feat(parsers.avro): Support multiple modes for union handling (#13945)

This commit is contained in:
Adam Thornton 2023-09-27 13:47:36 -07:00 committed by GitHub
parent 705176b8d5
commit cb13577c95
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
19 changed files with 236 additions and 7 deletions

View File

@ -107,6 +107,12 @@ the error will be rised and the message will not be parsed.
## If this were set to "_", then it would be a_0="a", a_1="b".
# avro_field_separator = "_"
## Define handling of union types. Possible values are:
## flatten -- add type suffix to field name (default)
## nullable -- do not modify field name but discard "null" field values
## any -- do not modify field name and set field value to the received type
# avro_union_mode = "flatten"
## Default values for given tags: optional
# tags = { "application": "hermes", "region": "central" }

View File

@ -36,10 +36,10 @@ type Parser struct {
Timestamp string `toml:"avro_timestamp"`
TimestampFormat string `toml:"avro_timestamp_format"`
FieldSeparator string `toml:"avro_field_separator"`
UnionMode string `toml:"avro_union_mode"`
DefaultTags map[string]string `toml:"tags"`
Log telegraf.Logger `toml:"-"`
registryObj *schemaRegistry
Log telegraf.Logger `toml:"-"`
registryObj *schemaRegistry
}
func (p *Parser) Init() error {
@ -51,6 +51,14 @@ func (p *Parser) Init() error {
default:
return fmt.Errorf("unknown 'avro_format' %q", p.Format)
}
switch p.UnionMode {
case "":
p.UnionMode = "flatten"
case "flatten", "nullable", "any":
// Do nothing as those are valid settings
default:
return fmt.Errorf("unknown avro_union_mode %q", p.Format)
}
if (p.Schema == "" && p.SchemaRegistry == "") || (p.Schema != "" && p.SchemaRegistry != "") {
return errors.New("exactly one of 'schema_registry' or 'schema' must be specified")
@ -153,6 +161,25 @@ func (p *Parser) SetDefaultTags(tags map[string]string) {
p.DefaultTags = tags
}
func (p *Parser) flattenField(fldName string, fldVal map[string]interface{}) map[string]interface{} {
// Helper function for the "nullable" and "any" p.UnionModes
// fldVal is a one-item map of string-to-something
ret := make(map[string]interface{})
if p.UnionMode == "nullable" {
_, ok := fldVal["null"]
if ok {
return ret // Return the empty map
}
}
// Otherwise, we just return the value in the fieldname.
// See README.md for an important warning about "any" and "nullable".
for _, v := range fldVal {
ret[fldName] = v
break // Not really needed, since it's a one-item map
}
return ret
}
func (p *Parser) createMetric(data map[string]interface{}, schema string) (telegraf.Metric, error) {
// Tags differ from fields, in that tags are inherently strings.
// fields can be of any type.
@ -196,7 +223,29 @@ func (p *Parser) createMetric(data map[string]interface{}, schema string) (teleg
for _, fld := range fieldList {
candidate := make(map[string]interface{})
candidate[fld] = data[fld] // 1-item map
flat, err := flatten.Flatten(candidate, "", sep)
var flat map[string]interface{}
var err error
// Exactly how we flatten is decided by p.UnionMode
if p.UnionMode == "flatten" {
flat, err = flatten.Flatten(candidate, "", sep)
if err != nil {
return nil, fmt.Errorf("flatten candidate %q failed: %w", candidate, err)
}
} else {
// "nullable" or "any"
typedVal, ok := candidate[fld].(map[string]interface{})
if !ok {
// the "key" is not a string, so ...
// most likely an array? Do the default thing
// and flatten the candidate.
flat, err = flatten.Flatten(candidate, "", sep)
if err != nil {
return nil, fmt.Errorf("flatten candidate %q failed: %w", candidate, err)
}
} else {
flat = p.flattenField(fld, typedVal)
}
}
if err != nil {
return nil, fmt.Errorf("flatten field %q failed: %w", fld, err)
}
@ -204,7 +253,6 @@ func (p *Parser) createMetric(data map[string]interface{}, schema string) (teleg
fields[k] = v
}
}
var schemaObj map[string]interface{}
if err := json.Unmarshal([]byte(schema), &schemaObj); err != nil {
return nil, fmt.Errorf("unmarshaling schema failed: %w", err)

View File

@ -0,0 +1 @@
array,name=pi data_0=3,data_1=3.0999999046325684,data_2=3.140000104904175,data_3=3.1410000324249268 1682509200092000

View File

@ -0,0 +1,5 @@
{
"statistics_collection_time": 1682509200092,
"data": [ 3, 3.1, 3.14, 3.141 ],
"name": "pi"
}

View File

@ -0,0 +1,24 @@
[[ inputs.file ]]
files = ["./testdata/json-array/message.json"]
data_format = "avro"
avro_format = "json"
avro_measurement = "array"
avro_tags = ["name"]
avro_timestamp = "statistics_collection_time"
avro_timestamp_format = "unix_ms"
avro_fields = ["data"]
avro_field_separator = "_"
avro_schema = '''
{
"namespace": "constants",
"name": "classical",
"type": "record",
"version": "1",
"fields": [
{"name": "name", "type": "string"},
{"name": "data", "type": "array", "items": "float"},
{"name": "statistics_collection_time", "type": "long"}
]
}
'''

View File

@ -1 +1 @@
Switch,switch_wwn=10:00:50:EB:1A:0B:84:3A statistics_collection_time=1682509200092i,up_time=1166984904i,cpu_utilization=14.0,memory_utilization=20.0 1682509200092000
Switch,switch_wwn=10:00:50:EB:1A:0B:84:3A up_time=1166984904i,cpu_utilization=14.0,memory_utilization=20.0 1682509200092000

View File

@ -5,7 +5,7 @@
avro_format = "json"
avro_measurement = "Switch"
avro_tags = ["switch_wwn"]
avro_fields = ["up_time", "cpu_utilization", "memory_utilization", "statistics_collection_time"]
avro_fields = ["up_time", "cpu_utilization", "memory_utilization"]
avro_timestamp = "statistics_collection_time"
avro_timestamp_format = "unix_ms"
avro_schema = '''

View File

@ -0,0 +1 @@
Switch,switch_wwn=10:00:50:EB:1A:0B:84:3A statistics_collection_time=1682509200092i,up_time=1166984904i,cpu_utilization=11i,memory_utilization=20.0 1682509200092000

View File

@ -0,0 +1,11 @@
{
"switch_wwn": "10:00:50:EB:1A:0B:84:3A",
"statistics_collection_time": 1682509200092,
"up_time": 1166984904,
"cpu_utilization": {
"int": 11
},
"memory_utilization": {
"float": 20.0
}
}

View File

@ -0,0 +1,26 @@
[[ inputs.file ]]
files = ["./testdata/union-any/message.json"]
data_format = "avro"
avro_format = "json"
avro_measurement = "Switch"
avro_tags = ["switch_wwn"]
avro_fields = ["up_time", "cpu_utilization", "memory_utilization", "statistics_collection_time"]
avro_timestamp = "statistics_collection_time"
avro_timestamp_format = "unix_ms"
avro_union_mode = "any"
avro_schema = '''
{
"namespace": "com.brocade.streaming",
"name": "fibrechannel_switch_statistics",
"type": "record",
"version": "1",
"fields": [
{"name": "switch_wwn", "type": "string", "doc": "WWN of the Physical Switch."},
{"name": "statistics_collection_time", "type": "long", "doc": "Epoch time when statistics is collected."},
{"name": "up_time", "type": "long", "doc": "Switch Up Time (in hundredths of a second)"},
{"name": "cpu_utilization", "type": ["null", "float", "int"], "default": null, "doc": "CPU Utilization in %"},
{"name": "memory_utilization", "type": ["null", "float"], "doc": "Memory Utilization in %"}
]
}
'''

View File

@ -0,0 +1 @@
array,name=pi data_0=3,data_1=3.0999999046325684,data_2=3.140000104904175,data_3=3.1410000324249268 1682509200092000

View File

@ -0,0 +1,5 @@
{
"statistics_collection_time": 1682509200092,
"data": [ 3, 3.1, 3.14, 3.141 ],
"name": "pi"
}

View File

@ -0,0 +1,25 @@
[[ inputs.file ]]
files = ["./testdata/union-array/message.json"]
data_format = "avro"
avro_format = "json"
avro_measurement = "array"
avro_tags = ["name"]
avro_timestamp = "statistics_collection_time"
avro_timestamp_format = "unix_ms"
avro_fields = ["data"]
avro_union_mode = "any"
avro_field_separator = "_"
avro_schema = '''
{
"namespace": "constants",
"name": "classical",
"type": "record",
"version": "1",
"fields": [
{"name": "name", "type": "string"},
{"name": "data", "type": "array", "items": "float"},
{"name": "statistics_collection_time", "type": "long"}
]
}
'''

View File

@ -0,0 +1 @@
Switch,switch_wwn=10:00:50:EB:1A:0B:84:3A statistics_collection_time=1682509200092i,up_time=1166984904i,memory_utilization=20.0 1682509200092000

View File

@ -0,0 +1,11 @@
{
"switch_wwn": "10:00:50:EB:1A:0B:84:3A",
"statistics_collection_time": 1682509200092,
"up_time": 1166984904,
"cpu_utilization": {
"null": null
},
"memory_utilization": {
"float": 20.0
}
}

View File

@ -0,0 +1,26 @@
[[ inputs.file ]]
files = ["./testdata/union-nullable/message.json"]
data_format = "avro"
avro_format = "json"
avro_measurement = "Switch"
avro_tags = ["switch_wwn"]
avro_fields = ["up_time", "cpu_utilization", "memory_utilization", "statistics_collection_time"]
avro_timestamp = "statistics_collection_time"
avro_timestamp_format = "unix_ms"
avro_union_mode = "nullable"
avro_schema = '''
{
"namespace": "com.brocade.streaming",
"name": "fibrechannel_switch_statistics",
"type": "record",
"version": "1",
"fields": [
{"name": "switch_wwn", "type": "string", "doc": "WWN of the Physical Switch."},
{"name": "statistics_collection_time", "type": "long", "doc": "Epoch time when statistics is collected."},
{"name": "up_time", "type": "long", "doc": "Switch Up Time (in hundredths of a second)"},
{"name": "cpu_utilization", "type": ["null","float"], "default": null, "doc": "CPU Utilization in %"},
{"name": "memory_utilization", "type": ["null", "float"], "default": null, "doc": "Memory Utilization in %"}
]
}
'''

View File

@ -0,0 +1 @@
Switch,switch_wwn=10:00:50:EB:1A:0B:84:3A statistics_collection_time=1682509200092i,up_time=1166984904i,memory_utilization_float=20.0 1682509200092000

View File

@ -0,0 +1,11 @@
{
"switch_wwn": "10:00:50:EB:1A:0B:84:3A",
"statistics_collection_time": 1682509200092,
"up_time": 1166984904,
"cpu_utilization": {
"null": null
},
"memory_utilization": {
"float": 20.0
}
}

View File

@ -0,0 +1,26 @@
[[ inputs.file ]]
files = ["./testdata/union/message.json"]
data_format = "avro"
avro_format = "json"
avro_measurement = "Switch"
avro_tags = ["switch_wwn"]
avro_fields = ["up_time", "cpu_utilization", "memory_utilization", "statistics_collection_time"]
avro_timestamp = "statistics_collection_time"
avro_timestamp_format = "unix_ms"
avro_field_separator = "_"
avro_schema = '''
{
"namespace": "com.brocade.streaming",
"name": "fibrechannel_switch_statistics",
"type": "record",
"version": "1",
"fields": [
{"name": "switch_wwn", "type": "string", "doc": "WWN of the Physical Switch."},
{"name": "statistics_collection_time", "type": "long", "doc": "Epoch time when statistics is collected."},
{"name": "up_time", "type": "long", "doc": "Switch Up Time (in hundredths of a second)"},
{"name": "cpu_utilization", "type": ["null", "float"], "default": null, "doc": "CPU Utilization in %"},
{"name": "memory_utilization", "type": ["null", "float"], "default": null, "doc": "Memory Utilization in %"}
]
}
'''