Transform Action
Description
A Transform Action transforms the content it receives. It may also update metadata and add annotations.
Java
Interface
A TransformAction must implement the transform method which receives:
ActionContextdescribing the action's environment and current executionActionParameterscontaining flow parameters specified for the actionTransformInputproviding the content and metadata to be transformed
Transform Input
public class TransformInput {
List<ActionContent> contentList;
Map<String, String> metadata;
}Return Types
The transform method must return a TransformResultType, which is implemented by TransformResult, ReinjectResult, ErrorResult, and FilterResult.
The TransformResult contains the content, metadata, and annotations created by the TransformAction. The ReinjectResult contains a list of ReinjectEvent. Each ReinjectEvent will create a new DeltaFile that will be ingressed to a specified flow.
Example
package org.deltafi.example;
import org.deltafi.actionkit.action.transform.TransformAction;
import org.deltafi.actionkit.action.transform.TransformInput;
import org.deltafi.actionkit.action.transform.TransformResult;
import org.deltafi.actionkit.action.transform.TransformResultType;
import org.deltafi.common.types.ActionContext;
import org.jetbrains.annotations.NotNull;
import org.springframework.stereotype.Component;
@Component
public class HelloWorldTransformAction extends TransformAction<Parameters> {
public HelloWorldTransformAction() {
super("Add some content noting that we did a really good job");
}
@Override
public TransformResultType transform(@NotNull ActionContext context, @NotNull Parameters params, @NotNull TransformInput input) {
if (context.getDid().toString().startsWith("2")) {
return new FilterResult(context, "We prefer dids that do not start with 2");
}
String data = input.getContentList().get(0).loadString() + "\nHelloWorldTransformAction did a great job";
TransformResult result = new TransformResult(context);
result.addMetadata("transformKey", "transformValue");
result.addAnnotation("transformAnnotation", "value");
result.saveContent(data, "transform-named-me", "text/plain");
return result;
}
}Python
Interface
A TransformAction must implement the transform method which receives:
Contextdescribing the action's environment and current executionBaseModelcontaining flow parameters for use by the action, matching the type specified by theparam_class()method, which must inherit fromBaseMmodel, or a default/emptyBaseModelif unspecified.TransformInputproviding the content and metadata to be transformed
Transform Input
class TransformInput(NamedTuple):
content: List[Content]
metadata: dictReturn Types
The transform() method must return one of: TransformResult, ReinjectResult, ErrorResult, or FilterResult.
The TransformResult contains the content, metadata, and annotations created by the TransformAction. The ReinjectResult contains a list of ReinjectEvent. Each ReinjectEvent will create a new DeltaFile that will be ingressed to a specified flow.
Example
from deltafi.action import TransformAction
from deltafi.domain import Context
from deltafi.input import TransformInput
from deltafi.result import FilterResult, TransformResult
from pydantic import BaseModel
class HelloWorldTransformAction(TransformAction):
def __init__(self):
super().__init__('Add some content noting that we did a really good job')
def transform(self, context: Context, params: BaseModel, transform_input: TransformInput):
context.logger.info(f"Transforming {context.did}")
if context.did.startswith('2'):
return FilterResult(context, 'We prefer dids that do not start with 2')
data = f"{transform_input.content[0].load_str()}\nHelloWorldTransformAction did a great job"
return TransformResult(context)
.save_string_content(data, 'transform-named-me', 'text/plain')
.add_metadata('transformKey', 'transformValue')
.annotate('transformAnnotation', 'value')Go
Beta
The Go action kit is currently in beta. Interfaces may change in future releases.
Interface
A TransformAction must implement the Transform method which receives:
*Deltafileproviding the input content, metadata, and context fields- A typed params struct containing flow parameters specified for the action
The action returns the same *Deltafile, which accumulates output content, metadata changes, and annotations.
Deltafile
The Deltafile is the primary type action authors interact with. It carries context fields (DID, Name, FlowName, etc.), provides access to input content and metadata, and accumulates output content and metadata changes.
// Context fields (read-only)
df.Did // DeltaFile ID
df.Name // original filename
df.DataSource // data source name
df.FlowName // flow name
df.ActionName // action name
// Input content
df.FirstContent() // *ActionContent, error
df.ContentAt(index) // *ActionContent, error
df.ContentNamed(name) // *ActionContent, error
df.GetContentSlice() // []ActionContent
df.HasContent() // bool
// Output content
df.SaveStringContent(data, name, mediaType) // *ActionContent, error
df.SaveBytesContent(data, name, mediaType) // *ActionContent, error
df.AddContent(content) // *Deltafile (chainable)
df.PassthroughContent() // *Deltafile (chainable)
// Metadata
df.GetMetadata(key) // string, error
df.GetMetadataOrDefault(key, def) // string
df.AddMetadata("key", "value") // *Deltafile (chainable)
df.DeleteMetadataKeys("key1") // *Deltafile (chainable)
// Annotations
df.AddAnnotation("key", "value") // *Deltafile (chainable)
// Error/Filter signaling
df.Errorf("format", args...) // *Deltafile (chainable)
df.Filterf("format", args...) // *Deltafile (chainable)Return Types
The Transform method returns a *Deltafile. The kit inspects the Deltafile's state to determine the result:
- Transform result — when content has been added via
SaveStringContent,AddContent,PassthroughContent, etc. - Error result — when
Errorfhas been called on the Deltafile - Filter result — when
Filterfhas been called on the Deltafile
Example
package actions
import (
"strings"
actionkit "gitlab.com/deltafi/deltafi/deltafi-go-action-kit/v2"
)
func init() {
actionkit.RegisterTransform("HelloWorldGoTransformAction", &HelloWorldGoTransform{}).
Describe("Add some content noting that we did a really good job")
}
type HelloWorldGoTransform struct{}
func (a *HelloWorldGoTransform) Transform(df *actionkit.Deltafile, params HelloWorldGoTransformParams) *actionkit.Deltafile {
if strings.HasPrefix(df.Did, "2") {
return df.Filterf("We prefer dids that do not start with 2")
}
content, err := df.FirstContent()
if err != nil {
return df.Errorf("Failed to load content").SetErrorContext(err.Error())
}
data, err := content.LoadString()
if err != nil {
return df.Errorf("Failed to load content").SetErrorContext(err.Error())
}
transformed := data + "\nHelloWorldGoTransformAction did a great job"
if _, err := df.SaveStringContent(transformed, "transform-named-me", "text/plain"); err != nil {
return df.Errorf("Failed to save content").SetErrorContext(err.Error())
}
df.AddMetadata("transformKey", "transformValue")
df.AddAnnotation("transformAnnotation", "value")
return df
}
type HelloWorldGoTransformParams struct{}C++
Beta
The C++ action kit is currently in beta. Interfaces may change in future releases.
Interface
A TransformAction must implement the transform method which receives:
ActionContext&describing the action's environment and current executionTransformInput&providing the content and metadata to be transformed
Actions with typed parameters receive an additional Params& argument between context and input.
Transform Input
struct TransformInput {
std::vector<ActionContent> content;
std::map<std::string, std::string> metadata;
};Return Types
The transform method must return a TransformResultType, which is a std::variant of TransformResult, TransformResults (multi-child), FilterResult, and ErrorResult.
Example
#pragma once
#include <deltafi/plugin>
class HelloWorldCppTransformAction {
public:
deltafi::TransformResultType transform(deltafi::ActionContext& context,
deltafi::TransformInput& input) {
if (context.did.starts_with("2")) {
return deltafi::FilterResult(context, "We prefer dids that do not start with 2");
}
auto data = input.first_content().load_string()
+ "\nHelloWorldCppTransformAction did a great job";
deltafi::TransformResult result(context);
result.save_content(data, "transform-named-me", "text/plain");
result.add_metadata("transformKey", "transformValue");
result.add_annotation("transformAnnotation", "value");
return result;
}
};
DELTAFI_ACTION(HelloWorldCppTransformAction,
"HelloWorldCppTransformAction",
"Add some content noting that we did a really good job")
