Decoding IPFIX options using Go
28 Dec 2017
The IPFIX (IP Flow Information Export) protocol provides an extensible standard for transmitting network flow data.
A key difference compared to the likes of sflow, is the template-based nature of data.
While very similar to NetFlow version 9, IPFIX enables variable length fields and vendor extensions. This makes the protocol suitable for different types of performance data, as desired by any vendor.
A recent project required some processing of IPFIX flow data, which this post will focus on.
TL;DR The full implementation can be found on Github
Parsing options
A number of IPFIX decoder implementations exist in Go, most are included in flow decoder implementations, rather than standalone libraries.
The best stand-alone library I could fix is github.com/calmh/ipfix, but this doesn’t support decoding options.
To better understand the scope of implementation and overall structure of IPFIX, a stand-alone decoder was implemented.
Data structure
To begin implementing our own decoder, we first need to understand the format of packets used in IPFIX.
We can use both the IANA field assignments and RFC to construct our base expectations.
At a high level, there is 1 common header then 3 different payload types
- Data template
- Options template
- Data set
We are interested in the options template and data set (where we have a matching template ID, more on this later).
Decoding the header
As described in the RFC, we can expect 5 fields.
Followed by the message header we have a set identifier, which describes the message contents; for our purposes, we will use this as part of the header.
header := IpfixHeader{
Version: binary.BigEndian.Uint16(payload[0:2]),
MessageLength: binary.BigEndian.Uint16(payload[2:4]),
ExportTime: binary.BigEndian.Uint32(payload[4:8]),
SequenceNumber: binary.BigEndian.Uint32(payload[8:12]),
DomainId: binary.BigEndian.Uint32(payload[12:16]),
SetId: binary.BigEndian.Uint16(payload[16:20]),
}
We are interested in any SetId that is 3 (options template) or >= 256 (data set).
Decoding the template
Before any data can be decoded, we must have a matching template.
Without the template, there is no way to know how the fields are mapped inside the data set.
Each template payload (SetId 2 or 3) has a header containing the ID and field counts.
template := OptionsTemplate{
TemplateId: binary.BigEndian.Uint16(payload[0:2]),
FieldCount: binary.BigEndian.Uint16(payload[2:4]),
ScopeFieldCount: binary.BigEndian.Uint16(payload[4:6]),
}
Once again, using the RFC, we can determine the payload is a sequence of field separators.
The number of separators corresponds to the values in the header we just decoded.
The ordering of these fields is critical for us to maintain.
Note: Unlike a data template, the options template has a set of scope fields.
Decode the fields
Both scope fields and fields have the same structure, thus can be decoded using the same logic.
func decodeSingleTemplateField(payload []byte) (TemplateField, int) {
tf := TemplateField{
ElementId: binary.BigEndian.Uint16(payload[0:2]),
Length: binary.BigEndian.Uint16(payload[2:4]),
}
if tf.ElementId > 0x8000 {
tf.ElementId = tf.ElementId & 0x7fff
tf.EnterpriseNumber = binary.BigEndian.Uint32(payload[0:4])
return tf, 8
}
return tf, 4
}
It’s then simply a case of decoding each field in sequence and storing them for later
// Get all scope entries
for i := template.ScopeFieldCount; i > 0; i-- {
tf, cut := decodeSingleTemplateField(byteSlice)
template.ScopeField = append(template.ScopeField, tf)
if len(byteSlice) < cut {
break
}
byteSlice = byteSlice[cut:]
}
// Get all field entries
for i := template.FieldCount - template.ScopeFieldCount; i > 0; i-- {
tf, cut := decodeSingleTemplateField(byteSlice)
template.Field = append(template.Field, tf)
if len(byteSlice) < cut {
break
}
byteSlice = byteSlice[cut:]
}
Cache the template
Now we have the template decoded, it is important to store it. The fields described in the template need to be used when decoding the data set, which we will look at next.
A simple way to store this is using the LRU cache implementation from Hashicorp, github.com/hashicorp/golang-lru.
All future lookups will be via the ID, so using this as the key make sense.
templateCache, err := lru.New(10240)
if err != nil {
log.Fatalf("Failed to setup options template cache: %v", err)
}
templateCache.Add(template.Id, template)
Decoding the data set
Any set ID over 255 represents a data set, the set ID refers to the template we need to use when decoding the data set.
First, we need to ensure we have a matching template for this payload.
cacheEntry, ok := templateCache.Get(header.SetId)
if !ok {
return nil, true
}
template := cacheEntry.(OptionsTemplate)
Once we have the template, it’s a case of decoding each option in sequence.
Again, both scope fields and fields can be decoded using the same logic.
Field decoding
The option decoding logic has 3 main tasks:
- Read the correct length of bytes off the payload
- Lookup the associated name of the field from the identifier
- Cast the byte array into the correct data type for the identifier
The IANA field assignments accurately describe the field data we need to complete these tasks.
func decodeSingleOption(byteSlice []byte, field TemplateField, options Options) {
// Check we have enough data
if len(byteSlice) < int(field.Length) {
return
}
// Handle each enterprise
switch field.EnterpriseNumber {
case 0:
// Handle elements for enterprise 0
switch field.ElementId {
case 34:
// samplingInterval
options["samplingInterval"] = binary.BigEndian.Uint32(byteSlice[:int(field.Length)])
case 36:
// flowActiveTimeout
options["flowActiveTimeout"] = binary.BigEndian.Uint16(byteSlice[:int(field.Length)])
case 37:
// flowIdleTimeout
options["flowIdleTimeout"] = binary.BigEndian.Uint16(byteSlice[:int(field.Length)])
case 41:
// exportedMessageTotalCount
options["exportedMessageTotalCount"] = binary.BigEndian.Uint64(byteSlice[:int(field.Length)])
case 42:
// exportedFlowRecordTotalCount
options["exportedFlowRecordTotalCount"] = binary.BigEndian.Uint64(byteSlice[:int(field.Length)])
case 130:
// exporterIPv4Address
options["exporterIPv4Address"] = net.IP(byteSlice[:int(field.Length)])
case 131:
// exporterIPv6Address
options["exporterIPv6Address"] = net.IP(byteSlice[:int(field.Length)])
case 144:
// exportingProcessId
options["exportingProcessId"] = binary.BigEndian.Uint32(byteSlice[:int(field.Length)])
case 160:
// systemInitTimeMilliseconds
options["exportingProcessId"] = int64(binary.BigEndian.Uint64(byteSlice[:int(field.Length)]))
case 214:
// exportProtocolVersion
options["exportProtocolVersion"] = uint8(byteSlice[0])
case 215:
// exportTransportProtocol
options["exportTransportProtocol"] = uint8(byteSlice[0])
}
}
}
The order of fields in the data set is identical to the order in the template, so once again it’s just a case of looping over them.
// Read all scope field separators
for i := 0; i < len(template.ScopeField); i++ {
decodeSingleOption(byteSlice, template.ScopeField[i], options)
if len(byteSlice) < int(template.ScopeField[i].Length) {
break
}
byteSlice = byteSlice[int(template.ScopeField[i].Length):]
}
// Read all field separators
for i := 0; i < len(template.Field); i++ {
decodeSingleOption(byteSlice, template.Field[i], options)
if len(byteSlice) < int(template.Field[i].Length) {
break
}
byteSlice = byteSlice[int(template.Field[i].Length):]
}
Result
We now have a subset of the IANA fields supported in our decoder.
Given a correct template and data payload, the result is a map of received options.
map[
exportedMessageTotalCount: 250
exportedFlowRecordTotalCount: 10
samplingInterval: 10
flowIdleTimeout: 15
exportingProcessId: 72
exporterIPv4Address: 192.168.0.1
exporterIPv6Address: ::
flowActiveTimeout: 60
exportProtocolVersion: 10
exportTransportProtocol: 17
]
Summary
IPFIX is a highly flexible protocol with a relatively simple data format, allowing parsing to be easily implemented.
While the implementation’s boundary checking could be improved, the exercise of creating an actual implementation from documented implementation I would recommend to all.
You may also find that some vendors have interesting assumptions within their options handling, with many configuration knobs missing compared to data templates.
Having this functionality separated from upstream code proved to be fruitful, allowing certain options to be stored and distributed outside of normal flow collection.
The full implementation can be found on Github, with basic test cases added for each implemented field.