimitedDataModelElement('DelimitedDataModelElement', b';'),
            FixedDataModelElement('FixedDataModelElement', b';')
        ])
    ]

    # ElementValueBranchModelElement
    fixed_data_me1 = FixedDataModelElement("fixed1", b'match ')
    fixed_data_me2 = FixedDataModelElement("fixed2", b'fixed String')
    fixed_wordlist_data_model_element = FixedWordlistDataModelElement(
        "wordlist", [b'data: ', b'string: '])
    decimal_integer_value_model_element = DecimalIntegerValueModelElement(
        "decimal")

    service_children_parsing_model_element.append(
        ElementValueBranchModelElement(
            'ElementValueBranchModelElement',
            FirstMatchModelElement("first", [
                SequenceModelElement(
                    "seq1",
                    [fixed_data_me1, fixed_wordlist_data_model_element]),
                SequenceModelElement("seq2", [
                    fixed_data_me1, fixed_wordlist_data_model_element,
                    fixed_data_me2
                ])
            ]), "wordlist", {
                0: decimal_integer_value_model_element,
                1: fixed_data_me2
            }))
    service_children_parsing_model_element.append(
        HexStringModelElement('HexStringModelElement'))
    service_children_parsing_model_element.append(
        SequenceModelElement('', [
            FixedDataModelElement('FixedDataModelElement',
                                  b'Gateway IP-Address: '),
            IpAddressDataModelElement('IpAddressDataModelElement')
        ]))
    service_children_parsing_model_element.append(
        MultiLocaleDateTimeModelElement('MultiLocaleDateTimeModelElement',
                                        [(b'%b %d %Y', "de_AT.utf8", None)]))
    service_children_parsing_model_element.append(
        RepeatedElementDataModelElement(
            'RepeatedElementDataModelElement',
            SequenceModelElement('SequenceModelElement', [
                FixedDataModelElement('FixedDataModelElement',
                                      b'drawn number: '),
                DecimalIntegerValueModelElement(
                    'DecimalIntegerValueModelElement')
            ]), 1))
    service_children_parsing_model_element.append(
        VariableByteDataModelElement('VariableByteDataModelElement', b'-@#'))
    service_children_parsing_model_element.append(
        SequenceModelElement('', [
            WhiteSpaceLimitedDataModelElement(
                'WhiteSpaceLimitedDataModelElement'),
            FixedDataModelElement('', b' ')
        ]))

    # The Base64StringModelElement must be just before the AnyByteDataModelElement to avoid unexpected Matches.
    service_children_parsing_model_element.append(
        Base64StringModelElement('Base64StringModelElement'))

    # The OptionalMatchModelElement must be paired with a FirstMatchModelElement because it accepts all data and thus no data gets
    # to the AnyByteDataModelElement. The AnyByteDataModelElement must be last, because all bytes are accepted.
    service_children_parsing_model_element.append(
        OptionalMatchModelElement(
            'OptionalMatchModelElement',
            FirstMatchModelElement('FirstMatchModelElement', [
                FixedDataModelElement('FixedDataModelElement',
                                      b'The-searched-element-was-found!'),
                AnyByteDataModelElement('AnyByteDataModelElement')
            ])))

    parsing_model = FirstMatchModelElement('model', [
        SequenceModelElement('CronAnnouncement',
                             service_children_cron_job_announcement),
        SequenceModelElement('CronExecution',
                             service_children_cron_job_execution),
        SequenceModelElement('DailyCron', service_children_cron_job),
        SequenceModelElement('DiskReport', service_children_disk_report),
        SequenceModelElement('LoginDetails', service_children_login_details),
        DecimalIntegerValueModelElement('Random'),
        SequenceModelElement('RandomTime', service_children_random_time),
        SequenceModelElement('Sensors', service_children_sensors),
        SequenceModelElement('IPAddresses', service_children_user_ip_address),
        FirstMatchModelElement('ParsingME',
                               service_children_parsing_model_element)
    ])

    # Some generic imports.
    from aminer.analysis import AtomFilters

    # Create all global handler lists here and append the real handlers
    # later on.
    # Use this filter to distribute all atoms to the analysis handlers.
    atom_filter = AtomFilters.SubhandlerFilter(None)

    from aminer.analysis.TimestampCorrectionFilters import SimpleMonotonicTimestampAdjust
    simple_monotonic_timestamp_adjust = SimpleMonotonicTimestampAdjust(
        [atom_filter])
    analysis_context.register_component(
        simple_monotonic_timestamp_adjust,
        component_name="SimpleMonotonicTimestampAdjust")

    from aminer.events.StreamPrinterEventHandler import StreamPrinterEventHandler
    stream_printer_event_handler = StreamPrinterEventHandler(analysis_context)
    from aminer.events.SyslogWriterEventHandler import SyslogWriterEventHandler
    syslog_event_handler = SyslogWriterEventHandler(analysis_context)
    from aminer.events.DefaultMailNotificationEventHandler import DefaultMailNotificationEventHandler
    if DefaultMailNotificationEventHandler.CONFIG_KEY_MAIL_TARGET_ADDRESS in analysis_context.aminer_config.config_properties:
        mail_notification_handler = DefaultMailNotificationEventHandler(
            analysis_context)
        analysis_context.register_component(mail_notification_handler,
                                            component_name="MailHandler")
    anomaly_event_handlers = [
        stream_printer_event_handler, syslog_event_handler,
        mail_notification_handler
    ]

    # Now define the AtomizerFactory using the model. A simple line based one is usually sufficient.
    from aminer.input.SimpleByteStreamLineAtomizerFactory import SimpleByteStreamLineAtomizerFactory
    analysis_context.atomizer_factory = SimpleByteStreamLineAtomizerFactory(
        parsing_model, [simple_monotonic_timestamp_adjust],
        anomaly_event_handlers)

    # Just report all unparsed atoms to the event handlers.
    from aminer.analysis.UnparsedAtomHandlers import SimpleUnparsedAtomHandler
    simple_unparsed_atom_handler = SimpleUnparsedAtomHandler(
        anomaly_event_handlers)
    atom_filter.add_handler(simple_unparsed_atom_handler,
                            stop_when_handled_flag=True)
    analysis_context.register_component(simple_unparsed_atom_handler,
                                        component_name="UnparsedHandler")

    from aminer.analysis.TimestampsUnsortedDetector import TimestampsUnsortedDetector
    timestamps_unsorted_detector = TimestampsUnsortedDetector(
        analysis_context.aminer_config, anomaly_event_handlers)
    atom_filter.add_handler(timestamps_unsorted_detector)
    analysis_context.register_component(
        timestamps_unsorted_detector,
        component_name="TimestampsUnsortedDetector")

    from aminer.analysis import Rules
    from aminer.analysis.AllowlistViolationDetector import AllowlistViolationDetector
    allowlist_rules = [
        Rules.OrMatchRule([
            Rules.AndMatchRule([
                Rules.PathExistsMatchRule(
                    '/model/LoginDetails/PastTime/Time/Minutes'),
                Rules.NegationMatchRule(
                    Rules.ValueMatchRule('/model/LoginDetails/Username',
                                         b'root'))
            ]),
            Rules.AndMatchRule([
                Rules.NegationMatchRule(
                    Rules.PathExistsMatchRule(
                        '/model/LoginDetails/PastTime/Time/Minutes')),
                Rules.PathExistsMatchRule('/model/LoginDetails')
            ]),
            Rules.NegationMatchRule(
                Rules.PathExistsMatchRule('/model/LoginDetails'))
        ])
    ]

    # This rule list should trigger, when the line does not look like: User root (logged in, logged out)
    # or User 'username' (logged in, logged out) x minutes ago.
    allowlist_violation_detector = AllowlistViolationDetector(
        analysis_context.aminer_config, allowlist_rules,
        anomaly_event_handlers)
    analysis_context.register_component(allowlist_violation_detector,
                                        component_name="Allowlist")
    atom_filter.add_handler(allowlist_violation_detector)

    from aminer.analysis.NewMatchPathDetector import NewMatchPathDetector
    new_match_path_detector = NewMatchPathDetector(
        analysis_context.aminer_config,
        anomaly_event_handlers,
        auto_include_flag=True)
    analysis_context.register_component(new_match_path_detector,
                                        component_name="NewMatchPath")
    atom_filter.add_handler(new_match_path_detector)

    def tuple_transformation_function(match_value_list):
        """Only allow output of the EnhancedNewMatchPathValueComboDetector after every 10000th element."""
        extra_data = enhanced_new_match_path_value_combo_detector.known_values_dict.get(
            tuple(match_value_list))
        if extra_data is not None:
            mod = 10000
            if (extra_data[2] + 1) % mod == 0:
                enhanced_new_match_path_value_combo_detector.auto_include_flag = False
            else:
                enhanced_new_match_path_value_combo_detector.auto_include_flag = True
        return match_value_list

    from aminer.analysis.EnhancedNewMatchPathValueComboDetector import EnhancedNewMatchPathValueComboDetector
    enhanced_new_match_path_value_combo_detector = EnhancedNewMatchPathValueComboDetector(
        analysis_context.aminer_config,
        ['/model/DailyCron/UName', '/model/DailyCron/JobNumber'],
        anomaly_event_handlers,
        auto_include_flag=True,
        tuple_transformation_function=tuple_transformation_function)
    analysis_context.register_component(
        enhanced_new_match_path_value_combo_detector,
        component_name="EnhancedNewValueCombo")
    atom_filter.add_handler(enhanced_new_match_path_value_combo_detector)

    from aminer.analysis.HistogramAnalysis import HistogramAnalysis, LinearNumericBinDefinition, ModuloTimeBinDefinition, \
        PathDependentHistogramAnalysis
    modulo_time_bin_definition = ModuloTimeBinDefinition(
        86400, 3600, 0, 1, 24, True)
    linear_numeric_bin_definition = LinearNumericBinDefinition(50, 5, 20, True)
    histogram_analysis = HistogramAnalysis(
        analysis_context.aminer_config,
        [('/model/RandomTime/Random', modulo_time_bin_definition),
         ('/model/Random', linear_numeric_bin_definition)], 10,
        anomaly_event_handlers)
    analysis_context.register_component(histogram_analysis,
                                        component_name="HistogramAnalysis")
    atom_filter.add_handler(histogram_analysis)

    path_dependent_histogram_analysis = PathDependentHistogramAnalysis(
        analysis_context.aminer_config, '/model/RandomTime',
        modulo_time_bin_definition, 10, anomaly_event_handlers)
    analysis_context.register_component(
        path_dependent_histogram_analysis,
        component_name="PathDependentHistogramAnalysis")
    atom_filter.add_handler(path_dependent_histogram_analysis)

    from aminer.analysis.MatchValueAverageChangeDetector import MatchValueAverageChangeDetector
    match_value_average_change_detector = MatchValueAverageChangeDetector(
        analysis_context.aminer_config, anomaly_event_handlers, None,
        ['/model/Random'], 100, 10)
    analysis_context.register_component(
        match_value_average_change_detector,
        component_name="MatchValueAverageChange")
    atom_filter.add_handler(match_value_average_change_detector)

    import sys
    from aminer.analysis.MatchValueStreamWriter import MatchValueStreamWriter
    match_value_stream_writer = MatchValueStreamWriter(sys.stdout, [
        '/model/Sensors/CPUTemp', '/model/Sensors/CPUWorkload',
        '/model/Sensors/DTM'
    ], b';', b'')
    analysis_context.register_component(
        match_value_stream_writer, component_name="MatchValueStreamWriter")
    atom_filter.add_handler(match_value_stream_writer)

    from aminer.analysis.NewMatchPathValueComboDetector import NewMatchPathValueComboDetector
    new_match_path_value_combo_detector = NewMatchPathValueComboDetector(
        analysis_context.aminer_config,
        ['/model/IPAddresses/Username', '/model/IPAddresses/IP'],
        anomaly_event_handlers,
        auto_include_flag=True)
    analysis_context.register_component(
        new_match_path_value_combo_detector,
        component_name="NewMatchPathValueCombo")
    atom_filter.add_handler(new_match_path_value_combo_detector)

    from aminer.analysis.NewMatchPathValueDetector import NewMatchPathValueDetector
    new_match_path_value_detector = NewMatchPathValueDetector(
        analysis_context.aminer_config,
        ['/model/DailyCron/JobNumber', '/model/IPAddresses/Username'],
        anomaly_event_handlers,
        auto_include_flag=True)
    analysis_context.register_component(new_match_path_value_detector,
                                        component_name="NewMatchPathValue")
    atom_filter.add_handler(new_match_path_value_detector)

    from aminer.analysis.MissingMatchPathValueDetector import MissingMatchPathValueDetector
    missing_match_path_value_detector = MissingMatchPathValueDetector(
        analysis_context.aminer_config, ['/model/DiskReport/Space'],
        anomaly_event_handlers,
        auto_include_flag=True,
        default_interval=2,
        realert_interval=5)
    analysis_context.register_component(missing_match_path_value_detector,
                                        component_name="MissingMatch")
    atom_filter.add_handler(missing_match_path_value_detector)

    from aminer.analysis.TimeCorrelationDetector import TimeCorrelationDetector
    time_correlation_detector = TimeCorrelationDetector(
        analysis_context.aminer_config,
        anomaly_event_handlers,
        2,
        min_rule_attributes=1,
        max_rule_attributes=5,
        record_count_before_event=70000,
        output_log_line=True)
    analysis_context.register_component(
        time_correlation_detector, component_name="TimeCorrelationDetector")
    atom_filter.add_handler(time_correlation_detector)

    from aminer.analysis.TimeCorrelationViolationDetector import TimeCorrelationViolationDetector, CorrelationRule, EventClassSelector
    cron_job_announcement = CorrelationRule(
        'CronJobAnnouncement',
        5,
        6,
        max_artefacts_a_for_single_b=1,
        artefact_match_parameters=[('/model/CronAnnouncement/JobNumber',
                                    '/model/CronExecution/JobNumber')])
    a_class_selector = EventClassSelector('Announcement',
                                          [cron_job_announcement], None)
    b_class_selector = EventClassSelector('Execution', None,
                                          [cron_job_announcement])
    rules = [
        Rules.PathExistsMatchRule('/model/CronAnnouncement/Run',
                                  a_class_selector),
        Rules.PathExistsMatchRule('/model/CronExecution/Job', b_class_selector)
    ]

    time_correlation_violation_detector = TimeCorrelationViolationDetector(
        analysis_context.aminer_config, rules, anomaly_event_handlers)
    analysis_context.register_component(
        time_correlation_violation_detector,
        component_name="TimeCorrelationViolationDetector")
    atom_filter.add_handler(time_correlation_violation_detector)
Exemplo n.º 6
0
def get_model():
    """Return a model to parse a audispd message logged via syslog after any standard logging preamble, e.g. from syslog."""
    class ExecArgumentDataModelElement():
        """This is a helper class for parsing the (encoded) exec argument strings found within audit logs."""
        def __init__(self, element_id):
            self.element_id = element_id

        @staticmethod
        def get_child_elements():
            """Get the children of this element (none)."""
            return None

        def get_match_element(self, path, match_context):
            """
            Find the maximum number of bytes belonging to an exec argument.
            @return a match when at least two bytes were found including the delimiters.
            """
            data = match_context.match_data
            match_len = 0
            match_value = b''
            if data[0] == ord(b'"'):
                match_len = data.find(b'"', 1)
                if match_len == -1:
                    return None
                match_value = data[1:match_len]
                match_len += 1
            elif data.startswith(b'(null)'):
                match_len = 6
                match_value = None
            else:
                # Must be upper case hex encoded:
                next_value = -1
                for d_byte in data:
                    if 0x30 <= d_byte <= 0x39:
                        d_byte -= 0x30
                    elif 0x41 <= d_byte <= 0x46:
                        d_byte -= 0x37
                    else:
                        break
                    if next_value == -1:
                        next_value = (d_byte << 4)
                    else:
                        match_value += bytearray(((next_value | d_byte), ))
                        next_value = -1
                    match_len += 1
                if next_value != -1:
                    return None

            match_data = data[:match_len]
            match_context.update(match_data)
            return MatchElement("%s/%s" % (path, self.element_id), match_data,
                                match_value, None)

    pam_status_word_list = FixedWordlistDataModelElement(
        'status', [b'failed', b'success'])

    pid = b' pid='
    uid = b' uid='
    auid = b' auid='
    ses = b' ses='
    exe = b' exe="'
    hostname = b'" hostname='
    addr = b' addr='
    terminal = b' terminal='
    success = b' res=success\''
    res = b' res='
    exe1 = b'" exe="'

    type_branches = {
        'ADD_USER':
        SequenceModelElement('adduser', [
            FixedDataModelElement('s0', pid),
            DecimalIntegerValueModelElement('pid'),
            FixedDataModelElement('s1', uid),
            DecimalIntegerValueModelElement('uid'),
            FixedDataModelElement('s2', auid),
            DecimalIntegerValueModelElement('auid'),
            FixedDataModelElement('s3', ses),
            DecimalIntegerValueModelElement('ses'),
            FixedDataModelElement('s4', b' msg=\'op=adding user id='),
            DecimalIntegerValueModelElement('newuserid'),
            FixedDataModelElement('s5', exe),
            DelimitedDataModelElement('exec', b'"'),
            FixedDataModelElement('s6', hostname),
            DelimitedDataModelElement('clientname', b' '),
            FixedDataModelElement('s7', addr),
            DelimitedDataModelElement('clientip', b' '),
            FixedDataModelElement('s8', terminal),
            WhiteSpaceLimitedDataModelElement('terminal'),
            FixedDataModelElement('s9', success)
        ]),
        'BPRM_FCAPS':
        SequenceModelElement('bprmfcaps', [
            FixedDataModelElement('s0', b' fver=0 fp='),
            HexStringModelElement('fp'),
            FixedDataModelElement('s1', b' fi='),
            HexStringModelElement('fi'),
            FixedDataModelElement('s2', b' fe='),
            HexStringModelElement('fe'),
            FixedDataModelElement('s3', b' old_pp='),
            HexStringModelElement('pp-old'),
            FixedDataModelElement('s4', b' old_pi='),
            HexStringModelElement('pi-old'),
            FixedDataModelElement('s5', b' old_pe='),
            HexStringModelElement('pe-old'),
            FixedDataModelElement('s6', b' new_pp='),
            HexStringModelElement('pp-new'),
            FixedDataModelElement('s7', b' new_pi='),
            HexStringModelElement('pi-new'),
            FixedDataModelElement('s8', b' new_pe='),
            HexStringModelElement('pe-new')
        ]),
        'CONFIG_CHANGE':
        SequenceModelElement('conf-change', [
            FixedDataModelElement('s0', auid),
            DecimalIntegerValueModelElement('auid'),
            FixedDataModelElement('s1', ses),
            DecimalIntegerValueModelElement('ses'),
            FixedDataModelElement('s2', b' op="add rule" key=(null) list='),
            DecimalIntegerValueModelElement('list'),
            FixedDataModelElement('s3', res),
            DecimalIntegerValueModelElement('result')
        ]),
        'CRED_ACQ':
        SequenceModelElement('credacq', [
            FixedDataModelElement('s0', pid),
            DecimalIntegerValueModelElement('pid'),
            FixedDataModelElement('s1', uid),
            DecimalIntegerValueModelElement('uid'),
            FixedDataModelElement('s2', auid),
            DecimalIntegerValueModelElement('auid'),
            FixedDataModelElement('s3', ses),
            DecimalIntegerValueModelElement('ses'),
            FixedDataModelElement('s4', b' msg=\'op=PAM:setcred acct="'),
            DelimitedDataModelElement('username', b'"'),
            FixedDataModelElement('s5', exe1),
            DelimitedDataModelElement('exec', b'"'),
            FixedDataModelElement('s6', hostname),
            DelimitedDataModelElement('clientname', b' '),
            FixedDataModelElement('s7', addr),
            DelimitedDataModelElement('clientip', b' '),
            FixedDataModelElement('s8', terminal),
            WhiteSpaceLimitedDataModelElement('terminal'),
            FixedDataModelElement('s9', success)
        ]),
        'CRED_DISP':
        SequenceModelElement('creddisp', [
            FixedDataModelElement('s0', pid),
            DecimalIntegerValueModelElement('pid'),
            FixedDataModelElement('s1', uid),
            DecimalIntegerValueModelElement('uid'),
            FixedDataModelElement('s2', auid),
            DecimalIntegerValueModelElement('auid'),
            FixedDataModelElement('s3', ses),
            DecimalIntegerValueModelElement('ses'),
            FixedDataModelElement('s4', b' msg=\'op=PAM:setcred acct="'),
            DelimitedDataModelElement('username', b'"'),
            FixedDataModelElement('s5', exe1),
            DelimitedDataModelElement('exec', b'"'),
            FixedDataModelElement('s6', hostname),
            DelimitedDataModelElement('clientname', b' '),
            FixedDataModelElement('s7', addr),
            DelimitedDataModelElement('clientip', b' '),
            FixedDataModelElement('s8', terminal),
            WhiteSpaceLimitedDataModelElement('terminal'),
            FixedDataModelElement('s9', success)
        ]),
        'CRED_REFR':
        SequenceModelElement('creddisp', [
            FixedDataModelElement('s0', pid),
            DecimalIntegerValueModelElement('pid'),
            FixedDataModelElement('s1', uid),
            DecimalIntegerValueModelElement('uid'),
            FixedDataModelElement('s2', auid),
            DecimalIntegerValueModelElement('auid'),
            FixedDataModelElement('s3', ses),
            DecimalIntegerValueModelElement('ses'),
            FixedDataModelElement(
                's4',
                b' msg=\'op=PAM:setcred acct="root" exe="/usr/sbin/sshd" hostname='
            ),
            IpAddressDataModelElement('clientname'),
            FixedDataModelElement('s5', addr),
            IpAddressDataModelElement('clientip'),
            FixedDataModelElement('s6', b' terminal=ssh res=success\'')
        ]),
        'CWD':
        SequenceModelElement('cwd', [
            FixedDataModelElement('s0', b'  cwd='),
            ExecArgumentDataModelElement('cwd')
        ]),
        'EOE':
        OptionalMatchModelElement('eoe', FixedDataModelElement('s0', b''))
    }

    # We need a type branch here also, but there is no additional
    # data in EOE records after Ubuntu Trusty any more.
    exec_arg_model = SequenceModelElement('execarg', [
        FixedDataModelElement('s0', b' a'),
        DecimalIntegerValueModelElement('argn'),
        FixedDataModelElement('s1', b'='),
        ExecArgumentDataModelElement('argval')
    ])

    type_branches['EXECVE'] = SequenceModelElement('execve', [
        FixedDataModelElement('s0', b' argc='),
        DecimalIntegerValueModelElement('argc'),
        RepeatedElementDataModelElement('arg', exec_arg_model)
    ])

    type_branches['FD_PAIR'] = SequenceModelElement('fdpair', [
        FixedDataModelElement('s0', b' fd0='),
        DecimalIntegerValueModelElement('fd0'),
        FixedDataModelElement('s1', b' fd1='),
        DecimalIntegerValueModelElement('fd1')
    ])

    # This message differs on Ubuntu 32/64 bit variants.
    type_branches['LOGIN'] = SequenceModelElement('login', [
        FixedDataModelElement('s0', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s1', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedWordlistDataModelElement('s2', [b' old auid=', b' old-auid=']),
        DecimalIntegerValueModelElement('auid-old'),
        FixedWordlistDataModelElement('s3', [b' new auid=', auid]),
        DecimalIntegerValueModelElement('auid-new'),
        FixedWordlistDataModelElement('s4', [b' old ses=', b' old-ses=']),
        DecimalIntegerValueModelElement('ses-old'),
        FixedWordlistDataModelElement('s5', [b' new ses=', ses]),
        DecimalIntegerValueModelElement('ses-new'),
        FixedDataModelElement('s6', res),
        DecimalIntegerValueModelElement('result')
    ])

    inode_info_model_element = SequenceModelElement(
        'inodeinfo',
        [
            FixedDataModelElement('s0', b' inode='),
            DecimalIntegerValueModelElement('inode'),
            FixedDataModelElement('s1', b' dev='),
            # A special major/minor device element could be better here.
            VariableByteDataModelElement('dev', b'0123456789abcdef:'),
            FixedDataModelElement('s2', b' mode='),
            # is octal
            DecimalIntegerValueModelElement('mode'),
            FixedDataModelElement('s3', b' ouid='),
            DecimalIntegerValueModelElement('ouid'),
            FixedDataModelElement('s4', b' ogid='),
            DecimalIntegerValueModelElement('ogid'),
            FixedDataModelElement('s5', b' rdev='),
            # A special major/minor device element could be better here (see above).
            VariableByteDataModelElement('rdev', b'0123456789abcdef:'),
            FixedDataModelElement('s6', b' nametype=')
        ])

    type_branches['NETFILTER_CFG'] = SequenceModelElement(
        'conf-change', [
            FixedDataModelElement('s0', b' table='),
            FixedWordlistDataModelElement('table',
                                          [b'filter', b'mangle', b'nat']),
            FixedDataModelElement('s1', b' family='),
            DecimalIntegerValueModelElement('family'),
            FixedDataModelElement('s2', b' entries='),
            DecimalIntegerValueModelElement('entries')
        ])

    type_branches['OBJ_PID'] = SequenceModelElement('objpid', [
        FixedDataModelElement('s0', b' opid='),
        DecimalIntegerValueModelElement('opid'),
        FixedDataModelElement('s1', b' oauid='),
        DecimalIntegerValueModelElement(
            'oauid',
            value_sign_type=DecimalIntegerValueModelElement.SIGN_TYPE_OPTIONAL
        ),
        FixedDataModelElement('s2', b' ouid='),
        DecimalIntegerValueModelElement('ouid'),
        FixedDataModelElement('s3', b' oses='),
        DecimalIntegerValueModelElement(
            'oses',
            value_sign_type=DecimalIntegerValueModelElement.SIGN_TYPE_OPTIONAL
        ),
        FixedDataModelElement('s4', b' ocomm='),
        ExecArgumentDataModelElement('ocomm')
    ])

    type_branches['PATH'] = SequenceModelElement('path', [
        FixedDataModelElement('s0', b' item='),
        DecimalIntegerValueModelElement('item'),
        FixedDataModelElement('s1', b' name='),
        ExecArgumentDataModelElement('name'),
        FirstMatchModelElement('fsinfo', [
            inode_info_model_element,
            FixedDataModelElement('noinfo', b' nametype=')
        ]),
        FixedWordlistDataModelElement(
            'nametype',
            [b'CREATE', b'DELETE', b'NORMAL', b'PARENT', b'UNKNOWN'])
    ])

    type_branches['PROCTITLE'] = SequenceModelElement('proctitle', [
        FixedDataModelElement('s1', b' proctitle='),
        ExecArgumentDataModelElement('proctitle')
    ])

    type_branches['SERVICE_START'] = SequenceModelElement(
        'service', [
            FixedDataModelElement('s0', pid),
            DecimalIntegerValueModelElement('pid'),
            FixedDataModelElement('s1', uid),
            DecimalIntegerValueModelElement('uid'),
            FixedDataModelElement('s2', auid),
            DecimalIntegerValueModelElement('auid'),
            FixedDataModelElement('s3', ses),
            DecimalIntegerValueModelElement('ses'),
            FixedDataModelElement('s4', b' msg=\'unit='),
            DelimitedDataModelElement('unit', b' '),
            FixedDataModelElement('s5', b' comm="systemd" exe="'),
            DelimitedDataModelElement('exec', b'"'),
            FixedDataModelElement('s6', hostname),
            DelimitedDataModelElement('clientname', b' '),
            FixedDataModelElement('s7', addr),
            DelimitedDataModelElement('clientip', b' '),
            FixedDataModelElement('s8', terminal),
            WhiteSpaceLimitedDataModelElement('terminal'),
            FixedDataModelElement('s9', res), pam_status_word_list,
            FixedDataModelElement('s10', b'\'')
        ])

    type_branches['SERVICE_STOP'] = type_branches['SERVICE_START']

    type_branches['SOCKADDR'] = SequenceModelElement('sockaddr', [
        FixedDataModelElement('s0', b' saddr='),
        HexStringModelElement('sockaddr', upper_case=True)
    ])

    type_branches['SYSCALL'] = SequenceModelElement('syscall', [
        FixedDataModelElement('s0', b' arch='),
        HexStringModelElement('arch'),
        FixedDataModelElement('s1', b' syscall='),
        DecimalIntegerValueModelElement('syscall'),
        OptionalMatchModelElement(
            'personality',
            SequenceModelElement('pseq', [
                FixedDataModelElement('s0', b' per='),
                DecimalIntegerValueModelElement('personality')
            ])),
        OptionalMatchModelElement(
            'result',
            SequenceModelElement('rseq', [
                FixedDataModelElement('s2', b' success='),
                FixedWordlistDataModelElement('succes', [b'no', b'yes']),
                FixedDataModelElement('s3', b' exit='),
                DecimalIntegerValueModelElement(
                    'exit',
                    value_sign_type=DecimalIntegerValueModelElement.
                    SIGN_TYPE_OPTIONAL)
            ])),
        FixedDataModelElement('s4', b' a0='),
        HexStringModelElement('arg0'),
        FixedDataModelElement('s5', b' a1='),
        HexStringModelElement('arg1'),
        FixedDataModelElement('s6', b' a2='),
        HexStringModelElement('arg2'),
        FixedDataModelElement('s7', b' a3='),
        HexStringModelElement('arg3'),
        FixedDataModelElement('s8', b' items='),
        DecimalIntegerValueModelElement('items'),
        FixedDataModelElement('s9', b' ppid='),
        DecimalIntegerValueModelElement('ppid'),
        FixedDataModelElement('s10', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s11', auid),
        DecimalIntegerValueModelElement('auid'),
        FixedDataModelElement('s12', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedDataModelElement('s13', b' gid='),
        DecimalIntegerValueModelElement('gid'),
        FixedDataModelElement('s14', b' euid='),
        DecimalIntegerValueModelElement('euid'),
        FixedDataModelElement('s15', b' suid='),
        DecimalIntegerValueModelElement('suid'),
        FixedDataModelElement('s16', b' fsuid='),
        DecimalIntegerValueModelElement('fsuid'),
        FixedDataModelElement('s17', b' egid='),
        DecimalIntegerValueModelElement('egid'),
        FixedDataModelElement('s18', b' sgid='),
        DecimalIntegerValueModelElement('sgid'),
        FixedDataModelElement('s19', b' fsgid='),
        DecimalIntegerValueModelElement('fsgid'),
        FixedDataModelElement('s20', b' tty='),
        DelimitedDataModelElement('tty', b' '),
        FixedDataModelElement('s21', ses),
        DecimalIntegerValueModelElement('sesid'),
        FixedDataModelElement('s22', b' comm='),
        ExecArgumentDataModelElement('command'),
        FixedDataModelElement('s23', exe),
        DelimitedDataModelElement('executable', b'"'),
        FixedDataModelElement('s24', b'" key='),
        AnyByteDataModelElement('key')
    ])

    # The UNKNOWN type is used then audispd does not know the type of the event, usually because the kernel is more recent than
    # audispd, thus emiting yet unknown event types.
    # * type=1327: procitle: see https://www.redhat.com/archives/linux-audit/2014-February/msg00047.html
    type_branches['UNKNOWN[1327]'] = SequenceModelElement(
        'unknown-proctitle', [
            FixedDataModelElement('s0', b' proctitle='),
            ExecArgumentDataModelElement('proctitle')
        ])

    type_branches['USER_ACCT'] = SequenceModelElement('useracct', [
        FixedDataModelElement('s0', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s1', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedDataModelElement('s2', auid),
        DecimalIntegerValueModelElement('auid'),
        FixedDataModelElement('s3', ses),
        DecimalIntegerValueModelElement('ses'),
        FixedDataModelElement('s4', b' msg=\'op=PAM:accounting acct="'),
        DelimitedDataModelElement('username', b'"'),
        FixedDataModelElement('s5', exe1),
        DelimitedDataModelElement('exec', b'"'),
        FixedDataModelElement('s6', hostname),
        DelimitedDataModelElement('clientname', b' '),
        FixedDataModelElement('s7', addr),
        DelimitedDataModelElement('clientip', b' '),
        FixedDataModelElement('s8', terminal),
        WhiteSpaceLimitedDataModelElement('terminal'),
        FixedDataModelElement('s9', success)
    ])

    type_branches['USER_AUTH'] = SequenceModelElement('userauth', [
        FixedDataModelElement('s0', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s1', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedDataModelElement('s2', auid),
        DecimalIntegerValueModelElement('auid'),
        FixedDataModelElement('s3', ses),
        DecimalIntegerValueModelElement('ses'),
        FixedDataModelElement('s4', b' msg=\'op=PAM:authentication acct="'),
        DelimitedDataModelElement('username', b'"'),
        FixedDataModelElement('s5', exe1),
        DelimitedDataModelElement('exec', b'"'),
        FixedDataModelElement('s6', hostname),
        DelimitedDataModelElement('clientname', b' '),
        FixedDataModelElement('s7', addr),
        DelimitedDataModelElement('clientip', b' '),
        FixedDataModelElement('s8', terminal),
        WhiteSpaceLimitedDataModelElement('terminal'),
        FixedDataModelElement('s9', success)
    ])

    type_branches['USER_START'] = SequenceModelElement('userstart', [
        FixedDataModelElement('s0', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s1', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedDataModelElement('s2', auid),
        DecimalIntegerValueModelElement('auid'),
        FixedDataModelElement('s3', ses),
        DecimalIntegerValueModelElement('ses'),
        FixedDataModelElement('s4', b' msg=\'op=PAM:session_open acct="'),
        DelimitedDataModelElement('username', b'"'),
        FixedDataModelElement('s5', exe1),
        DelimitedDataModelElement('exec', b'"'),
        FixedDataModelElement('s6', hostname),
        DelimitedDataModelElement('clientname', b' '),
        FixedDataModelElement('s7', addr),
        DelimitedDataModelElement('clientip', b' '),
        FixedDataModelElement('s8', terminal),
        WhiteSpaceLimitedDataModelElement('terminal'),
        FixedDataModelElement('s9', success)
    ])

    type_branches['USER_END'] = SequenceModelElement('userend', [
        FixedDataModelElement('s0', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s1', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedDataModelElement('s2', auid),
        DecimalIntegerValueModelElement('auid'),
        FixedDataModelElement('s3', ses),
        DecimalIntegerValueModelElement('ses'),
        FixedDataModelElement('s4', b' msg=\'op=PAM:session_close acct="'),
        DelimitedDataModelElement('username', b'"'),
        FixedDataModelElement('s5', exe1),
        DelimitedDataModelElement('exec', b'"'),
        FixedDataModelElement('s6', hostname),
        DelimitedDataModelElement('clientname', b' '),
        FixedDataModelElement('s7', addr),
        DelimitedDataModelElement('clientip', b' '),
        FixedDataModelElement('s8', terminal),
        WhiteSpaceLimitedDataModelElement('terminal'),
        FixedDataModelElement('s9', success)
    ])

    type_branches['USER_ERR'] = SequenceModelElement('usererr', [
        FixedDataModelElement('s0', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s1', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedDataModelElement('s2', auid),
        DecimalIntegerValueModelElement('auid'),
        FixedDataModelElement('s3', ses),
        DecimalIntegerValueModelElement('ses'),
        FixedDataModelElement('s4', b' msg=\'op=PAM:bad_ident acct="?" exe="'),
        DelimitedDataModelElement('exec', b'"'),
        FixedDataModelElement('s5', hostname),
        DelimitedDataModelElement('clientname', b' '),
        FixedDataModelElement('s6', addr),
        DelimitedDataModelElement('clientip', b' '),
        FixedDataModelElement('s7', terminal),
        WhiteSpaceLimitedDataModelElement('terminal'),
        FixedDataModelElement('s8', b' res=failed\'')
    ])

    type_branches['USER_LOGIN'] = SequenceModelElement('userlogin', [
        FixedDataModelElement('s0', pid),
        DecimalIntegerValueModelElement('pid'),
        FixedDataModelElement('s1', uid),
        DecimalIntegerValueModelElement('uid'),
        FixedDataModelElement('s2', auid),
        DecimalIntegerValueModelElement('auid'),
        FixedDataModelElement('s3', ses),
        DecimalIntegerValueModelElement('ses'),
        FixedDataModelElement('s4', b' msg=\'op=login '),
        FirstMatchModelElement('msgtype', [
            FixedDataModelElement('loginok', b'id=0'),
            SequenceModelElement('loginfail', [
                FixedDataModelElement('s0', b'acct='),
                ExecArgumentDataModelElement('account')
            ])
        ]),
        FixedDataModelElement('s5', exe),
        DelimitedDataModelElement('exec', b'"'),
        FixedDataModelElement('s6', hostname),
        DelimitedDataModelElement('clientname', b' '),
        FixedDataModelElement('s7', addr),
        DelimitedDataModelElement('clientip', b' '),
        FixedDataModelElement('s8', terminal),
        WhiteSpaceLimitedDataModelElement('terminal'),
        FixedDataModelElement('s9', res), pam_status_word_list,
        FixedDataModelElement('s10', b'\'')
    ])

    model = SequenceModelElement('audispd', [
        FixedDataModelElement('sname', b'audispd: '),
        FirstMatchModelElement('msg', [
            ElementValueBranchModelElement(
                'record',
                SequenceModelElement('preamble', [
                    FixedDataModelElement('s0', b'type='),
                    WhiteSpaceLimitedDataModelElement('type'),
                    FixedDataModelElement('s1', b' msg=audit('),
                    DecimalIntegerValueModelElement('time'),
                    FixedDataModelElement('s0', b'.'),
                    DecimalIntegerValueModelElement('ms'),
                    FixedDataModelElement('s1', b':'),
                    DecimalIntegerValueModelElement('seq'),
                    FixedDataModelElement('s2', b'):')
                ]),
                'type',
                type_branches,
                default_branch=None),
            FixedDataModelElement('queue-full',
                                  b'queue is full - dropping event')
        ])
    ])
    return model
def get_model():
    """Return a model to parse Suricata Event logs from the AIT-LDS."""
    conn = SequenceModelElement('conn', [
        FixedDataModelElement('src_ip_str', b'"src_ip":"'),
        FirstMatchModelElement('ip', [
            SequenceModelElement('ipv4', [
                IpAddressDataModelElement('src_ip'),
                FixedDataModelElement('src_port_str', b'","src_port":'),
                DecimalIntegerValueModelElement('src_port'),
                FixedDataModelElement('dest_ip_str', b',"dest_ip":"'),
                IpAddressDataModelElement('dest_ip'),
                FixedDataModelElement('dest_port_str', b'","dest_port":'),
                DecimalIntegerValueModelElement('dest_port'),
                FixedDataModelElement('proto_str', b',"proto":"'),
                DelimitedDataModelElement('proto', b'"'),
                FixedDataModelElement('quote', b'"')
            ]),
            SequenceModelElement('ipv6', [
                DelimitedDataModelElement('src_ip', b'"'),
                FixedDataModelElement('dest_ip_str', b'","dest_ip":"'),
                DelimitedDataModelElement('dest_ip', b'"'),
                FixedDataModelElement('proto_str', b'","proto":"'),
                DelimitedDataModelElement('proto', b'"'),
                FixedDataModelElement('icmp_type_str', b'","icmp_type":'),
                DecimalIntegerValueModelElement('icmp_type'),
                FixedDataModelElement('icmp_code_str', b',"icmp_code":'),
                DecimalIntegerValueModelElement('icmp_code'),
            ]),
        ])
    ])

    http = SequenceModelElement('http', [
        FixedDataModelElement('hostname_str', b',"http":{"hostname":"'),
        DelimitedDataModelElement('hostname', b'"'),
        FixedDataModelElement('url_str', b'","url":"'),
        DelimitedDataModelElement('url', b'"', escape=b'\\'),
        FixedDataModelElement('http_user_agent_str', b'","http_user_agent":"'),
        DelimitedDataModelElement('http_user_agent', b'"'),
        OptionalMatchModelElement(
            'content_type',
            SequenceModelElement('content_type', [
                FixedDataModelElement('http_content_type_str',
                                      b'","http_content_type":"'),
                DelimitedDataModelElement('http_content_type', b'"'),
            ])),
        OptionalMatchModelElement(
            'http_refer',
            SequenceModelElement('http_refer', [
                FixedDataModelElement('http_refer_str', b'","http_refer":"'),
                DelimitedDataModelElement('http_refer', b'"'),
            ])),
        FixedDataModelElement('http_method_str', b'","http_method":"'),
        DelimitedDataModelElement('http_method', b'"'),
        FixedDataModelElement('protocol_str', b'","protocol":"'),
        DelimitedDataModelElement('protocol', b'"'),
        FixedDataModelElement('quote_str', b'"'),
        OptionalMatchModelElement(
            'status',
            SequenceModelElement('status', [
                FixedDataModelElement('status_str', b',"status":'),
                DecimalIntegerValueModelElement('status'),
            ])),
        OptionalMatchModelElement(
            'redirect',
            SequenceModelElement('redirect', [
                FixedDataModelElement('redirect_str', b',"redirect":"'),
                DelimitedDataModelElement('redirect', b'"'),
                FixedDataModelElement('quote_str', b'"')
            ])),
        FixedDataModelElement('length_str', b',"length":'),
        DecimalIntegerValueModelElement('length'),
        FixedDataModelElement('brack_str', b'}')
    ])

    model = SequenceModelElement('model', [
        FixedDataModelElement('time_str', b'{"timestamp":"'),
        DateTimeModelElement('time', b'%Y-%m-%dT%H:%M:%S.%f'),
        FixedDataModelElement('plus_sign', b'+'),
        DecimalIntegerValueModelElement('tz'),
        FixedDataModelElement('comma_str', b'",'),
        OptionalMatchModelElement(
            'flow_id',
            SequenceModelElement('flow_id', [
                FixedDataModelElement('flow_id_str', b'"flow_id":'),
                DecimalIntegerValueModelElement('flow_id'),
                FixedDataModelElement('comma_str', b',')
            ])),
        OptionalMatchModelElement(
            'in_iface',
            SequenceModelElement('in_iface', [
                FixedDataModelElement('in_iface_str', b'"in_iface":"'),
                DelimitedDataModelElement('in_iface', b'"'),
                FixedDataModelElement('comma_str', b'",')
            ])),
        FixedDataModelElement('event_type_str', b'"event_type":"'),
        FirstMatchModelElement('event_type', [
            SequenceModelElement('dns', [
                FixedDataModelElement('dns_str', b'dns",'),
                conn,
                SequenceModelElement('dns', [
                    FixedDataModelElement('type_str', b',"dns":{"type":"'),
                    DelimitedDataModelElement('type', b'"'),
                    FixedDataModelElement('id_str', b'","id":'),
                    DecimalIntegerValueModelElement('id'),
                    OptionalMatchModelElement(
                        'rcode',
                        SequenceModelElement('rcode', [
                            FixedDataModelElement('rcode_str', b',"rcode":"'),
                            DelimitedDataModelElement('rcode', b'"'),
                            FixedDataModelElement('quote_str', b'"')
                        ])),
                    FixedDataModelElement('rrname_str', b',"rrname":"'),
                    DelimitedDataModelElement('rrname', b'"'),
                    OptionalMatchModelElement(
                        'rrtype',
                        SequenceModelElement('rrtype', [
                            FixedDataModelElement('rrtype_str',
                                                  b'","rrtype":"'),
                            DelimitedDataModelElement('rrtype', b'"')
                        ])),
                    FixedDataModelElement('quote', b'"'),
                    OptionalMatchModelElement(
                        'tx_id',
                        SequenceModelElement('tx_id', [
                            FixedDataModelElement('tx_id_str', b',"tx_id":'),
                            DecimalIntegerValueModelElement('tx_id')
                        ])),
                    OptionalMatchModelElement(
                        'ttl',
                        SequenceModelElement('ttl', [
                            FixedDataModelElement('ttl_str', b',"ttl":'),
                            DecimalIntegerValueModelElement('ttl')
                        ])),
                    OptionalMatchModelElement(
                        'rdata',
                        SequenceModelElement('rdata', [
                            FixedDataModelElement('rdata_str', b',"rdata":"'),
                            DelimitedDataModelElement('rdata', b'"'),
                            FixedDataModelElement('quote_str', b'"')
                        ])),
                    FixedDataModelElement('brack_str', b'}}')
                ]),
            ]),
            SequenceModelElement('flow', [
                FixedDataModelElement('flow_str', b'flow",'),
                conn,
                OptionalMatchModelElement(
                    'app_proto',
                    SequenceModelElement('app_proto', [
                        FixedDataModelElement('app_proto_str',
                                              b',"app_proto":"'),
                        DelimitedDataModelElement('app_proto', b'"'),
                        FixedDataModelElement('quote_str', b'"')
                    ])),
                OptionalMatchModelElement(
                    'app_proto_tc',
                    SequenceModelElement('app_proto_tc', [
                        FixedDataModelElement('app_proto_tc_str',
                                              b',"app_proto_tc":"'),
                        DelimitedDataModelElement('app_proto_tc', b'"'),
                        FixedDataModelElement('quote_str', b'"')
                    ])),
                SequenceModelElement('flow', [
                    FixedDataModelElement('pkts_toserver_str',
                                          b',"flow":{"pkts_toserver":'),
                    DecimalIntegerValueModelElement('pkts_toserver'),
                    FixedDataModelElement('pkts_toclient_str',
                                          b',"pkts_toclient":'),
                    DecimalIntegerValueModelElement('pkts_toclient'),
                    FixedDataModelElement('bytes_toserver_str',
                                          b',"bytes_toserver":'),
                    DecimalIntegerValueModelElement('bytes_toserver'),
                    FixedDataModelElement('bytes_toclient_str',
                                          b',"bytes_toclient":'),
                    DecimalIntegerValueModelElement('bytes_toclient'),
                    FixedDataModelElement('start_str', b',"start":"'),
                    DelimitedDataModelElement('start', b'"'),
                    FixedDataModelElement('end_str', b'","end":"'),
                    DelimitedDataModelElement('end', b'"'),
                    FixedDataModelElement('age_str', b'","age":'),
                    DecimalIntegerValueModelElement('age'),
                    FixedDataModelElement('state_str', b',"state":"'),
                    DelimitedDataModelElement('state', b'"'),
                    FixedDataModelElement('reason_str', b'","reason":"'),
                    DelimitedDataModelElement('reason', b'"'),
                    FixedDataModelElement('alerted_str', b'","alerted":'),
                    FixedWordlistDataModelElement('alerted',
                                                  [b'true', b'false']),
                    FixedDataModelElement('brack_str1', b'}'),
                    OptionalMatchModelElement(
                        'tcp',
                        SequenceModelElement('tcp', [
                            FixedDataModelElement('tcp_flags_str',
                                                  b',"tcp":{"tcp_flags":"'),
                            HexStringModelElement('tcp_flags'),
                            FixedDataModelElement('tcp_flags_ts_str',
                                                  b'","tcp_flags_ts":"'),
                            HexStringModelElement('tcp_flags_ts'),
                            FixedDataModelElement('tcp_flags_tc_str',
                                                  b'","tcp_flags_tc":"'),
                            HexStringModelElement('tcp_flags_tc'),
                            OptionalMatchModelElement(
                                'flags',
                                SequenceModelElement('flags', [
                                    FixedDataModelElement(
                                        'syn_str', b'","syn":'),
                                    FixedWordlistDataModelElement(
                                        'syn', [b'true', b'false']),
                                    OptionalMatchModelElement(
                                        'fin',
                                        SequenceModelElement(
                                            'fin', [
                                                FixedDataModelElement(
                                                    'fin_str', b',"fin":'),
                                                FixedWordlistDataModelElement(
                                                    'fin',
                                                    [b'true', b'false']),
                                            ])),
                                    OptionalMatchModelElement(
                                        'rst',
                                        SequenceModelElement(
                                            'rst', [
                                                FixedDataModelElement(
                                                    'rst_str', b',"rst":'),
                                                FixedWordlistDataModelElement(
                                                    'rst',
                                                    [b'true', b'false']),
                                            ])),
                                    OptionalMatchModelElement(
                                        'psh',
                                        SequenceModelElement(
                                            'psh', [
                                                FixedDataModelElement(
                                                    'psh_str', b',"psh":'),
                                                FixedWordlistDataModelElement(
                                                    'psh',
                                                    [b'true', b'false']),
                                            ])),
                                    FixedDataModelElement(
                                        'ack_str', b',"ack":'),
                                    FixedWordlistDataModelElement(
                                        'ack', [b'true', b'false']),
                                    FixedDataModelElement(
                                        'tcp_state_str', b',"state":"'),
                                    DelimitedDataModelElement(
                                        'tcp_state', b'"'),
                                ])),
                            FixedDataModelElement('tcp_brack_str', b'"}'),
                        ])),
                    FixedDataModelElement('brack_str2', b'}')
                ]),
            ]),
            SequenceModelElement('http', [
                FixedDataModelElement('http_str', b'http",'), conn,
                FixedDataModelElement('tx_id_str', b',"tx_id":'),
                DecimalIntegerValueModelElement('tx_id'), http,
                FixedDataModelElement('brack_str', b'}')
            ]),
            SequenceModelElement('fileinfo', [
                FixedDataModelElement('fileinfo_str', b'fileinfo",'),
                conn,
                http,
                FixedDataModelElement('app_proto_str', b',"app_proto":"'),
                DelimitedDataModelElement('app_proto', b'"'),
                SequenceModelElement('fileinfo', [
                    FixedDataModelElement('fileinfo_str', b'","fileinfo":{'),
                    OptionalMatchModelElement(
                        'filename',
                        SequenceModelElement('filename', [
                            FixedDataModelElement('filename_str',
                                                  b'"filename":"'),
                            DelimitedDataModelElement('filename', b'"'),
                            FixedDataModelElement('quote_str', b'",')
                        ])),
                    FixedDataModelElement('state_str', b'"state":"'),
                    DelimitedDataModelElement('state', b'"'),
                    FixedDataModelElement('stored_str', b'","stored":'),
                    FixedWordlistDataModelElement('stored',
                                                  [b'true', b'false']),
                    FixedDataModelElement('size_str', b',"size":'),
                    DecimalIntegerValueModelElement('size'),
                    FixedDataModelElement('tx_id_str', b',"tx_id":'),
                    DecimalIntegerValueModelElement('tx_id'),
                    FixedDataModelElement('brack_str', b'}}')
                ]),
            ]),
            SequenceModelElement('stats', [
                FixedDataModelElement('stats_str', b'stats",'),
                FixedDataModelElement('uptime_str', b'"stats":{"uptime":'),
                DecimalIntegerValueModelElement('uptime'),
                SequenceModelElement('capture', [
                    FixedDataModelElement('capture_str', b',"capture":{'),
                    FixedDataModelElement('kernel_packets_str',
                                          b'"kernel_packets":'),
                    DecimalIntegerValueModelElement('kernel_packets'),
                    FixedDataModelElement('kernel_drops_str',
                                          b',"kernel_drops":'),
                    DecimalIntegerValueModelElement('kernel_drops'),
                    FixedDataModelElement('brack_str', b'}')
                ]),
                SequenceModelElement('decoder', [
                    FixedDataModelElement('pkts_str', b',"decoder":{"pkts":'),
                    DecimalIntegerValueModelElement('pkts'),
                    FixedDataModelElement('bytes_str', b',"bytes":'),
                    DecimalIntegerValueModelElement('bytes'),
                    FixedDataModelElement('invalid_str', b',"invalid":'),
                    DecimalIntegerValueModelElement('invalid'),
                    FixedDataModelElement('ipv4_str', b',"ipv4":'),
                    DecimalIntegerValueModelElement('ipv4'),
                    FixedDataModelElement('ipv6_str', b',"ipv6":'),
                    DecimalIntegerValueModelElement('ipv6'),
                    FixedDataModelElement('ethernet_str', b',"ethernet":'),
                    DecimalIntegerValueModelElement('ethernet'),
                    FixedDataModelElement('raw_str', b',"raw":'),
                    DecimalIntegerValueModelElement('raw'),
                    FixedDataModelElement('null_str', b',"null":'),
                    DecimalIntegerValueModelElement('null'),
                    FixedDataModelElement('sll_str', b',"sll":'),
                    DecimalIntegerValueModelElement('sll'),
                    FixedDataModelElement('tcp_str', b',"tcp":'),
                    DecimalIntegerValueModelElement('tcp'),
                    FixedDataModelElement('udp_str', b',"udp":'),
                    DecimalIntegerValueModelElement('udp'),
                    FixedDataModelElement('sctp_str', b',"sctp":'),
                    DecimalIntegerValueModelElement('sctp'),
                    FixedDataModelElement('icmpv4_str', b',"icmpv4":'),
                    DecimalIntegerValueModelElement('icmpv4'),
                    FixedDataModelElement('icmpv6_str', b',"icmpv6":'),
                    DecimalIntegerValueModelElement('icmpv6'),
                    FixedDataModelElement('ppp_str', b',"ppp":'),
                    DecimalIntegerValueModelElement('ppp'),
                    FixedDataModelElement('pppoe_str', b',"pppoe":'),
                    DecimalIntegerValueModelElement('pppoe'),
                    FixedDataModelElement('gre_str', b',"gre":'),
                    DecimalIntegerValueModelElement('gre'),
                    FixedDataModelElement('vlan_str', b',"vlan":'),
                    DecimalIntegerValueModelElement('vlan'),
                    FixedDataModelElement('vlan_qinq_str', b',"vlan_qinq":'),
                    DecimalIntegerValueModelElement('vlan_qinq'),
                    FixedDataModelElement('teredo_str', b',"teredo":'),
                    DecimalIntegerValueModelElement('teredo'),
                    FixedDataModelElement('ipv4_in_ipv6_str',
                                          b',"ipv4_in_ipv6":'),
                    DecimalIntegerValueModelElement('ipv4_in_ipv6'),
                    FixedDataModelElement('ipv6_in_ipv6_str',
                                          b',"ipv6_in_ipv6":'),
                    DecimalIntegerValueModelElement('ipv6_in_ipv6'),
                    FixedDataModelElement('mpls_str', b',"mpls":'),
                    DecimalIntegerValueModelElement('mpls'),
                    FixedDataModelElement('avg_pkt_size_str',
                                          b',"avg_pkt_size":'),
                    DecimalIntegerValueModelElement('avg_pkt_size'),
                    FixedDataModelElement('max_pkt_size_str',
                                          b',"max_pkt_size":'),
                    DecimalIntegerValueModelElement('max_pkt_size'),
                    FixedDataModelElement('erspan_str', b',"erspan":'),
                    DecimalIntegerValueModelElement('erspan'),
                    SequenceModelElement('ipraw', [
                        FixedDataModelElement(
                            'invalid_ip_version_str',
                            b',"ipraw":{"invalid_ip_version":'),
                        DecimalIntegerValueModelElement('invalid_ip_version'),
                    ]),
                    SequenceModelElement('ltnull', [
                        FixedDataModelElement('ipraw_pkt_too_small_str',
                                              b'},"ltnull":{"pkt_too_small":'),
                        DecimalIntegerValueModelElement('ipraw_pkt_too_small'),
                        FixedDataModelElement('unsupported_type',
                                              b',"unsupported_type":'),
                        DecimalIntegerValueModelElement('unsupported_type'),
                    ]),
                    SequenceModelElement('dce', [
                        FixedDataModelElement('dce_pkt_too_small_str',
                                              b'},"dce":{"pkt_too_small":'),
                        DecimalIntegerValueModelElement('dce_pkt_too_small'),
                        FixedDataModelElement('brack_str', b'}')
                    ])
                ]),
                SequenceModelElement('flow', [
                    FixedDataModelElement('memcap_str',
                                          b'},"flow":{"memcap":'),
                    DecimalIntegerValueModelElement('memcap'),
                    FixedDataModelElement('spare_str', b',"spare":'),
                    DecimalIntegerValueModelElement('spare'),
                    FixedDataModelElement('emerg_mode_entered_str',
                                          b',"emerg_mode_entered":'),
                    DecimalIntegerValueModelElement('emerg_mode_entered'),
                    FixedDataModelElement('emerg_mode_over_str',
                                          b',"emerg_mode_over":'),
                    DecimalIntegerValueModelElement('emerg_mode_over'),
                    FixedDataModelElement('tcp_reuse_str', b',"tcp_reuse":'),
                    DecimalIntegerValueModelElement('tcp_reuse'),
                    FixedDataModelElement('memuse_str', b',"memuse":'),
                    DecimalIntegerValueModelElement('memuse'),
                ]),
                SequenceModelElement('defrag', [
                    SequenceModelElement('ipv4', [
                        FixedDataModelElement(
                            'fragments_str',
                            b'},"defrag":{"ipv4":{"fragments":'),
                        DecimalIntegerValueModelElement('fragments'),
                        FixedDataModelElement('reassembled_str',
                                              b',"reassembled":'),
                        DecimalIntegerValueModelElement('reassembled_str'),
                        FixedDataModelElement('timeouts_str', b',"timeouts":'),
                        DecimalIntegerValueModelElement('timeouts'),
                    ]),
                    SequenceModelElement('ipv6', [
                        FixedDataModelElement('fragments_str',
                                              b'},"ipv6":{"fragments":'),
                        DecimalIntegerValueModelElement('fragments'),
                        FixedDataModelElement('reassembled_str',
                                              b',"reassembled":'),
                        DecimalIntegerValueModelElement('reassembled_str'),
                        FixedDataModelElement('timeouts_str', b',"timeouts":'),
                        DecimalIntegerValueModelElement('timeouts'),
                    ]),
                    FixedDataModelElement('max_frag_hits_str',
                                          b'},"max_frag_hits":'),
                    DecimalIntegerValueModelElement('max_frag_hits'),
                ]),
                SequenceModelElement('tcp', [
                    FixedDataModelElement('sessions_str',
                                          b'},"tcp":{"sessions":'),
                    DecimalIntegerValueModelElement('sessions'),
                    FixedDataModelElement('ssn_memcap_drop_str',
                                          b',"ssn_memcap_drop":'),
                    DecimalIntegerValueModelElement('ssn_memcap_drop'),
                    FixedDataModelElement('pseudo_str', b',"pseudo":'),
                    DecimalIntegerValueModelElement('pseudo'),
                    FixedDataModelElement('pseudo_failed_str',
                                          b',"pseudo_failed":'),
                    DecimalIntegerValueModelElement('pseudo_failed'),
                    FixedDataModelElement('invalid_checksum_str',
                                          b',"invalid_checksum":'),
                    DecimalIntegerValueModelElement('invalid_checksum'),
                    FixedDataModelElement('no_flow_str', b',"no_flow":'),
                    DecimalIntegerValueModelElement('no_flow'),
                    FixedDataModelElement('syn_str', b',"syn":'),
                    DecimalIntegerValueModelElement('syn'),
                    FixedDataModelElement('synack_str', b',"synack":'),
                    DecimalIntegerValueModelElement('synack'),
                    FixedDataModelElement('rst_str', b',"rst":'),
                    DecimalIntegerValueModelElement('rst'),
                    FixedDataModelElement('segment_memcap_drop_str',
                                          b',"segment_memcap_drop":'),
                    DecimalIntegerValueModelElement('segment_memcap_drop'),
                    FixedDataModelElement('stream_depth_reached_str',
                                          b',"stream_depth_reached":'),
                    DecimalIntegerValueModelElement('stream_depth_reached'),
                    FixedDataModelElement('reassembly_gap_str',
                                          b',"reassembly_gap":'),
                    DecimalIntegerValueModelElement('reassembly_gap'),
                    FixedDataModelElement('memuse_str', b',"memuse":'),
                    DecimalIntegerValueModelElement('memuse'),
                    FixedDataModelElement('reassembly_memuse_str',
                                          b',"reassembly_memuse":'),
                    DecimalIntegerValueModelElement('reassembly_memuse'),
                ]),
                SequenceModelElement('detect', [
                    FixedDataModelElement('alert_str',
                                          b'},"detect":{"alert":'),
                    DecimalIntegerValueModelElement('alert')
                ]),
                SequenceModelElement('app_layer', [
                    SequenceModelElement('flow', [
                        FixedDataModelElement(
                            'http_str', b'},"app_layer":{"flow":{"http":'),
                        DecimalIntegerValueModelElement('http'),
                        FixedDataModelElement('ftp_str', b',"ftp":'),
                        DecimalIntegerValueModelElement('ftp'),
                        FixedDataModelElement('smtp_str', b',"smtp":'),
                        DecimalIntegerValueModelElement('smtp'),
                        FixedDataModelElement('tls_str', b',"tls":'),
                        DecimalIntegerValueModelElement('tls'),
                        FixedDataModelElement('ssh_str', b',"ssh":'),
                        DecimalIntegerValueModelElement('ssh'),
                        FixedDataModelElement('imap_str', b',"imap":'),
                        DecimalIntegerValueModelElement('imap'),
                        FixedDataModelElement('msn_str', b',"msn":'),
                        DecimalIntegerValueModelElement('msn'),
                        FixedDataModelElement('smb_str', b',"smb":'),
                        DecimalIntegerValueModelElement('smb'),
                        FixedDataModelElement('dcerpc_tcp_str',
                                              b',"dcerpc_tcp":'),
                        DecimalIntegerValueModelElement('dcerpc_tcp'),
                        FixedDataModelElement('dns_tcp_str', b',"dns_tcp":'),
                        DecimalIntegerValueModelElement('dns_tcp'),
                        FixedDataModelElement('failed_tcp_str',
                                              b',"failed_tcp":'),
                        DecimalIntegerValueModelElement('failed_tcp'),
                        FixedDataModelElement('dcerpc_udp_str',
                                              b',"dcerpc_udp":'),
                        DecimalIntegerValueModelElement('dcerpc_udp'),
                        FixedDataModelElement('dns_udp_str', b',"dns_udp":'),
                        DecimalIntegerValueModelElement('dns_udp'),
                        FixedDataModelElement('failed_udp_str',
                                              b',"failed_udp":'),
                        DecimalIntegerValueModelElement('failed_udp'),
                    ]),
                    SequenceModelElement('tx', [
                        FixedDataModelElement('http_str', b'},"tx":{"http":'),
                        DecimalIntegerValueModelElement('http'),
                        FixedDataModelElement('smtp_str', b',"smtp":'),
                        DecimalIntegerValueModelElement('smtp'),
                        FixedDataModelElement('tls_str', b',"tls":'),
                        DecimalIntegerValueModelElement('tls'),
                        FixedDataModelElement('dns_tcp_str', b',"dns_tcp":'),
                        DecimalIntegerValueModelElement('dns_tcp'),
                        FixedDataModelElement('dns_udp_str', b',"dns_udp":'),
                        DecimalIntegerValueModelElement('dns_udp'),
                    ])
                ]),
                SequenceModelElement('flow_mgr', [
                    FixedDataModelElement('closed_pruned_str',
                                          b'}},"flow_mgr":{"closed_pruned":'),
                    DecimalIntegerValueModelElement('closed_pruned'),
                    FixedDataModelElement('new_pruned_str', b',"new_pruned":'),
                    DecimalIntegerValueModelElement('new_pruned'),
                    FixedDataModelElement('est_pruned_str', b',"est_pruned":'),
                    DecimalIntegerValueModelElement('est_pruned'),
                    FixedDataModelElement('bypassed_pruned_str',
                                          b',"bypassed_pruned":'),
                    DecimalIntegerValueModelElement('bypassed_pruned'),
                    FixedDataModelElement('flows_checked_str',
                                          b',"flows_checked":'),
                    DecimalIntegerValueModelElement('flows_checked'),
                    FixedDataModelElement('flows_notimeout_str',
                                          b',"flows_notimeout":'),
                    DecimalIntegerValueModelElement('flows_notimeout'),
                    FixedDataModelElement('flows_timeout_str',
                                          b',"flows_timeout":'),
                    DecimalIntegerValueModelElement('flows_timeout'),
                    FixedDataModelElement('flows_timeout_inuse_str',
                                          b',"flows_timeout_inuse":'),
                    DecimalIntegerValueModelElement('flows_timeout_inuse'),
                    FixedDataModelElement('flows_removed_str',
                                          b',"flows_removed":'),
                    DecimalIntegerValueModelElement('flows_removed'),
                    FixedDataModelElement('rows_checked_str',
                                          b',"rows_checked":'),
                    DecimalIntegerValueModelElement('rows_checked'),
                    FixedDataModelElement('rows_skipped_str',
                                          b',"rows_skipped":'),
                    DecimalIntegerValueModelElement('rows_skipped'),
                    FixedDataModelElement('rows_empty_str', b',"rows_empty":'),
                    DecimalIntegerValueModelElement('rows_empty'),
                    FixedDataModelElement('rows_busy_str', b',"rows_busy":'),
                    DecimalIntegerValueModelElement('rows_busy'),
                    FixedDataModelElement('rows_maxlen_str',
                                          b',"rows_maxlen":'),
                    DecimalIntegerValueModelElement('rows_maxlen'),
                ]),
                SequenceModelElement('dns', [
                    FixedDataModelElement('memuse_str', b'},"dns":{"memuse":'),
                    DecimalIntegerValueModelElement('memuse'),
                    FixedDataModelElement('memcap_state_str',
                                          b',"memcap_state":'),
                    DecimalIntegerValueModelElement('memcap_state'),
                    FixedDataModelElement('memcap_global_str',
                                          b',"memcap_global":'),
                    DecimalIntegerValueModelElement('memcap_global'),
                ]),
                SequenceModelElement('http', [
                    FixedDataModelElement('memuse_str',
                                          b'},"http":{"memuse":'),
                    DecimalIntegerValueModelElement('memuse'),
                    FixedDataModelElement('memcap_str', b',"memcap":'),
                    DecimalIntegerValueModelElement('memcap'),
                ]),
                FixedDataModelElement('quote_str', b'}}}')
            ]),
            SequenceModelElement('tls', [
                FixedDataModelElement('tls_str', b'tls",'), conn,
                SequenceModelElement('tls', [
                    FixedDataModelElement('subject_str',
                                          b',"tls":{"subject":"'),
                    DelimitedDataModelElement('subject', b'"'),
                    FixedDataModelElement('issuerdn_str', b'","issuerdn":"'),
                    DelimitedDataModelElement('issuerdn', b'"'),
                    FixedDataModelElement('fingerprint_str',
                                          b'","fingerprint":"'),
                    DelimitedDataModelElement('fingerprint', b'"'),
                    OptionalMatchModelElement(
                        'sni',
                        SequenceModelElement('sni', [
                            FixedDataModelElement('sni_str', b'","sni":"'),
                            DelimitedDataModelElement('sni', b'"'),
                        ])),
                    FixedDataModelElement('version_str', b'","version":"'),
                    DelimitedDataModelElement('version', b'"'),
                    FixedDataModelElement('notbefore_str', b'","notbefore":"'),
                    DelimitedDataModelElement('notbefore', b'"'),
                    FixedDataModelElement('notafter_str', b'","notafter":"'),
                    DelimitedDataModelElement('notafter', b'"'),
                ]),
                FixedDataModelElement('brack_str', b'"}}')
            ]),
            SequenceModelElement('alert', [
                FixedDataModelElement('alert_str', b'alert",'), conn,
                OptionalMatchModelElement(
                    'tx_id',
                    SequenceModelElement('tx_id', [
                        FixedDataModelElement('tx_id', b',"tx_id":'),
                        DecimalIntegerValueModelElement('tx_id'),
                    ])),
                SequenceModelElement('alert', [
                    FixedDataModelElement('action_str',
                                          b',"alert":{"action":"'),
                    DelimitedDataModelElement('action', b'"'),
                    FixedDataModelElement('gid_str', b'","gid":'),
                    DecimalIntegerValueModelElement('gid'),
                    FixedDataModelElement('signature_id_str',
                                          b',"signature_id":'),
                    DecimalIntegerValueModelElement('signature_id'),
                    FixedDataModelElement('rev_str', b',"rev":'),
                    DecimalIntegerValueModelElement('rev'),
                    FixedDataModelElement('signature_str', b',"signature":"'),
                    DelimitedDataModelElement('signature', b'"'),
                    FixedDataModelElement('category_str', b'","category":"'),
                    DelimitedDataModelElement('category', b'"'),
                    FixedDataModelElement('severity_str', b'","severity":'),
                    DecimalIntegerValueModelElement('severity'),
                    FixedDataModelElement('brack_str', b'}')
                ]), http,
                FixedDataModelElement('brack_str', b'}')
            ]),
        ])
    ])

    return model
Exemplo n.º 8
0
    def test3get_match_element_valid_match(self):
        """Try all values and check if the desired results are produced."""
        allowed_chars = [
            b"0", b"1", b"2", b"3", b"4", b"5", b"6", b"7", b"8", b"9", b"a",
            b"b", b"c", b"d", b"e", b"f"
        ]
        char1 = b"\x00"
        char2 = b"\x00"
        hex_string_model_element = HexStringModelElement(self.id_)

        while ord(char2) < ord(b"\x7F"):
            data = char2 + char1
            match_context = DummyMatchContext(data)
            match_element = hex_string_model_element.get_match_element(
                self.path, match_context)
            if char2 in allowed_chars:
                if char1 in allowed_chars:
                    match_context.match_string = bytes.fromhex(data.decode(
                    ))  # match_context.match_string check has to be skipped.
                    match_context.match_data = data[len(
                        match_context.match_string
                    ):]  # match_context.match_data has to be rewritten.
                    self.compare_match_results(data, match_element,
                                               match_context, self.id_,
                                               self.path,
                                               bytes.fromhex(data.decode()),
                                               data, None)
                    self.assertEqual(match_element.get_match_object(), data)
                else:
                    match_context.match_string = bytes.fromhex(
                        "0" + char2.decode()
                    )  # match_context.match_string check has to be skipped.
                    self.compare_match_results(
                        data, match_element,
                        match_context, self.id_, self.path,
                        bytes.fromhex("0" + char2.decode()), char2, None)
                    self.assertEqual(match_element.get_match_object(), char2)
            else:
                self.compare_no_match_results(data, match_element,
                                              match_context)
            if ord(char1) == 0x7f:
                char1 = b"\x00"
                char2 = bytes(chr(ord(char2) + 1), "utf-8")
            else:
                char1 = bytes(chr(ord(char1) + 1), "utf-8")

        allowed_chars = [
            b"0", b"1", b"2", b"3", b"4", b"5", b"6", b"7", b"8", b"9", b"A",
            b"B", b"C", b"D", b"E", b"F"
        ]
        char1 = b"\x00"
        char2 = b"\x00"
        hex_string_model_element = HexStringModelElement(self.id_, True)

        while ord(char2) < ord(b"\x7F"):
            data = char2 + char1
            match_context = DummyMatchContext(data)
            match_element = hex_string_model_element.get_match_element(
                self.path, match_context)
            if char2 in allowed_chars:
                if char1 in allowed_chars:
                    self.assertEqual(match_element.get_match_object(), data)
                else:
                    self.assertEqual(match_element.get_match_object(), char2)
            else:
                self.compare_no_match_results(data, match_element,
                                              match_context)
            if ord(char1) == 0x7f:
                char1 = b"\x00"
                char2 = bytes(chr(ord(char2) + 1), "utf-8")
            else:
                char1 = bytes(chr(ord(char1) + 1), "utf-8")
Exemplo n.º 9
0
 def test2get_child_elements(self):
     """Test if get_child_elements returns None."""
     hex_me = HexStringModelElement(self.id_)
     self.assertEqual(hex_me.get_child_elements(), None)
Exemplo n.º 10
0
 def test1get_id(self):
     """Test if get_id works properly."""
     hex_me = HexStringModelElement(self.id_)
     self.assertEqual(hex_me.get_id(), self.id_)
def get_model():
    """Return a model to parse Suricata Event logs from the AIT-LDS."""
    conn = SequenceModelElement("conn", [
        FixedDataModelElement("src_ip_str", b'"src_ip":"'),
        FirstMatchModelElement("ip", [
            SequenceModelElement("ipv4", [
                IpAddressDataModelElement("src_ip"),
                FixedDataModelElement("src_port_str", b'","src_port":'),
                DecimalIntegerValueModelElement("src_port"),
                FixedDataModelElement("dest_ip_str", b',"dest_ip":"'),
                IpAddressDataModelElement("dest_ip"),
                FixedDataModelElement("dest_port_str", b'","dest_port":'),
                DecimalIntegerValueModelElement("dest_port"),
                FixedDataModelElement("proto_str", b',"proto":"'),
                DelimitedDataModelElement("proto", b'"'),
                FixedDataModelElement("quote", b'"')
            ]),
            SequenceModelElement("ipv6", [
                DelimitedDataModelElement("src_ip", b'"'),
                FixedDataModelElement("dest_ip_str", b'","dest_ip":"'),
                DelimitedDataModelElement("dest_ip", b'"'),
                FixedDataModelElement("proto_str", b'","proto":"'),
                DelimitedDataModelElement("proto", b'"'),
                FixedDataModelElement("icmp_type_str", b'","icmp_type":'),
                DecimalIntegerValueModelElement("icmp_type"),
                FixedDataModelElement("icmp_code_str", b',"icmp_code":'),
                DecimalIntegerValueModelElement("icmp_code"),
            ]),
        ])
    ])

    http = SequenceModelElement("http", [
        FixedDataModelElement("hostname_str", b',"http":{"hostname":"'),
        DelimitedDataModelElement("hostname", b'"'),
        FixedDataModelElement("url_str", b'","url":"'),
        DelimitedDataModelElement("url", b'"', escape=b"\\"),
        FixedDataModelElement("http_user_agent_str", b'","http_user_agent":"'),
        DelimitedDataModelElement("http_user_agent", b'"'),
        OptionalMatchModelElement(
            "content_type",
            SequenceModelElement("content_type", [
                FixedDataModelElement("http_content_type_str",
                                      b'","http_content_type":"'),
                DelimitedDataModelElement("http_content_type", b'"'),
            ])),
        OptionalMatchModelElement(
            "http_refer",
            SequenceModelElement("http_refer", [
                FixedDataModelElement("http_refer_str", b'","http_refer":"'),
                DelimitedDataModelElement("http_refer", b'"'),
            ])),
        FixedDataModelElement("http_method_str", b'","http_method":"'),
        DelimitedDataModelElement("http_method", b'"'),
        FixedDataModelElement("protocol_str", b'","protocol":"'),
        DelimitedDataModelElement("protocol", b'"'),
        FixedDataModelElement("quote_str", b'"'),
        OptionalMatchModelElement(
            "status",
            SequenceModelElement("status", [
                FixedDataModelElement("status_str", b',"status":'),
                DecimalIntegerValueModelElement("status"),
            ])),
        OptionalMatchModelElement(
            "redirect",
            SequenceModelElement("redirect", [
                FixedDataModelElement("redirect_str", b',"redirect":"'),
                DelimitedDataModelElement("redirect", b'"'),
                FixedDataModelElement("quote_str", b'"')
            ])),
        FixedDataModelElement("length_str", b',"length":'),
        DecimalIntegerValueModelElement("length"),
        FixedDataModelElement("brack_str", b"}")
    ])

    model = SequenceModelElement("model", [
        FixedDataModelElement("time_str", b'{"timestamp":"'),
        DateTimeModelElement("time", b"%Y-%m-%dT%H:%M:%S.%f%z"),
        FixedDataModelElement("comma_str", b'",'),
        OptionalMatchModelElement(
            "flow_id",
            SequenceModelElement("flow_id", [
                FixedDataModelElement("flow_id_str", b'"flow_id":'),
                DecimalIntegerValueModelElement("flow_id"),
                FixedDataModelElement("comma_str", b",")
            ])),
        OptionalMatchModelElement(
            "in_iface",
            SequenceModelElement("in_iface", [
                FixedDataModelElement("in_iface_str", b'"in_iface":"'),
                DelimitedDataModelElement("in_iface", b'"'),
                FixedDataModelElement("comma_str", b'",')
            ])),
        FixedDataModelElement("event_type_str", b'"event_type":"'),
        FirstMatchModelElement("event_type", [
            SequenceModelElement("dns", [
                FixedDataModelElement("dns_str", b'dns",'),
                conn,
                SequenceModelElement("dns", [
                    FixedDataModelElement("type_str", b',"dns":{"type":"'),
                    DelimitedDataModelElement("type", b'"'),
                    FixedDataModelElement("id_str", b'","id":'),
                    DecimalIntegerValueModelElement("id"),
                    OptionalMatchModelElement(
                        "rcode",
                        SequenceModelElement("rcode", [
                            FixedDataModelElement("rcode_str", b',"rcode":"'),
                            DelimitedDataModelElement("rcode", b'"'),
                            FixedDataModelElement("quote_str", b'"')
                        ])),
                    FixedDataModelElement("rrname_str", b',"rrname":"'),
                    DelimitedDataModelElement("rrname", b'"'),
                    OptionalMatchModelElement(
                        "rrtype",
                        SequenceModelElement("rrtype", [
                            FixedDataModelElement("rrtype_str",
                                                  b'","rrtype":"'),
                            DelimitedDataModelElement("rrtype", b'"')
                        ])),
                    FixedDataModelElement("quote", b'"'),
                    OptionalMatchModelElement(
                        "tx_id",
                        SequenceModelElement("tx_id", [
                            FixedDataModelElement("tx_id_str", b',"tx_id":'),
                            DecimalIntegerValueModelElement("tx_id")
                        ])),
                    OptionalMatchModelElement(
                        "ttl",
                        SequenceModelElement("ttl", [
                            FixedDataModelElement("ttl_str", b',"ttl":'),
                            DecimalIntegerValueModelElement("ttl")
                        ])),
                    OptionalMatchModelElement(
                        "rdata",
                        SequenceModelElement("rdata", [
                            FixedDataModelElement("rdata_str", b',"rdata":"'),
                            DelimitedDataModelElement("rdata", b'"'),
                            FixedDataModelElement("quote_str", b'"')
                        ])),
                    FixedDataModelElement("brack_str", b"}}")
                ]),
            ]),
            SequenceModelElement("flow", [
                FixedDataModelElement("flow_str", b'flow",'),
                conn,
                OptionalMatchModelElement(
                    "app_proto",
                    SequenceModelElement("app_proto", [
                        FixedDataModelElement("app_proto_str",
                                              b',"app_proto":"'),
                        DelimitedDataModelElement("app_proto", b'"'),
                        FixedDataModelElement("quote_str", b'"')
                    ])),
                OptionalMatchModelElement(
                    "app_proto_tc",
                    SequenceModelElement("app_proto_tc", [
                        FixedDataModelElement("app_proto_tc_str",
                                              b',"app_proto_tc":"'),
                        DelimitedDataModelElement("app_proto_tc", b'"'),
                        FixedDataModelElement("quote_str", b'"')
                    ])),
                SequenceModelElement("flow", [
                    FixedDataModelElement("pkts_toserver_str",
                                          b',"flow":{"pkts_toserver":'),
                    DecimalIntegerValueModelElement("pkts_toserver"),
                    FixedDataModelElement("pkts_toclient_str",
                                          b',"pkts_toclient":'),
                    DecimalIntegerValueModelElement("pkts_toclient"),
                    FixedDataModelElement("bytes_toserver_str",
                                          b',"bytes_toserver":'),
                    DecimalIntegerValueModelElement("bytes_toserver"),
                    FixedDataModelElement("bytes_toclient_str",
                                          b',"bytes_toclient":'),
                    DecimalIntegerValueModelElement("bytes_toclient"),
                    FixedDataModelElement("start_str", b',"start":"'),
                    DelimitedDataModelElement("start", b'"'),
                    FixedDataModelElement("end_str", b'","end":"'),
                    DelimitedDataModelElement("end", b'"'),
                    FixedDataModelElement("age_str", b'","age":'),
                    DecimalIntegerValueModelElement("age"),
                    FixedDataModelElement("state_str", b',"state":"'),
                    DelimitedDataModelElement("state", b'"'),
                    FixedDataModelElement("reason_str", b'","reason":"'),
                    DelimitedDataModelElement("reason", b'"'),
                    FixedDataModelElement("alerted_str", b'","alerted":'),
                    FixedWordlistDataModelElement("alerted",
                                                  [b"true", b"false"]),
                    FixedDataModelElement("brack_str1", b"}"),
                    OptionalMatchModelElement(
                        "tcp",
                        SequenceModelElement("tcp", [
                            FixedDataModelElement("tcp_flags_str",
                                                  b',"tcp":{"tcp_flags":"'),
                            HexStringModelElement("tcp_flags"),
                            FixedDataModelElement("tcp_flags_ts_str",
                                                  b'","tcp_flags_ts":"'),
                            HexStringModelElement("tcp_flags_ts"),
                            FixedDataModelElement("tcp_flags_tc_str",
                                                  b'","tcp_flags_tc":"'),
                            HexStringModelElement("tcp_flags_tc"),
                            OptionalMatchModelElement(
                                "flags",
                                SequenceModelElement("flags", [
                                    FixedDataModelElement(
                                        "syn_str", b'","syn":'),
                                    FixedWordlistDataModelElement(
                                        "syn", [b"true", b"false"]),
                                    OptionalMatchModelElement(
                                        "fin",
                                        SequenceModelElement(
                                            "fin", [
                                                FixedDataModelElement(
                                                    "fin_str", b',"fin":'),
                                                FixedWordlistDataModelElement(
                                                    "fin",
                                                    [b"true", b"false"]),
                                            ])),
                                    OptionalMatchModelElement(
                                        "rst",
                                        SequenceModelElement(
                                            "rst", [
                                                FixedDataModelElement(
                                                    "rst_str", b',"rst":'),
                                                FixedWordlistDataModelElement(
                                                    "rst",
                                                    [b"true", b"false"]),
                                            ])),
                                    OptionalMatchModelElement(
                                        "psh",
                                        SequenceModelElement(
                                            "psh", [
                                                FixedDataModelElement(
                                                    "psh_str", b',"psh":'),
                                                FixedWordlistDataModelElement(
                                                    "psh",
                                                    [b"true", b"false"]),
                                            ])),
                                    FixedDataModelElement(
                                        "ack_str", b',"ack":'),
                                    FixedWordlistDataModelElement(
                                        "ack", [b"true", b"false"]),
                                    FixedDataModelElement(
                                        "tcp_state_str", b',"state":"'),
                                    DelimitedDataModelElement(
                                        "tcp_state", b'"'),
                                ])),
                            FixedDataModelElement("tcp_brack_str", b'"}'),
                        ])),
                    FixedDataModelElement("brack_str2", b"}")
                ]),
            ]),
            SequenceModelElement("http", [
                FixedDataModelElement("http_str", b'http",'), conn,
                FixedDataModelElement("tx_id_str", b',"tx_id":'),
                DecimalIntegerValueModelElement("tx_id"), http,
                FixedDataModelElement("brack_str", b"}")
            ]),
            SequenceModelElement("fileinfo", [
                FixedDataModelElement("fileinfo_str", b'fileinfo",'),
                conn,
                http,
                FixedDataModelElement("app_proto_str", b',"app_proto":"'),
                DelimitedDataModelElement("app_proto", b'"'),
                SequenceModelElement("fileinfo", [
                    FixedDataModelElement("fileinfo_str", b'","fileinfo":{'),
                    OptionalMatchModelElement(
                        "filename",
                        SequenceModelElement("filename", [
                            FixedDataModelElement("filename_str",
                                                  b'"filename":"'),
                            DelimitedDataModelElement("filename", b'"'),
                            FixedDataModelElement("quote_str", b'",')
                        ])),
                    FixedDataModelElement("state_str", b'"state":"'),
                    DelimitedDataModelElement("state", b'"'),
                    FixedDataModelElement("stored_str", b'","stored":'),
                    FixedWordlistDataModelElement("stored",
                                                  [b"true", b"false"]),
                    FixedDataModelElement("size_str", b',"size":'),
                    DecimalIntegerValueModelElement("size"),
                    FixedDataModelElement("tx_id_str", b',"tx_id":'),
                    DecimalIntegerValueModelElement("tx_id"),
                    FixedDataModelElement("brack_str", b"}}")
                ]),
            ]),
            SequenceModelElement("stats", [
                FixedDataModelElement("stats_str", b'stats",'),
                FixedDataModelElement("uptime_str", b'"stats":{"uptime":'),
                DecimalIntegerValueModelElement("uptime"),
                SequenceModelElement("capture", [
                    FixedDataModelElement("capture_str", b',"capture":{'),
                    FixedDataModelElement("kernel_packets_str",
                                          b'"kernel_packets":'),
                    DecimalIntegerValueModelElement("kernel_packets"),
                    FixedDataModelElement("kernel_drops_str",
                                          b',"kernel_drops":'),
                    DecimalIntegerValueModelElement("kernel_drops"),
                    FixedDataModelElement("brack_str", b"}")
                ]),
                SequenceModelElement("decoder", [
                    FixedDataModelElement("pkts_str", b',"decoder":{"pkts":'),
                    DecimalIntegerValueModelElement("pkts"),
                    FixedDataModelElement("bytes_str", b',"bytes":'),
                    DecimalIntegerValueModelElement("bytes"),
                    FixedDataModelElement("invalid_str", b',"invalid":'),
                    DecimalIntegerValueModelElement("invalid"),
                    FixedDataModelElement("ipv4_str", b',"ipv4":'),
                    DecimalIntegerValueModelElement("ipv4"),
                    FixedDataModelElement("ipv6_str", b',"ipv6":'),
                    DecimalIntegerValueModelElement("ipv6"),
                    FixedDataModelElement("ethernet_str", b',"ethernet":'),
                    DecimalIntegerValueModelElement("ethernet"),
                    FixedDataModelElement("raw_str", b',"raw":'),
                    DecimalIntegerValueModelElement("raw"),
                    FixedDataModelElement("null_str", b',"null":'),
                    DecimalIntegerValueModelElement("null"),
                    FixedDataModelElement("sll_str", b',"sll":'),
                    DecimalIntegerValueModelElement("sll"),
                    FixedDataModelElement("tcp_str", b',"tcp":'),
                    DecimalIntegerValueModelElement("tcp"),
                    FixedDataModelElement("udp_str", b',"udp":'),
                    DecimalIntegerValueModelElement("udp"),
                    FixedDataModelElement("sctp_str", b',"sctp":'),
                    DecimalIntegerValueModelElement("sctp"),
                    FixedDataModelElement("icmpv4_str", b',"icmpv4":'),
                    DecimalIntegerValueModelElement("icmpv4"),
                    FixedDataModelElement("icmpv6_str", b',"icmpv6":'),
                    DecimalIntegerValueModelElement("icmpv6"),
                    FixedDataModelElement("ppp_str", b',"ppp":'),
                    DecimalIntegerValueModelElement("ppp"),
                    FixedDataModelElement("pppoe_str", b',"pppoe":'),
                    DecimalIntegerValueModelElement("pppoe"),
                    FixedDataModelElement("gre_str", b',"gre":'),
                    DecimalIntegerValueModelElement("gre"),
                    FixedDataModelElement("vlan_str", b',"vlan":'),
                    DecimalIntegerValueModelElement("vlan"),
                    FixedDataModelElement("vlan_qinq_str", b',"vlan_qinq":'),
                    DecimalIntegerValueModelElement("vlan_qinq"),
                    FixedDataModelElement("teredo_str", b',"teredo":'),
                    DecimalIntegerValueModelElement("teredo"),
                    FixedDataModelElement("ipv4_in_ipv6_str",
                                          b',"ipv4_in_ipv6":'),
                    DecimalIntegerValueModelElement("ipv4_in_ipv6"),
                    FixedDataModelElement("ipv6_in_ipv6_str",
                                          b',"ipv6_in_ipv6":'),
                    DecimalIntegerValueModelElement("ipv6_in_ipv6"),
                    FixedDataModelElement("mpls_str", b',"mpls":'),
                    DecimalIntegerValueModelElement("mpls"),
                    FixedDataModelElement("avg_pkt_size_str",
                                          b',"avg_pkt_size":'),
                    DecimalIntegerValueModelElement("avg_pkt_size"),
                    FixedDataModelElement("max_pkt_size_str",
                                          b',"max_pkt_size":'),
                    DecimalIntegerValueModelElement("max_pkt_size"),
                    FixedDataModelElement("erspan_str", b',"erspan":'),
                    DecimalIntegerValueModelElement("erspan"),
                    SequenceModelElement("ipraw", [
                        FixedDataModelElement(
                            "invalid_ip_version_str",
                            b',"ipraw":{"invalid_ip_version":'),
                        DecimalIntegerValueModelElement("invalid_ip_version"),
                    ]),
                    SequenceModelElement("ltnull", [
                        FixedDataModelElement("ipraw_pkt_too_small_str",
                                              b'},"ltnull":{"pkt_too_small":'),
                        DecimalIntegerValueModelElement("ipraw_pkt_too_small"),
                        FixedDataModelElement("unsupported_type",
                                              b',"unsupported_type":'),
                        DecimalIntegerValueModelElement("unsupported_type"),
                    ]),
                    SequenceModelElement("dce", [
                        FixedDataModelElement("dce_pkt_too_small_str",
                                              b'},"dce":{"pkt_too_small":'),
                        DecimalIntegerValueModelElement("dce_pkt_too_small"),
                        FixedDataModelElement("brack_str", b"}")
                    ])
                ]),
                SequenceModelElement("flow", [
                    FixedDataModelElement("memcap_str",
                                          b'},"flow":{"memcap":'),
                    DecimalIntegerValueModelElement("memcap"),
                    FixedDataModelElement("spare_str", b',"spare":'),
                    DecimalIntegerValueModelElement("spare"),
                    FixedDataModelElement("emerg_mode_entered_str",
                                          b',"emerg_mode_entered":'),
                    DecimalIntegerValueModelElement("emerg_mode_entered"),
                    FixedDataModelElement("emerg_mode_over_str",
                                          b',"emerg_mode_over":'),
                    DecimalIntegerValueModelElement("emerg_mode_over"),
                    FixedDataModelElement("tcp_reuse_str", b',"tcp_reuse":'),
                    DecimalIntegerValueModelElement("tcp_reuse"),
                    FixedDataModelElement("memuse_str", b',"memuse":'),
                    DecimalIntegerValueModelElement("memuse"),
                ]),
                SequenceModelElement("defrag", [
                    SequenceModelElement("ipv4", [
                        FixedDataModelElement(
                            "fragments_str",
                            b'},"defrag":{"ipv4":{"fragments":'),
                        DecimalIntegerValueModelElement("fragments"),
                        FixedDataModelElement("reassembled_str",
                                              b',"reassembled":'),
                        DecimalIntegerValueModelElement("reassembled_str"),
                        FixedDataModelElement("timeouts_str", b',"timeouts":'),
                        DecimalIntegerValueModelElement("timeouts"),
                    ]),
                    SequenceModelElement("ipv6", [
                        FixedDataModelElement("fragments_str",
                                              b'},"ipv6":{"fragments":'),
                        DecimalIntegerValueModelElement("fragments"),
                        FixedDataModelElement("reassembled_str",
                                              b',"reassembled":'),
                        DecimalIntegerValueModelElement("reassembled_str"),
                        FixedDataModelElement("timeouts_str", b',"timeouts":'),
                        DecimalIntegerValueModelElement("timeouts"),
                    ]),
                    FixedDataModelElement("max_frag_hits_str",
                                          b'},"max_frag_hits":'),
                    DecimalIntegerValueModelElement("max_frag_hits"),
                ]),
                SequenceModelElement("tcp", [
                    FixedDataModelElement("sessions_str",
                                          b'},"tcp":{"sessions":'),
                    DecimalIntegerValueModelElement("sessions"),
                    FixedDataModelElement("ssn_memcap_drop_str",
                                          b',"ssn_memcap_drop":'),
                    DecimalIntegerValueModelElement("ssn_memcap_drop"),
                    FixedDataModelElement("pseudo_str", b',"pseudo":'),
                    DecimalIntegerValueModelElement("pseudo"),
                    FixedDataModelElement("pseudo_failed_str",
                                          b',"pseudo_failed":'),
                    DecimalIntegerValueModelElement("pseudo_failed"),
                    FixedDataModelElement("invalid_checksum_str",
                                          b',"invalid_checksum":'),
                    DecimalIntegerValueModelElement("invalid_checksum"),
                    FixedDataModelElement("no_flow_str", b',"no_flow":'),
                    DecimalIntegerValueModelElement("no_flow"),
                    FixedDataModelElement("syn_str", b',"syn":'),
                    DecimalIntegerValueModelElement("syn"),
                    FixedDataModelElement("synack_str", b',"synack":'),
                    DecimalIntegerValueModelElement("synack"),
                    FixedDataModelElement("rst_str", b',"rst":'),
                    DecimalIntegerValueModelElement("rst"),
                    FixedDataModelElement("segment_memcap_drop_str",
                                          b',"segment_memcap_drop":'),
                    DecimalIntegerValueModelElement("segment_memcap_drop"),
                    FixedDataModelElement("stream_depth_reached_str",
                                          b',"stream_depth_reached":'),
                    DecimalIntegerValueModelElement("stream_depth_reached"),
                    FixedDataModelElement("reassembly_gap_str",
                                          b',"reassembly_gap":'),
                    DecimalIntegerValueModelElement("reassembly_gap"),
                    FixedDataModelElement("memuse_str", b',"memuse":'),
                    DecimalIntegerValueModelElement("memuse"),
                    FixedDataModelElement("reassembly_memuse_str",
                                          b',"reassembly_memuse":'),
                    DecimalIntegerValueModelElement("reassembly_memuse"),
                ]),
                SequenceModelElement("detect", [
                    FixedDataModelElement("alert_str",
                                          b'},"detect":{"alert":'),
                    DecimalIntegerValueModelElement("alert")
                ]),
                SequenceModelElement("app_layer", [
                    SequenceModelElement("flow", [
                        FixedDataModelElement(
                            "http_str", b'},"app_layer":{"flow":{"http":'),
                        DecimalIntegerValueModelElement("http"),
                        FixedDataModelElement("ftp_str", b',"ftp":'),
                        DecimalIntegerValueModelElement("ftp"),
                        FixedDataModelElement("smtp_str", b',"smtp":'),
                        DecimalIntegerValueModelElement("smtp"),
                        FixedDataModelElement("tls_str", b',"tls":'),
                        DecimalIntegerValueModelElement("tls"),
                        FixedDataModelElement("ssh_str", b',"ssh":'),
                        DecimalIntegerValueModelElement("ssh"),
                        FixedDataModelElement("imap_str", b',"imap":'),
                        DecimalIntegerValueModelElement("imap"),
                        FixedDataModelElement("msn_str", b',"msn":'),
                        DecimalIntegerValueModelElement("msn"),
                        FixedDataModelElement("smb_str", b',"smb":'),
                        DecimalIntegerValueModelElement("smb"),
                        FixedDataModelElement("dcerpc_tcp_str",
                                              b',"dcerpc_tcp":'),
                        DecimalIntegerValueModelElement("dcerpc_tcp"),
                        FixedDataModelElement("dns_tcp_str", b',"dns_tcp":'),
                        DecimalIntegerValueModelElement("dns_tcp"),
                        FixedDataModelElement("failed_tcp_str",
                                              b',"failed_tcp":'),
                        DecimalIntegerValueModelElement("failed_tcp"),
                        FixedDataModelElement("dcerpc_udp_str",
                                              b',"dcerpc_udp":'),
                        DecimalIntegerValueModelElement("dcerpc_udp"),
                        FixedDataModelElement("dns_udp_str", b',"dns_udp":'),
                        DecimalIntegerValueModelElement("dns_udp"),
                        FixedDataModelElement("failed_udp_str",
                                              b',"failed_udp":'),
                        DecimalIntegerValueModelElement("failed_udp"),
                    ]),
                    SequenceModelElement("tx", [
                        FixedDataModelElement("http_str", b'},"tx":{"http":'),
                        DecimalIntegerValueModelElement("http"),
                        FixedDataModelElement("smtp_str", b',"smtp":'),
                        DecimalIntegerValueModelElement("smtp"),
                        FixedDataModelElement("tls_str", b',"tls":'),
                        DecimalIntegerValueModelElement("tls"),
                        FixedDataModelElement("dns_tcp_str", b',"dns_tcp":'),
                        DecimalIntegerValueModelElement("dns_tcp"),
                        FixedDataModelElement("dns_udp_str", b',"dns_udp":'),
                        DecimalIntegerValueModelElement("dns_udp"),
                    ])
                ]),
                SequenceModelElement("flow_mgr", [
                    FixedDataModelElement("closed_pruned_str",
                                          b'}},"flow_mgr":{"closed_pruned":'),
                    DecimalIntegerValueModelElement("closed_pruned"),
                    FixedDataModelElement("new_pruned_str", b',"new_pruned":'),
                    DecimalIntegerValueModelElement("new_pruned"),
                    FixedDataModelElement("est_pruned_str", b',"est_pruned":'),
                    DecimalIntegerValueModelElement("est_pruned"),
                    FixedDataModelElement("bypassed_pruned_str",
                                          b',"bypassed_pruned":'),
                    DecimalIntegerValueModelElement("bypassed_pruned"),
                    FixedDataModelElement("flows_checked_str",
                                          b',"flows_checked":'),
                    DecimalIntegerValueModelElement("flows_checked"),
                    FixedDataModelElement("flows_notimeout_str",
                                          b',"flows_notimeout":'),
                    DecimalIntegerValueModelElement("flows_notimeout"),
                    FixedDataModelElement("flows_timeout_str",
                                          b',"flows_timeout":'),
                    DecimalIntegerValueModelElement("flows_timeout"),
                    FixedDataModelElement("flows_timeout_inuse_str",
                                          b',"flows_timeout_inuse":'),
                    DecimalIntegerValueModelElement("flows_timeout_inuse"),
                    FixedDataModelElement("flows_removed_str",
                                          b',"flows_removed":'),
                    DecimalIntegerValueModelElement("flows_removed"),
                    FixedDataModelElement("rows_checked_str",
                                          b',"rows_checked":'),
                    DecimalIntegerValueModelElement("rows_checked"),
                    FixedDataModelElement("rows_skipped_str",
                                          b',"rows_skipped":'),
                    DecimalIntegerValueModelElement("rows_skipped"),
                    FixedDataModelElement("rows_empty_str", b',"rows_empty":'),
                    DecimalIntegerValueModelElement("rows_empty"),
                    FixedDataModelElement("rows_busy_str", b',"rows_busy":'),
                    DecimalIntegerValueModelElement("rows_busy"),
                    FixedDataModelElement("rows_maxlen_str",
                                          b',"rows_maxlen":'),
                    DecimalIntegerValueModelElement("rows_maxlen"),
                ]),
                SequenceModelElement("dns", [
                    FixedDataModelElement("memuse_str", b'},"dns":{"memuse":'),
                    DecimalIntegerValueModelElement("memuse"),
                    FixedDataModelElement("memcap_state_str",
                                          b',"memcap_state":'),
                    DecimalIntegerValueModelElement("memcap_state"),
                    FixedDataModelElement("memcap_global_str",
                                          b',"memcap_global":'),
                    DecimalIntegerValueModelElement("memcap_global"),
                ]),
                SequenceModelElement("http", [
                    FixedDataModelElement("memuse_str",
                                          b'},"http":{"memuse":'),
                    DecimalIntegerValueModelElement("memuse"),
                    FixedDataModelElement("memcap_str", b',"memcap":'),
                    DecimalIntegerValueModelElement("memcap"),
                ]),
                FixedDataModelElement("quote_str", b"}}}")
            ]),
            SequenceModelElement("tls", [
                FixedDataModelElement("tls_str", b'tls",'), conn,
                SequenceModelElement("tls", [
                    FixedDataModelElement("subject_str",
                                          b',"tls":{"subject":"'),
                    DelimitedDataModelElement("subject", b'"'),
                    FixedDataModelElement("issuerdn_str", b'","issuerdn":"'),
                    DelimitedDataModelElement("issuerdn", b'"'),
                    FixedDataModelElement("fingerprint_str",
                                          b'","fingerprint":"'),
                    DelimitedDataModelElement("fingerprint", b'"'),
                    OptionalMatchModelElement(
                        "sni",
                        SequenceModelElement("sni", [
                            FixedDataModelElement("sni_str", b'","sni":"'),
                            DelimitedDataModelElement("sni", b'"'),
                        ])),
                    FixedDataModelElement("version_str", b'","version":"'),
                    DelimitedDataModelElement("version", b'"'),
                    FixedDataModelElement("notbefore_str", b'","notbefore":"'),
                    DelimitedDataModelElement("notbefore", b'"'),
                    FixedDataModelElement("notafter_str", b'","notafter":"'),
                    DelimitedDataModelElement("notafter", b'"'),
                ]),
                FixedDataModelElement("brack_str", b'"}}')
            ]),
            SequenceModelElement("alert", [
                FixedDataModelElement("alert_str", b'alert",'), conn,
                OptionalMatchModelElement(
                    "tx_id",
                    SequenceModelElement("tx_id", [
                        FixedDataModelElement("tx_id", b',"tx_id":'),
                        DecimalIntegerValueModelElement("tx_id"),
                    ])),
                SequenceModelElement("alert", [
                    FixedDataModelElement("action_str",
                                          b',"alert":{"action":"'),
                    DelimitedDataModelElement("action", b'"'),
                    FixedDataModelElement("gid_str", b'","gid":'),
                    DecimalIntegerValueModelElement("gid"),
                    FixedDataModelElement("signature_id_str",
                                          b',"signature_id":'),
                    DecimalIntegerValueModelElement("signature_id"),
                    FixedDataModelElement("rev_str", b',"rev":'),
                    DecimalIntegerValueModelElement("rev"),
                    FixedDataModelElement("signature_str", b',"signature":"'),
                    DelimitedDataModelElement("signature", b'"'),
                    FixedDataModelElement("category_str", b'","category":"'),
                    DelimitedDataModelElement("category", b'"'),
                    FixedDataModelElement("severity_str", b'","severity":'),
                    DecimalIntegerValueModelElement("severity"),
                    FixedDataModelElement("brack_str", b"}")
                ]), http,
                FixedDataModelElement("brack_str", b"}")
            ]),
        ])
    ])

    return model