Built-In Pipeline Functions

All pipeline functions define a type and a factory function which is used to initialize an instance of the type with the required options. The instances returned by these factory functions give access to their appropriate pipeline function pointers when setting up the function pipeline.

Example

NewFilterFor([] {"Device1", "Device2"}).FilterByDeviceName

Batching

Included in the SDK is an in-memory batch function that will hold on to your data before continuing the pipeline. There are three functions provided for batching each with their own strategy.

Factory Method	Description
NewBatchByTime(timeInterval string)	This function returns a BatchConfig instance with time being the strategy that is used for determining when to release the batched data and continue the pipeline. timeInterval is the duration to wait (i.e. 10s). The time begins after the first piece of data is received. If no data has been received no data will be sent forward.
NewBatchByCount(batchThreshold int)	This function returns a BatchConfig instance with count being the strategy that is used for determining when to release the batched data and continue the pipeline. batchThreshold is how many events to hold on to (i.e. 25). The count begins after the first piece of data is received and once the threshold is met, the batched data will continue forward and the counter will be reset.
NewBatchByTimeAndCount(timeInterval string, batchThreshold int)	This function returns a BatchConfig instance with a combination of both time and count being the strategy that is used for determining when to release the batched data and continue the pipeline. Whichever occurs first will trigger the data to continue and be reset.

Examples

NewBatchByTime("10s").Batch
NewBatchByCount(10).Batch
NewBatchByTimeAndCount("30s", 10).Batch

Property	Description
IsEventData	The IsEventData flag, when true, lets this function know that the data being batched is Events and to un-marshal the data a []Event prior to returning the batched data.
MergeOnSend	The MergeOnSend flag, when true, will merge the [][]byte data to a single[]byte prior to sending the data to the next function in the pipeline.

Edgex 2.1

New for EdgeX 2.1 is the IsEventData flag on the BatchConfig instance.

Batch with IsEventData flag set to true.

batch := NewBatchByTimeAndCount("30s", 10)
batch.IsEventData = true
...
batch.Batch

Edgex 2.2

New for EdgeX 2.2 is the MergeOnSend flag on the BatchConfig instance.

Batch with MergeOnSend flag set to true.

batch := NewBatchByTimeAndCount("30s", 10)
batch.MergeOnSend = true
...
batch.Batch

Batch

Batch - This pipeline function will apply the selected strategy in your pipeline. By default the batched data returned by this function is [][]byte. This is because this function doesn't need to know the type of the individual items batched. It simply marshals the items to JSON if the data isn't already a []byte.

Warning

Keep memory usage in mind as you determine the thresholds for both time and count. The larger they are the more memory is required and could lead to performance issue.

Compression

There are two compression types included in the SDK that can be added to your pipeline. These transforms return a []byte.

Factory Method	Description
NewCompression()	This factory function returns a Compression instance that is used to access the compression functions.

GZIP

CompressWithGZIP - This pipeline function receives either a string,[]byte, or json.Marshaler type, GZIP compresses the data, converts result to base64 encoded string, which is returned as a []byte to the pipeline.

Example

NewCompression().CompressWithGZIP

ZLIB

CompressWithZLIB - This pipeline function receives either a string,[]byte, or json.Marshaler type, ZLIB compresses the data, converts result to base64 encoded string, which is returned as a []byte to the pipeline.

Example

NewCompression().CompressWithZLIB

Conversion

There are two conversions included in the SDK that can be added to your pipeline. These transforms return a string.

Factory Method	Description
NewConversion()	This factory function returns a Conversion instance that is used to access the conversion functions.

JSON

TransformToJSON - This pipeline function receives an dtos.Event type and converts it to JSON format and returns the JSON string to the pipeline.

Example

NewConversion().TransformToJSON

XML

TransformToXML - This pipeline function receives an dtos.Event type, converts it to XML format and returns the XML string to the pipeline.

Example

NewConversion().TransformToXML

Core Data

There is one Core Data function that enables interactions with the Core Data REST API

Factory Method	Description
NewCoreDataSimpleReading(profileName string, deviceName string, resourceName string, valueType string)	This factory function returns a CoreData instance configured to push a Simple reading. TheCoreData instance returned is used to access core data functions.
NewCoreDataBinaryReading(profileName string, deviceName string, resourceName string, mediaType string)	This factory function returns a CoreData instance configured to push a Binary reading. The CoreData instance returned is used to access core data functions.
NewCoreDataObejctReading(profileName string, deviceName string, resourceName string)	This factory function returns a CoreData instance configured to push an Object reading. The CoreData instance returned is used to access core data functions.

EdgeX 2.0

For EdgeX 2.0 the NewCoreData factory function has been replaced with the NewCoreDataSimpleReading and NewCoreDataBinaryReading functions

EdgeX 2.1

The NewCoreDataObejctReadingfactory method is new for EdgeX 2.1

Push to Core Data

PushToCoreData - This pipeline function provides the capability to push a new Event/Reading to Core Data. The data passed into this function from the pipeline is wrapped in an EdgeX Event with the Event and Reading metadata specified from the factory function options. The function returns the new EdgeX Event with ID populated.

Example

NewCoreDataSimpleReading("my-profile", "my-device", "my-resource", "string").PushToCoreData

Data Protection

There are two transforms included in the SDK that can be added to your pipeline for data protection.

Encryption (Deprecated)

EdgeX 2.1

This is deprecated in EdgeX 2.1 - it is recommended to use the new AESProtection transform. Please see this security advisory for more detail.

Factory Method	Description
NewEncryption(key string, initializationVector string)	This function returns a Encryption instance initialized with the passed in key and initialization vector. This Encryption instance is used to access the following encryption function that will use the specified key and initialization vector.
NewEncryptionWithSecrets(secretPath string, secretName string, initializationVector string)	This function returns a Encryption instance initialized with the passed in secret path, Secret name and initialization vector. This Encryption instance is used to access the following encryption function that will use the encryption key from the Secret Store and the passed in initialization vector. It uses the passed insecret path and secret name to pull the encryption key from the Secret Store

EdgeX 2.0

New for EdgeX 2.0 is the ability to pull the encryption key from the Secret Store. The encryption key must be seeded into the Secret Store using the /api/v2/secret endpoint on the running instance of the Application Service prior to the Encryption function executing. See App Functions SDK swagger for more details on this endpoint.

EncryptWithAES - This pipeline function receives either a string, []byte, or json.Marshaller type and encrypts it using AES encryption and returns a []byte to the pipeline.

Example

NewEncryption("key", "initializationVector").EncryptWithAES
or
NewEncryptionWithSecrets("aes", "aes-key", "initializationVector").EncryptWithAES)

Note

The algorithm used used with app-service-configurable configuration to access this transform is AES

AESProtection

Edgex 2.1

This transform provides AES 256 encryption with a random initialization vector and authentication using a SHA 512 hash. It can only be configured using secrets.

Factory Method	Description
NewAESProtection(secretPath string, secretName string)	This function returns a Encryption instance initialized with the passed in secretPath and secretName

It requires a 64-byte key from secrets which is split in half, the first half used for encryption, the second for generating the signature.

Encrypt: This pipeline function receives either a string, []byte, or json.Marshaller type and encrypts it using AES256 encryption, signs it with a SHA512 hash and returns a []byte to the pipeline of the following form:

initialization vector	ciphertext	signing hash
16 bytes	variable bytes	32 bytes

Example

    transforms.NewAESProtection(secretPath, secretName).Encrypt(ctx, data)

Note

The Algorithm used with app-service-configurable configuration to access this transform is AES256

Export

There are two export functions included in the SDK that can be added to your pipeline.

HTTP Export

EdgeX 2.0

For EdgeX 2.0 the signature of the NewHTTPSenderWithSecretHeader factory function has changed. See below for details.

Factory Method	Description
NewHTTPSender(url string, mimeType string, persistOnError bool)	This factory function returns a HTTPSender instance initialized with the passed in url, mime type and persistOnError values.
NewHTTPSenderWithSecretHeader(url string, mimeType string, persistOnError bool, headerName string, secretPath string, secretName string)	This factory function returns a HTTPSender instance similar to the above function however will set up the HTTPSender to add a header to the HTTP request using the headerName for the field name and the secretPath and secretName to pull the header field value from the Secret Store.
NewHTTPSenderWithOptions(options HTTPSenderOptions)	This factory function returns a HTTPSenderusing the passed in options to configure it.

EdgeX 2.0

New in EdgeX 2.0 is the ability to chain multiple instances of the HTTP exports to accomplish exporting to multiple destinations. The new NewHTTPSenderWithOptions factory function was added to allow for configuring all the options, including the new ContinueOnSendError and ReturnInputData options that enable this chaining.

// HTTPSenderOptions contains all options available to the sender
type HTTPSenderOptions struct {
    // URL of destination
    URL string
    // MimeType to send to destination
    MimeType string
    // PersistOnError enables use of store & forward loop if true
    PersistOnError bool
    // HTTPHeaderName to use for passing configured secret
    HTTPHeaderName string
    // SecretPath to search for configured secret
    SecretPath string
    // SecretName for configured secret
    SecretName string
    // URLFormatter specifies custom formatting behavior to be applied to configured URL.
    // If nothing specified, default behavior is to attempt to replace placeholders in the
    // form '{some-context-key}' with the values found in the context storage.
    URLFormatter StringValuesFormatter
    // ContinueOnSendError allows execution of subsequent chained senders after errors if true
    ContinueOnSendError bool
    // ReturnInputData enables chaining multiple HTTP senders if true
    ReturnInputData bool
}

HTTP POST

HTTPPost - This pipeline function receives either a string, []byte, or json.Marshaler type from the previous function in the pipeline and posts it to the configured endpoint and returns the HTTP response. If no previous function exists, then the event that triggered the pipeline, marshaled to json, will be used. If the post fails and persistOnError=true and Store and Forward is enabled, the data will be stored for later retry. See Store and Forward for more details. If ReturnInputData=true the function will return the data that it received instead of the HTTP response. This allows the following function in the pipeline to be another HTTP Export which receives the same data but is configured to send to a different endpoint. When chaining for multiple HTTP Exports you need to decide how to handle errors. Do you want to stop execution of the pipeline or continue so that the next HTTP Export function can attempt to export to its endpoint. This is where ContinueOnSendError comes in. If set to true the error is logged and the function returns the received data for the next function to use. ContinueOnSendError=true can only be used when ReturnInputData=true and cannot be use when PersistOnError=true.

Example

POST
NewHTTPSender("https://myendpoint.com","application/json",false).HTTPPost

PUT
NewHTTPSender("https://myendpoint.com","application/json",false).HTTPPut

POST with secure header NewHTTPSenderWithSecretHeader("https://myendpoint.com","application/json",false,"Authentication","/jwt","AuthToken").HTTPPost

PUT with secure header NewHTTPSenderWithSecretHeader("https://myendpoint.com","application/json",false,"Authentication","/jwt","AuthToken").HTTPPPut

HTTP PUT

HTTPPut - This pipeline function operates the same as HTTPPost but uses the PUT method rather than POST.

URL Formatting

EdgeX 2.0

URL Formatting is new in EdgeX 2.0

The configured URL is dynamically formatted prior to the POST/PUT request. The default formatter (used if URLFormatter is nil) simply replaces any placeholder text, {key-name}, in the configured URL with matching values from the new Context Storage. An error will occur if a specified placeholder does not exist in the Context Storage. See the Context Storage documentation for more details on seeded values and storing your own values.

The URLFormatter option allows you to override the default formatter with your own custom URL formatting scheme.

Example

Export the Events to different endpoints base on their device name
Url="http://myhost.com/edgex-events/{devicename}"

MQTT Export

EdgeX 2.0

New for EdgeX 2.0 is the the new NewMQTTSecretSenderWithTopicFormatter factory function. The deprecated NewMQTTSender factory function has been removed.

Factory Method	Description
NewMQTTSecretSender(mqttConfig MQTTSecretConfig, persistOnError bool)	This factory function returns a MQTTSecretSender instance initialized with the options specified in the MQTTSecretConfig and persistOnError.
NewMQTTSecretSenderWithTopicFormatter(mqttConfig MQTTSecretConfig, persistOnError bool, topicFormatter StringValuesFormatter)	This factory function returns a MQTTSecretSender instance initialized with the options specified in the MQTTSecretConfig, persistOnError and topicFormatter. See Topic Formatting below for more details.

EdgeX 2.0

New in EdgeX 2.0 the KeepAlive and ConnectTimeout MQTTSecretConfig settings have been added.

  type MQTTSecretConfig struct {
    // BrokerAddress should be set to the complete broker address i.e. mqtts://mosquitto:8883/mybroker
    BrokerAddress string
    // ClientId to connect with the broker with.
    ClientId string
    // The name of the path in secret provider to retrieve your secrets
    SecretPath string
    // AutoReconnect indicated whether or not to retry connection if disconnected
    AutoReconnect bool
    // KeepAlive is the interval duration between client sending keepalive ping to broker
    KeepAlive string
    // ConnectTimeout is the duration for timing out on connecting to the broker
    ConnectTimeout string
    // Topic that you wish to publish to
    Topic string
    // QoS for MQTT Connection
    QoS byte
    // Retain setting for MQTT Connection
    Retain bool
    // SkipCertVerify
    SkipCertVerify bool
    // AuthMode indicates what to use when connecting to the broker. 
    // Options are "none", "cacert" , "usernamepassword", "clientcert".
    // If a CA Cert exists in the SecretPath then it will be used for 
    // all modes except "none". 
    AuthMode string
  }

Secrets in the Secret Store may be located at any path however they must have some or all the follow keys at the specified SecretPath.

• username - username to connect to the broker
• password - password used to connect to the broker
• clientkey- client private key in PEM format
• clientcert - client cert in PEM format
• cacert - ca cert in PEM format

The AuthMode setting you choose depends on what secret values above are used. For example, if "none" is specified as auth mode all keys will be ignored. Similarly, if AuthMode is set to "clientcert" username and password will be ignored.

Topic Formatting

EdgeX 2.0

Topic Formatting is new in EdgeX 2.0

The configured Topic is dynamically formatted prior to publishing . The default formatter (used if topicFormatter is nil) simply replaces any placeholder text, {key-name}, in the configured Topic with matching values from the new Context Storage. An error will occur if a specified placeholder does not exist in the Context Storage. See the Context Storage documentation for more details on seeded values and storing your own values.

The topicFormatter option allows you to override the default formatter with your own custom topic formatting scheme.

Filtering

There are four basic types of filtering included in the SDK to add to your pipeline. There is also an option to Filter Out specific items. These provided filter functions return a type of dtos.Event. If filtering results in no remaining data, the pipeline execution for that pass is terminated. If no values are provided for filtering, then data flows through unfiltered.

Factory Method	Description
NewFilterFor([]string filterValues)	This factory function returns a Filter instance initialized with the passed in filter values with FilterOut set to false. This Filter instance is used to access the following filter functions that will operate using the specified filter values.
NewFilterOut([]string filterValues)	This factory function returns a Filter instance initialized with the passed in filter values with FilterOut set to true. This Filter instance is used to access the following filter functions that will operate using the specified filter values.

EdgeX 2.0

For EdgeX 2.0 the NewFilter factory function has been renamed to NewFilterFor and the new NewFilterOut factory function has been added.

type Filter struct {
    // Holds the values to be filtered
    FilterValues []string
    // Determines if items in FilterValues should be filtered out. If set to true all items found in the filter will be removed. If set to false all items found in the filter will be returned. If FilterValues is empty then all items will be returned.
    FilterOut    bool
}

EdgeX 2.0

New for EdgeX 2.0 are the FilterByProfileName and FilterBySourceName pipeline functions. The FilterByValueDescriptor pipeline function has been renamed to FilterByResourceName

By Profile Name

FilterByProfileName - This pipeline function will filter the event data down to Events that either have (For) or don't have (Out) the specified profiles names.

Example

NewFilterFor([] {"Profile1", "Profile2"}).FilterByProfileName

By Device Name

FilterByDeviceName - This pipeline function will filter the event data down to Events that either have (For) or don't have (Out) the specified device names.

Example

NewFilterFor([] {"Device1", "Device2"}).FilterByDeviceName

By Source Name

FilterBySourceName - This pipeline function will filter the event data down to Events that either have (For) or don't have (Out) the specified source names. Source name is either the resource name or command name responsible for the Event creation.

Example

NewFilterFor([] {"Source1", "Source2"}).FilterBySourceName

By Resource Name

FilterByResourceName - This pipeline function will filter the Event's reading data down to Readings that either have (For) or don't have (Out) the specified resource names. If the result of filtering is zero Readings remaining, the function terminates pipeline execution.

Example

NewFilterFor([] {"Resource1", "Resource2"}).FilterByResourceName

JSON Logic

Factory Method	Description
NewJSONLogic(rule string)	This factory function returns a JSONLogic instance initialized with the passed in JSON rule. The rule passed in should be a JSON string conforming to the specification here: http://jsonlogic.com/operations.html.

Evaluate

Evaluate - This is the pipeline function that will be used in the pipeline to apply the JSON rule to data coming in on the pipeline. If the condition of your rule is met, then the pipeline will continue and the data will continue to flow to the next function in the pipeline. If the condition of your rule is NOT met, then pipeline execution stops.

Example

NewJSONLogic("{ \"in\" : [{ \"var\" : \"device\" }, 
              [\"Random-Integer-Device\",\"Random-Float-Device\"] ] }").Evaluate

Note

Only operations that return true or false are supported. See http://jsonlogic.com/operations.html# for the complete list of operations paying attention to return values. Any operator that returns manipulated data is currently not supported. For more advanced scenarios checkout LF Edge eKuiper.

Tip

Leverage http://jsonlogic.com/play.html to get your rule right before implementing in code. JSON can be a bit tricky to get right in code with all the escaped double quotes.

Response Data

There is one response data function included in the SDK that can be added to your pipeline.

Factory Method	Description
NewResponseData()	This factory function returns a ResponseData instance that is used to access the following pipeline function below.

Content Type

ResponseContentType - This property is used to set the content-type of the response.

Example

responseData := NewResponseData()
responseData.ResponseContentType = "application/json"

Set Response Data

SetResponseData - This pipeline function receives either a string,[]byte, or json.Marshaler type from the previous function in the pipeline and sets it as the response data that the pipeline returns to the configured trigger. If configured to use theEdgeXMessageBustrigger, the data will be published back to the EdgeX MessageBus as determined by the configuration. Similar, if configured to use theExternalMQTT trigger, the data will be published back to the external MQTT Broker as determined by the configuration. If configured to use HTTP trigger the data is returned as the HTTP response.

Note

Calling SetResponseData() and SetResponseContentType() from the Context API in a custom function can be used in place of adding this function to your pipeline.

Tags

There is one Tags transform included in the SDK that can be added to your pipeline.

Factory Method	Description
NewGenericTags(tags map[string]interface{}) Tags	This factory function returns a Tags instance initialized with the passed in collection of generic tag key/value pairs. This Tags instance is used to access the following Tags function that will use the specified collection of tag key/value pairs. This allows for generic complex types for the Tag values.
NewTags(tags map[string]string) Tags	This factory function returns a Tags instance initialized with the passed in collection of tag key/value pairs. This Tags instance is used to access the following Tags function that will use the specified collection of tag key/value pairs. This factor function has been Deprecated. Use NewGenericTags instead.

EdgeX 2.1

The Tags property on Events in Edgex 2.1 has changed from map[string]string to map[string]interface{}. The new NewGenericTags() factory function takes this new definition and replaces the deprecated NewTags() factory function.

Add Tags

AddTags - This pipeline function receives an Edgex Event type and adds the collection of specified tags to the Event's Tags collection.

Example

var myTags = map[string]interface{}{
    "MyValue" : 123,
    "GatewayId": "HoustonStore000123",
    "Coordinates": map[string]float32 {
       "Latitude": 29.630771,
       "Longitude": "-95.377603",
    },
}

NewGenericTags(myTags).AddTags

MetricsProcessor

EdgeX 2.2

The MetricsProcessor is new in EdgeX 2.2

Note

Service metrics are Beta released for EdgeX 2.2. Breaking changes, while not likely, may occur as more use of service metrics are added.

MetricsProcessor contains configuration and functions for processing the new dtos.Metrics type.

Factory Method

Description

NewMetricsProcessor(additionalTags map[string]interface{}) (*MetricsProcessor, error)

This factory function returns a `MetricsProcessor instance initialized with the passed in collection of additionalTags (name/value pairs). This MetricsProcessor instance is used to access the following functions that will process a dtos.Metric instance. The additionalTags are added as metric tags to the processed data. An error will be returned if any of the additionalTags have an invalid name. Currently must be non-blank.

ToLineProtocol

ToLineProtocol - This pipeline function will transform the received dtos.Metric to a Line Protocol formatted string. See https://docs.influxdata.com/influxdb/v2.0/reference/syntax/line-protocol/ for details on the Line Protocol syntax.

Note

When ToLineProtocol is the first function in the functions pipeline, the TargetType for the service must be set to &dtos.Metric{}. See Target Type section for details on setting the service's TargetType. The Trigger configuration must also be set so SubscribeTopics="edgex/telemetry/#" in order to receive the dtos.Metric data from other services. See the new App Service Configurable metrics-influxdb profile for an example.

Example

mp, err := NewMetricsProcessor(map[string]string{"MyTag":"MyTagValue"})
if err != nil {
    ... handle error
}
...
mp.ToLineProtocol

Warning

Any service using the MetricsProcessor needs to disable its own Telemetry reporting to avoid circular data generation from processing. To do this set the servicesWriteable.Telemetry configuration to:

[Writable.Telemetry]
Interval = "0s" # Don't report any metrics as that would be cyclic processing.