From 08b83f3590f7e37a34b5d556d3528e0415791598 Mon Sep 17 00:00:00 2001 From: Dan White Date: Tue, 9 May 2017 15:38:13 -0500 Subject: [PATCH] detect 7-field database lines (from rfm69) --- decode-to-json.py | 16 +- packet-analysis.ipynb | 123 +- protobuf_to_dict.py | 179 + .../2017-05-09T13:19:29.482600.log | 9181 +++++++++++++++++ winlink.from-il.com/temp.log | 4535 +++++--- 5 files changed, 12456 insertions(+), 1578 deletions(-) create mode 100644 protobuf_to_dict.py create mode 100644 winlink.from-il.com/2017-05-09T13:19:29.482600.log diff --git a/decode-to-json.py b/decode-to-json.py index 1de714f..8592ba0 100755 --- a/decode-to-json.py +++ b/decode-to-json.py @@ -21,6 +21,8 @@ from google.protobuf.message import DecodeError from NodeData_pb2 import NodeData # nodeIDs 42, 43 from RAPID_pb2 import SensorData # all other nodeIDs (via Shaffer) +# this is a local file "protobuf_to_dict.py" that must be present +import protobuf_to_dict DEBUG = False @@ -69,6 +71,15 @@ for line in fileinput.input(): nodeIDsender, radioAddress, hexdata) = fields + elif len(fields) == 7: + radioAddress = 'NA' #missing from database + (gatewayIP, + databaseTimestamp, + gatewayTimestamp, + radioFrequency, + RSSI, + nodeIDsender, + hexdata) = fields else: debug(line) debug('Wrong number of fields in database line.') @@ -124,7 +135,10 @@ for line in fileinput.input(): # jsondata = jsondata.replace('{ ','{') #remove leading spaces from start of array # this loads the JSON string into a python dictionary - data = json.loads(jsondata) + # data = json.loads(jsondata) + # + + data = protobuf_to_dict.protobuf_to_dict(protodata) #extract the nodeID of the node that generated the data packet from if 'nodeID' in data: diff --git a/packet-analysis.ipynb b/packet-analysis.ipynb index c62619e..49946fc 100644 --- a/packet-analysis.ipynb +++ b/packet-analysis.ipynb @@ -8,6 +8,17 @@ }, "outputs": [], "source": [ + "%matplotlib inline\n", + "import matplotlib as mpl\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np\n", + "\n", + "#make figures larger\n", + "mpl.rcParams['figure.figsize'] = (15, 10)\n", + "\n", + "\n", + "\n", "import pickle\n", "\n", "# defaultdict(, {\n", @@ -33,7 +44,7 @@ { "data": { "text/plain": [ - "215949" + "224844" ] }, "execution_count": 3, @@ -45,21 +56,6 @@ "len(lines)" ] }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "%matplotlib inline\n", - "import matplotlib as mpl\n", - "import matplotlib.pyplot as plt\n", - "mpl.rcParams['figure.figsize'] = (15, 10)\n", - "import numpy as np" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -70,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -79,36 +75,36 @@ "data": { "text/plain": [ "defaultdict(int,\n", - " {1: 11442,\n", + " {1: 12849,\n", " 4: 4,\n", " 9: 1,\n", " 10: 6804,\n", " 11: 4232,\n", " 12: 11310,\n", - " 13: 2364,\n", - " 14: 9681,\n", - " 15: 74879,\n", + " 13: 2541,\n", + " 14: 9936,\n", + " 15: 76095,\n", " 16: 27191,\n", - " 17: 0,\n", + " 17: 78,\n", " 18: 0,\n", " 19: 0,\n", " 20: 0,\n", - " 21: 12307,\n", + " 21: 13754,\n", " 22: 0,\n", - " 23: 9514,\n", + " 23: 10954,\n", " 24: 0,\n", " 25: 56,\n", " 26: 0,\n", " 27: 0,\n", - " 31: 11483,\n", + " 31: 12926,\n", " 42: 9581,\n", - " 43: 14307,\n", + " 43: 15739,\n", " 45: 17,\n", " 93: 10752,\n", " 95: 24})" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -135,6 +131,13 @@ "counts #jupyter notebook automagically pretty-prints the last variable in a cell MATLAB-style" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "$\\int\\limits_0^\\infty sin(x)$" + ] + }, { "cell_type": "markdown", "metadata": { @@ -148,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -177,16 +180,16 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { - "image/png": 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YAUAxZTJSdbXrORs7NvziqWdPN62RwgwAWqI4i1ka59L6GDdOev55d/PpXGFG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\noMaZiIiIiIhIA/j/9dPau/+VHSwAAAAASUVORK5CYII=\n", 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+qWoAiNP27dLZZ1f2HHfd1fM5kgCA5KHnDIkye7Z/GwDSpqFBOvnkyn1+v37V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\nJEmSpBawOJMkSZKkFrA4kyRJkqQW+P+AGj6QL99PzAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -204,18 +207,72 @@ "ax.grid('on')\n", "\n", "fig.autofmt_xdate()\n", - "ax.fmt_xdata = mdates.DateFormatter('%Y-%m-%d %H')\n" + "ax.fmt_xdata = mdates.DateFormatter('%Y-%m-%d')\n", + "\n", + "ax.xaxis.set_major_locator(mdates.DayLocator())\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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F+jzoU08N97vmmuHy2mzo2vG5nNs8Y7rxtrt2DbcbmzE9diy57LLkgx9M/tt/y0vd+/bZ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\nRVEURVEURVGUUvP/lt5FQXU0uH8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# zoom in to the interesting data between May 1 and 2\n", + "datemin = datetime(2017, 5, 1)\n", + "datemax = datetime(2017, 5, 2)\n", + "\n", + "\n", + "ax.set_xlim(datemin, datemax)\n", + "ax.set_ylim(2.6, 2.8)\n", + "\n", + "ax.xaxis.set_major_locator(mdates.HourLocator())\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d %H:%M'))\n", + "\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Just before 13:00 on May 1, the node appears to have shut off then restarted an hour later.\n", + "\n", + "Looking into the ATmega328P datasheet, there is a brown-out detector (BOD) circuit which seems to be configured for the 2.7 V threshold given this data. This corresponds to the `BODLEVEL[2:0]` bits in the Extended Fuse byte set to `101`. This is the documented default fuse setting for the Arduino Pro Mini according to [http://www.codingwithcody.com/2011/06/25/arduino-default-fuse-settings/].\n", + "\n", + "After about an hour, the battery recovers some voltage to about 2.7 V and the system operates for awhile as the battery discharges again. The Run interval becomes shorter and the recovery interval becomes longer. Presumably this pattern would continue until the battery never recovers and the system never re-starts.\n", + "\n", + "The nRF24 can operate down to a supply voltage of 1.9 V and the ATmega328p can operate a bit lower. For maximum battery life for a direct connection, the processor should be configured to trigger the brown-out circuit at 1.8 V, or `BODLEVEL[2:0] = 110`.\n", + "\n", + "At around 23:00 UTC on May 1 (5pm local time), the battery was replaced and the code was updated to sleep the processor and radio. The node now wakes up once a second and transmits a measurement packet once a minute." + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/protobuf_to_dict.py b/protobuf_to_dict.py new file mode 100644 index 0000000..59fc40d --- /dev/null +++ b/protobuf_to_dict.py @@ -0,0 +1,179 @@ +# from: +# https://github.com/benhodgson/protobuf-to-dict +# +# with tweaks to work with python3 + +import sys +if sys.version_info > (3,): + long = int + unicode = str + +from google.protobuf.message import Message +from google.protobuf.descriptor import FieldDescriptor + + +__all__ = ["protobuf_to_dict", "TYPE_CALLABLE_MAP", "dict_to_protobuf", "REVERSE_TYPE_CALLABLE_MAP"] + + +EXTENSION_CONTAINER = '___X' + + + +TYPE_CALLABLE_MAP = { + FieldDescriptor.TYPE_DOUBLE: float, + FieldDescriptor.TYPE_FLOAT: float, + FieldDescriptor.TYPE_INT32: int, + FieldDescriptor.TYPE_INT64: long, + FieldDescriptor.TYPE_UINT32: int, + FieldDescriptor.TYPE_UINT64: long, + FieldDescriptor.TYPE_SINT32: int, + FieldDescriptor.TYPE_SINT64: long, + FieldDescriptor.TYPE_FIXED32: int, + FieldDescriptor.TYPE_FIXED64: long, + FieldDescriptor.TYPE_SFIXED32: int, + FieldDescriptor.TYPE_SFIXED64: long, + FieldDescriptor.TYPE_BOOL: bool, + FieldDescriptor.TYPE_STRING: unicode, + FieldDescriptor.TYPE_BYTES: lambda b: b.encode("base64"), + FieldDescriptor.TYPE_ENUM: int, +} + + +def repeated(type_callable): + return lambda value_list: [type_callable(value) for value in value_list] + + +def enum_label_name(field, value): + return field.enum_type.values_by_number[int(value)].name + + +def protobuf_to_dict(pb, type_callable_map=TYPE_CALLABLE_MAP, use_enum_labels=False): + result_dict = {} + extensions = {} + for field, value in pb.ListFields(): + type_callable = _get_field_value_adaptor(pb, field, type_callable_map, use_enum_labels) + if field.label == FieldDescriptor.LABEL_REPEATED: + type_callable = repeated(type_callable) + + if field.is_extension: + extensions[str(field.number)] = type_callable(value) + continue + + result_dict[field.name] = type_callable(value) + + if extensions: + result_dict[EXTENSION_CONTAINER] = extensions + return result_dict + + +def _get_field_value_adaptor(pb, field, type_callable_map=TYPE_CALLABLE_MAP, use_enum_labels=False): + if field.type == FieldDescriptor.TYPE_MESSAGE: + # recursively encode protobuf sub-message + return lambda pb: protobuf_to_dict(pb, + type_callable_map=type_callable_map, + use_enum_labels=use_enum_labels) + + if use_enum_labels and field.type == FieldDescriptor.TYPE_ENUM: + return lambda value: enum_label_name(field, value) + + if field.type in type_callable_map: + return type_callable_map[field.type] + + raise TypeError("Field %s.%s has unrecognised type id %d" % ( + pb.__class__.__name__, field.name, field.type)) + + +def get_bytes(value): + return value.decode('base64') + + +REVERSE_TYPE_CALLABLE_MAP = { + FieldDescriptor.TYPE_BYTES: get_bytes, +} + + +def dict_to_protobuf(pb_klass_or_instance, values, type_callable_map=REVERSE_TYPE_CALLABLE_MAP, strict=True): + """Populates a protobuf model from a dictionary. + + :param pb_klass_or_instance: a protobuf message class, or an protobuf instance + :type pb_klass_or_instance: a type or instance of a subclass of google.protobuf.message.Message + :param dict values: a dictionary of values. Repeated and nested values are + fully supported. + :param dict type_callable_map: a mapping of protobuf types to callables for setting + values on the target instance. + :param bool strict: complain if keys in the map are not fields on the message. + """ + if isinstance(pb_klass_or_instance, Message): + instance = pb_klass_or_instance + else: + instance = pb_klass_or_instance() + return _dict_to_protobuf(instance, values, type_callable_map, strict) + + +def _get_field_mapping(pb, dict_value, strict): + field_mapping = [] + for key, value in dict_value.items(): + if key == EXTENSION_CONTAINER: + continue + if key not in pb.DESCRIPTOR.fields_by_name: + if strict: + raise KeyError("%s does not have a field called %s" % (pb, key)) + continue + field_mapping.append((pb.DESCRIPTOR.fields_by_name[key], value, getattr(pb, key, None))) + + for ext_num, ext_val in dict_value.get(EXTENSION_CONTAINER, {}).items(): + try: + ext_num = int(ext_num) + except ValueError: + raise ValueError("Extension keys must be integers.") + if ext_num not in pb._extensions_by_number: + if strict: + raise KeyError("%s does not have a extension with number %s. Perhaps you forgot to import it?" % (pb, key)) + continue + ext_field = pb._extensions_by_number[ext_num] + pb_val = None + pb_val = pb.Extensions[ext_field] + field_mapping.append((ext_field, ext_val, pb_val)) + + return field_mapping + + +def _dict_to_protobuf(pb, value, type_callable_map, strict): + fields = _get_field_mapping(pb, value, strict) + + for field, input_value, pb_value in fields: + if field.label == FieldDescriptor.LABEL_REPEATED: + for item in input_value: + if field.type == FieldDescriptor.TYPE_MESSAGE: + m = pb_value.add() + _dict_to_protobuf(m, item, type_callable_map, strict) + elif field.type == FieldDescriptor.TYPE_ENUM and isinstance(item, basestring): + pb_value.append(_string_to_enum(field, item)) + else: + pb_value.append(item) + continue + if field.type == FieldDescriptor.TYPE_MESSAGE: + _dict_to_protobuf(pb_value, input_value, type_callable_map, strict) + continue + + if field.type in type_callable_map: + input_value = type_callable_map[field.type](input_value) + + if field.is_extension: + pb.Extensions[field] = input_value + continue + + if field.type == FieldDescriptor.TYPE_ENUM and isinstance(input_value, basestring): + input_value = _string_to_enum(field, input_value) + + setattr(pb, field.name, input_value) + + return pb + +def _string_to_enum(field, input_value): + enum_dict = field.enum_type.values_by_name + try: + input_value = enum_dict[input_value].number + except KeyError: + raise KeyError("`%s` is not a valid value for field `%s`" % (input_value, field.name)) + return input_value diff --git a/winlink.from-il.com/2017-05-09T13:19:29.482600.log b/winlink.from-il.com/2017-05-09T13:19:29.482600.log new file mode 100644 index 0000000..b0e85e3 --- /dev/null +++ b/winlink.from-il.com/2017-05-09T13:19:29.482600.log @@ -0,0 +1,9181 @@ +152.228.54.203:59452 2017-05-08T12:09:00.140377 2017-05-08T12:09:00.091456409 60 NA 15 4 080F2500808041 +152.228.51.53:33146 2017-05-08T12:09:02.637007 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