Versions Compared

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

Table of Contents

Checklist

  •  User Stories Documented
  •  User Stories Reviewed
  •  Design Reviewed
  •  APIs reviewed
  •  Release priorities assigned
  •  Test cases reviewed
  •  Blog post

Introduction 

CDAP pipeline is composed of various plugins that can be configured by users as CDAP pipelines are being developed. While building CDAP pipelines, pipeline developer can provide invalid plugin configurations. For example, the BigQuery sink plugin can have schema which does not match with an underlying BigQuery table. CDAP pipeline developer can use new validation endpoint to validate the stages before deploying the pipeline. In order to fail fast, validation endpoint should return all the validation errors from a given stage when this endpoint is called. 

Data pipeline app exposes various error types for plugin validation. In future releases, new error types can be introduced. When plugins with new error types are pushed to hub, data pipeline artifacts need to be upgraded for every new type of error that is introduced. This is because the validation errors are defined in the data pipeline app itself. A better approach would be to modify data pipeline app so that app artifacts do not need to be replaced for every new type of error.

Goals

  • To fail fast, introduce a new api to collect multiple error messages from plugins at configure time

  • Decouple various validation error types from data pipeline app
  • Instrument plugins to use this api to return multiple error messages for validation endpoint

User Stories 

  • As a CDAP pipeline developer, when I validate a stage, I expect that all the invalid config properties and schema fields are highlighted on CDAP UI with appropriate error message.
  • As a plugin developer, I should be able to specify all the validation errors while configuring the plugin for better user experience.
  • As a plugin developer, I should be able to use new validation error types without replacing data pipeline app artifacts. 

Scenarios

  • Joiner
  • Sources
  • Sinks
  • Splitter

API Changes for Plugin Validation

Collect Multiple errors from plugins

To collect multiple stage validation errors from the stage, StageConfigurer, MultiInputStageConfigurer and MultiOutputStageConfigurer can be modified as below. If there are any validation errors added to stage configurer, the pipeline deployment will fail and all the errors will be returned as a response to stage validation REST endpoint.

Current implementation does not expose stage name to the plugin in configurePipeline method. Stage name will be needed by the plugins to create stage specific errors. For that stageName will be exposed to through stage configurer as below.

Code Block
languagejava
titleStageConfigurer.java
public interface StageConfigurer {

  ...

/**
 * get the stage name.
 * @return stage name
 */
String getStageName();

/**
 * add validation errors.
 * @param e errors
 */
void addValidationError(ValidationError e);

Decouple plugin error types from data pipeline app

Approach - 1

A new ValidationError class is introduced to collect multiple validation errors in stage configurer. This class will be exposed by data pipeline app to the plugins. Each new type of error can be added to hydrator-common which can be added as compile time dependency to the plugins. This approach allows us to easily add more types of validation errors for plugins while removing a need to update data pipeline artifact for each new error type. Below are some of the error types that will be added to hydrator-common module.

Code Block
languagejava
titleValidationError.java
/**
 * Represents error that occurred during validation.
 */
@Beta
public class ValidationError {
  private final String message;
  private final String type;

  /**
   * Creates an error with provided error message.
   * @param message error message
   */
  public ValidationError(String message) {
    this.message = message;
    this.type = getType();
  }

  /**
   * Returns the type of the error.
   */
  public String getType() {
    return "ERROR";
  }

  @Override
  public boolean equals(Object o) {
    if (this == o) {
      return true;
    }
    if (o == null || getClass() != o.getClass()) {
      return false;
    }
    ValidationError error = (ValidationError) o;
    return message.equals(error.message) &&
      type.equals(error.type);
  }

  @Override
  public int hashCode() {
    return Objects.hash(message, type);
  }
}

Introduced Errors

Following errors will be added to hydrator-common. Note that this list will keep evolving as new types of errors are added to the module.

Code Block
languagejava
titleInvalidStageError.java
/** * Represents error that occurred during stage validation. */ @Beta public class InvalidStageError extends ValidationError { private final String stage;

Table of Contents

Checklist

  •  User Stories Documented
  •  User Stories Reviewed
  •  Design Reviewed
  •  APIs reviewed
  •  Release priorities assigned
  •  Test cases reviewed
  •  Blog post

Introduction 

CDAP pipeline is composed of various plugins that can be configured by users as CDAP pipelines are being developed. While building CDAP pipelines, pipeline developer can provide invalid plugin configurations or schema. For example, the BigQuery sink plugin can have output schema which does not match with underlying BigQuery table. CDAP pipeline developer can use new validation endpoint to validate the stages before deploying the pipeline. In order to fail fast and for better user experience, validation endpoint should return all the validation errors from a given stage when this endpoint is called. 

Data pipeline app exposes various error types for plugin validation. In future releases, new error types can be introduced. With current implementation, when plugins with new error types are pushed to hub, data pipeline artifacts need to be updated for every new type of error that is introduced. This is because the validation errors are defined in the data pipeline app itself. A better approach would be to modify data pipeline app so that app artifacts do not need to be replaced for every new type of error.

Goals

  • To fail fast and for better user experience, introduce a new api to collect multiple validation error messages from a stage at configure time

  • Decouple validation error types from data pipeline app
  • Instrument plugins to use this api to return multiple error messages for validation endpoint

User Stories 

  • As a CDAP pipeline developer, when I validate a stage, I expect that all the invalid config properties and input/output schema fields are highlighted on CDAP UI with appropriate error message and corrective action.
  • As a plugin developer, I should be able to capture all the validation errors while configuring the plugin so that all the validation errors can be surfaced on CDAP UI.
  • As a plugin developer, I should be able to use new validation error types without replacing data pipeline app artifacts. 

API Changes for Plugin Validation

Collect Multiple errors from plugins

To collect multiple stage validation errors from the stage, StageConfigurer, MultiInputStageConfigurer and MultiOutputStageConfigurer can be modified as below. Current implementation does not expose stage name to the plugin in configurePipeline method. Stage name will be needed by the plugins to create stage specific errors. For that, stage name will be exposed to plugins through stage configurer as below.

Code Block
languagejava
titleStageConfigurer.java
public interface StageConfigurer {

  ...

/**
 * Get the stage name.
 * 
 * @return stage name
 */
String getStageName();


/**
 * Adds a new validation failure to the configurer.
 *
 * @param failure a validation failure
 */
void addValidationFailure(ValidationFailure failure);

/**
 * Throws validation exception if there are any failures that are added to the configurer through
 * addValidationFailure method.
 *
 * @throws ValidationException if there are any validation failures being carried by the configurer
 */
void throwIfFailure() throws ValidationException;

Decouple plugin error types from data pipeline app

Approach - 1

To carry error information, a new ValidationFailure class is introduced to collect multiple validation failures in stage configurer. This class can be built using a ValidationFailureBuilder which only allows string properties. The builder expose methods to get message, type and properties of a failure. The validation failures are collected using ValidationException. Using this validation exception whenever plugin has an invalid property that is tied to another invalid property, plugin can throw a validation exception with all the errors collected so far. This keep plugin validation code much simpler. 

Code Block
languagejava
titleValidationFailure.java
/**
 * Represents an error condition occurred during validation.
 */
@Beta
public class ValidationFailure {
  // types of the failures
  private static final String STAGE_ERROR = "StageError";
  private static final String INVALID_PROPERTY = "InvalidProperty";
  private static final String PLUGIN_NOT_FOUND = "PluginNotFound";
  private static final String INVALID_INPUT_SCHEMA = "InvalidInputSchema";
  private static final String INVALID_OUTPUT_SCHEMA = "InvalidOutputSchema";

  // represents stage name in the failure. It is a generic property used in all the failures for a given stage
  private static final String STAGE = "stage";

  // represents configuration property in InvalidProperty failure
  private static final String CONFIG_PROPERTY = "configProperty";

  // represents plugin id in PluginNotFound failure
  private static final String PLUGIN_ID = "pluginId";
  // represents plugin type in PluginNotFound failure
  private static final String PLUGIN_TYPE = "pluginType";
  // represents plugin name in PluginNotFound failure
  private static final String PLUGIN_NAME = "pluginName";

  // represents a field in InvalidInputSchema or InvalidOutputSchema failure
  private static final String FIELD = "field";
  // represents input stage in InvalidInputSchema failure
  private static final String INPUT_STAGE = "inputStage";
  // represents output port in InvalidOutputSchema failure
  private static final String OUTPUT_PORT = "outputPort";

  private final String message;
  private final String type;
  private final String correctiveAction;
  private final Map<String, Object> properties;

  private ValidationFailure(String message, String type, @Nullable String correctiveAction,
                            Map<String, Object> properties) {
    this.message = message;
    this.type = type;
    this.correctiveAction = correctiveAction;
    this.properties = properties;
  }

  /**
   * Creates a stage validation failure.
   *
   * @param message validation failure message
   * @param stage stage name
   * @param correctiveAction corrective action
   */
  public static ValidationFailure createStageFailure(String message, String stage, @Nullable String correctiveAction) {
    Builder builder = builder(message, STAGE_ERROR);
    builder.setCorrectiveAction(correctiveAction).addProperty(STAGE, stage);
    return builder.build();
  }

  /**
   * Creates a config property validation failure.
   *
   * @param message validation failure message
   * @param stage stage name
   * @param correctiveAction corrective action
   */
  public static ValidationFailure createConfigPropertyFailure(String message, String stage,
                                                              String property, @Nullable String correctiveAction) {
    Builder builder = builder(message, INVALID_PROPERTY);
    builder.setCorrectiveAction(correctiveAction)
      .addProperty(STAGE, stage).addProperty(CONFIG_PROPERTY, property);
    return builder.build();
  }

  /**
   * Creates a plugin not found validation failure.
   *
   * @param message validation failure message
   * @param stage stage name
   * @param correctiveAction corrective action
   */
  public static ValidationFailure createPluginNotFoundFailure(String message, String stage,
                                                              String pluginId, String pluginName, String pluginType,
                                                              @Nullable String correctiveAction) {
    Builder builder = builder(message, PLUGIN_NOT_FOUND);
    builder.setCorrectiveAction(correctiveAction)
      .addProperty(STAGE, stage).addProperty(PLUGIN_ID, pluginId)
      .addProperty(PLUGIN_TYPE, pluginType)
      .addProperty(PLUGIN_NAME, pluginName);
    return builder.build();
  }

  /**
   * Creates a invalid input schema failure.
   *
   * @param message validation failure message
   * @param stage stage name
   * @param field input schema field
   * @param inputStage optional input stagename. This is applicable to plugins of type {@link Joiner}.
   * @param correctiveAction optional corrective action
   * @return invalid input schema validation failure
   */
  public static ValidationFailure createInputSchemaFailure(String message, String stage, String field,
                                                           @Nullable String inputStage,
                                                           @Nullable String correctiveAction) {
    ...
  }

  /**
   * Creates a invalid output schema failure.
   *
   * @param message validation failure message
   * @param stage stage name
   * @param field output schema field
   * @param outputPort optional output port. This is applicable to plugins of type {@link SplitterTransform}.
   * @param correctiveAction optional corrective action
   * @return invalid output schema validation failure
   */
  public static ValidationFailure createOutputSchemaFailure(String message, String stage, String field,
                                                            @Nullable String outputPort,
                                                            @Nullable String correctiveAction) {
   ....
  }

  /**
   * Returns a builder for creating a {@link ValidationFailure}.
   */
  public static Builder builder(String message, String type) {
    return new Builder(message, type);
  }

  /**
   * A builder to create {@link ValidationFailure} instance.
   */
  public static class Builder {
    private final String message;
    private final String type;
    private String correctiveAction;
    private final Map<String, Object> properties;

    private Builder(String message, String type) {
      this.message = message;
      this.type = type;
      this.properties = new HashMap<>();
    }

    /**
     * Sets corrective action to rectify the failure.
     *
     * @param correctiveAction corrective action
     * @return this builder
     */
    public Builder setCorrectiveAction(String correctiveAction) {
      this.correctiveAction = correctiveAction;
      return this;
    }

    /**
     * Adds a property to the failure.
     *
     * @param property the name of the property
     * @param value the value of the property
     * @return this builder
     */
    public Builder addProperty(String property, String value) {
      this.properties.put(property, value);
      return this;
    }

    /**
     * Creates a new instance of {@link ValidationFailure}.
     *
     * @return instance of {@link ValidationFailure}
     */
    public ValidationFailure build() {
      return new ValidationFailure(message, type, correctiveAction,
                                   Collections.unmodifiableMap(new HashMap<>(properties)));
    }
  }

  /**
   * Returns message of this failure.
   */
  public String getMessage() {
    return message;
  }

  /**
   * Returns type of this failure.
   */
  public String getType() {
    return type;
  }

  /**
   * Returns corrective action for this failure.
   */
  @Nullable
  public String getCorrectiveAction() {
    return correctiveAction;
  }

  /**
   * Returns properties of this failure.
   */
  public Map<String, Object> getProperties() {
    return properties;
  }

  @Override
  public boolean equals(Object o) {
    if (this == o) {
      return true;
    }
    if (o == null || getClass() != o.getClass()) {
      return false;
    }
    ValidationFailure that = (ValidationFailure) o;
    return message.equals(that.message) && type.equals(that.type) &&
      Objects.equals(correctiveAction, that.correctiveAction) &&
      properties.equals(that.properties);
  }

  @Override
  public int hashCode() {
    return Objects.hash(message, type, correctiveAction, properties);
  }

  @Override
  public String toString() {
    return "ValidationFailure{" +
      "message='" + message + '\'' +
      ", type='" + type + '\'' +
      ", correctiveAction='" + correctiveAction + '\'' +
      ", properties=" + properties +
      '}';
  }
}
Code Block
languagejava
titleValidationException.java
/**
 * Validation exception that carries multiple validation failures.
 */
@Beta
public class ValidationException extends RuntimeException {
  private List<ValidationFailure> failures;

  public ValidationException(List<ValidationFailure> failures) {
    super(failures.isEmpty() ? "Validation Exception occurred." : failures.iterator().next().getMessage());
    this.failures = failures;
  }

  /**
   * Returns list of failures.
   */
  public List<ValidationFailure> getFailures() {
    return failures;
  }
}


API usage in plugins

Code Block
@Override
public void configurePipeline(PipelineConfigurer pipelineConfigurer) {
  pipelineConfigurer.createDataset(conf.destinationFileset, FileSet.class);
  StageConfigurer stageConfigurer = pipelineConfigurer.getStageConfigurer();
  // get the name of the stage 
  String stageName = stageConfigurer.getStageName();
  try {
    Pattern.compile(conf.filterRegex);
  } catch (Exception e) {  
    // add validation failure to stage configurer
    stageConfigurer.addValidationFailure(ValidationFailure.createConfigPropertyFailure(e.getMessage(), stageName, "filterRegex", "Make sure the file regex is correct"));
    // plugin can choose to terminate processing here
    stageConfigurer.throwIfFailure();
  }
  if (conf.sourceFileset.equals(conf.destinationFileset)) {
    // add validation failure to stage configurer
    stageConfigurer.addValidationFailure(ValidationFailure.createStageFailure("source and destination filesets must be different", stageName, "Provide different source and destination filesets"));
  }
}


Approach - 2

Validation error represents an error with various causes with different attributes for each cause. For example, when the input schema field type does not match the underlying sink schema, the cause is input field mismatch with attributes such as stage name, field name, suggested type etc. Each error message can be associated to more than one causes. This can happen for plugins such as joiner and splitter where there are multiple input or output schemas from a given stage. For example, when input schemas for joiner are not compatible, the causes will include mismatching fields from input schemas of incoming stages. This means that a validation error can be represented as a list of causes where each cause is a map of cause attribute to its value as shown below.

Code Block
languagejava
titleFailureCollector.java
/**
 * Failure collector is responsible to collect {@link ValidationFailure}s.
 */
@Beta
public interface FailureCollector {

  /**
   * Add a validation failure to this failure collector. The method returns the validation failure that was added to
   * the failure collector. This failure can be used to add additional {@link ValidationFailure.Cause}s.
   * For example,
   * <code>failureCollector.addFailure("message", "action").withConfigProperty("configProperty");</code>
   *
   * @param message failure message
   * @param correctiveAction corrective action
   * @return a validation failure
   * @throws UnsupportedOperationException if the implementation does not override this method
   */
  default ValidationFailure addFailure(String message, @Nullable String correctiveAction) {
    throw new UnsupportedOperationException("Adding a failure is not supported.");
  }

  /**
   * Throws validation exception if there are any failures that are added to the failure collector through
   * {@link #addFailure(String, String)}.
   * If no failures are added to the collector, it will return a {@link ValidationException} with empty failure list.
   *
   * <pre>
   *   String someMethod() {
   *   switch (someVar) {
   *     // cases
   *   }
   *   // if control comes here, it means failure
   *   failureCollector.addFailure(...);
   *   // throw validation exception so that compiler knows that exception is being thrown which eliminates the need to
   *   // have a statement that returns null towards the end of this method
   *   throw failureCollector.getOrThrowException();
   * }
   * </pre>
   *
   * @return returns a {@link ValidationException} if no failures were added to the collector
   * @throws ValidationException exception indicating validation failures
   * @throws UnsupportedOperationException if the implementation does not override this method
   */
  default ValidationException getOrThrowException() throws ValidationException {
    throw new UnsupportedOperationException("Throwing failures is not supported.");
  }
}
Code Block
public interface StageConfigurer {
  ....

  /**
   * Returns a failure collector for the stage.
   *
   * @return a failure collector
   * @throws UnsupportedOperationException if the implementation does not override this method
   */
  default FailureCollector getFailureCollector() {
    throw new UnsupportedOperationException("Getting failure collector is not supported.");
  }
}

Code Block
languagejava
titleValidationException.java
/**
 * Validation exception that carries multiple validation failures.
 */
@Beta
public class ValidationException extends RuntimeException {
  private final List<ValidationFailure> failures;

  /**
   * Creates a validation exception with list of failures.
   *
   * @param failures list of validation failures
   */
  public ValidationException(List<ValidationFailure> failures) {
    super("Errors were encountered during validation.");
    this.failures = Collections.unmodifiableList(new ArrayList<>(failures));
  }

  /**
   * Returns a list of validation failures.
   */
  public List<ValidationFailure> getFailures() {
    return failures;
  }
}
Code Block
languagejava
titleValidationFailure.java
/**
 * Represents a failure condition occurred during validation.
 */
@Beta
public class ValidationFailure {
  private static final Gson GSON = new Gson();
  private final String message;
  private final String correctiveAction;
  private final List<Cause> causes;

  /**
   * Creates a validation failure with provided message.
   *
   * @param message validation failure message
   */
  public ValidationFailure(String message) {
    this(message, null);
  }

  /**
   * Creates a validation failure with provided message and corrective action.
   *
   * @param message validation failure message
   * @param correctiveAction corrective action
   */
  public ValidationFailure(String message, @Nullable String correctiveAction) {
    this.message = message;
    this.correctiveAction = correctiveAction;
    this.causes = new ArrayList<>();
  }

  /**
   * Adds provided cause to this validation failure.
   *
   * @param cause cause of validation failure
   * @return validation failure with provided cause
   */
  public ValidationFailure withCause(Cause cause) {
    causes.add(cause);
    return this;
  }

  /**
   * Adds cause attributes that represents plugin not found failure cause.
   *
   * @param pluginId plugin id
   * @param pluginName plugin name
   * @param pluginType plugin type
   * @return validation failure with plugin not found cause
   */
  public ValidationFailure withPluginNotFound(String pluginId, String pluginName, String pluginType) {
    return withPluginNotFound(pluginId, pluginName, pluginType, null, null);
  }

  /**
   * Adds cause attributes that represents plugin not found failure cause.
   *
   * @param pluginId plugin id
   * @param pluginName plugin name
   * @param pluginType plugin type
   * @param requestedArtifact requested artifact
   * @param suggestedArtifact suggested artifact
   * @return validation failure with plugin not found cause
   */
  public ValidationFailure withPluginNotFound(String pluginId, String pluginName, String pluginType,
                                              @Nullable ArtifactId requestedArtifact,
                                              @Nullable ArtifactId suggestedArtifact) {
    Cause cause = new Cause().addAttribute(CauseAttributes.PLUGIN_ID, pluginId)
      .addAttribute(CauseAttributes.PLUGIN_NAME, pluginName)
      .addAttribute(CauseAttributes.PLUGIN_TYPE, pluginType);
    if (requestedArtifact != null) {
      cause.addAttribute(CauseAttributes.REQUESTED_ARTIFACT_NAME, requestedArtifact.getName());
      cause.addAttribute(CauseAttributes.REQUESTED_ARTIFACT_SCOPE, requestedArtifact.getScope().name());
      cause.addAttribute(CauseAttributes.REQUESTED_ARTIFACT_VERSION, requestedArtifact.getVersion().getVersion());
    }

    if (suggestedArtifact != null) {
      cause.addAttribute(CauseAttributes.SUGGESTED_ARTIFACT_NAME, suggestedArtifact.getName());
      cause.addAttribute(CauseAttributes.SUGGESTED_ARTIFACT_SCOPE, suggestedArtifact.getScope().name());
      cause.addAttribute(CauseAttributes.SUGGESTED_ARTIFACT_VERSION, suggestedArtifact.getVersion().getVersion());
    }
    causes.add(cause);
    return this;
  }

  /**
   * Adds cause attributes that represents invalid stage configure property failure cause.
   *
   * @param stageConfigProperty stage config property
   * @return validation failure with invalid stage config property cause
   */
  public ValidationFailure withConfigProperty(String stageConfigProperty) {
    causes.add(new Cause().addAttribute(CauseAttributes.STAGE_CONFIG, stageConfigProperty));
    return this;
  }

  /**
   * Adds cause attributes for failure cause that represents an invalid element in the list associated with given stage
   * configure property.
   *
   * @param stageConfigProperty stage config property
   * @param element element in the list associated by a given stageConfigProperty
   * @return validation failure with invalid stage config property element cause
   */
  public ValidationFailure withConfigElement(String stageConfigProperty, String element) {
    causes.add(new Cause().addAttribute(CauseAttributes.STAGE_CONFIG, stageConfigProperty)
                 .addAttribute(CauseAttributes.CONFIG_ELEMENT, element));
    return this;
  }

  /**
   * Adds cause attributes that represents invalid input schema field failure cause.
   *
   * @param fieldName name of the input schema field
   * @param inputStage stage name
   * @return validation failure with invalid input schema field cause
   */
  public ValidationFailure withInputSchemaField(String fieldName, @Nullable String inputStage) {
    Cause cause = new Cause().addAttribute(CauseAttributes.INPUT_SCHEMA_FIELD, fieldName);
    cause = inputStage == null ? cause : cause.addAttribute(CauseAttributes.INPUT_STAGE, inputStage);
    causes.add(cause);
    return this;
  }

  /**
   * Adds cause attributes that represents invalid output schema field failure cause.
   *
   * @param fieldName name of the output schema field
   * @param outputPort stage name
   * @return validation failure with invalid output schema field cause
   */
  public ValidationFailure withOutputSchemaField(String fieldName, @Nullable String outputPort) {
    Cause cause = new Cause().addAttribute(CauseAttributes.OUTPUT_SCHEMA_FIELD, fieldName);
    cause = outputPort == null ? cause : cause.addAttribute(CauseAttributes.OUTPUT_PORT, outputPort);
    causes.add(cause);
    return this;
  }

  /**
   * Adds cause attributes that represents a stacktrace.
   *
   * @param stacktraceElements stacktrace for the error
   * @return validation failure with stacktrace
   */
  public ValidationFailure withStacktrace(StackTraceElement[] stacktraceElements) {
    causes.add(new Cause().addAttribute(CauseAttributes.STACKTRACE, GSON.toJson(stacktraceElements)));
    return this;
  }

  /**
   * Returns Createsfailure errormessage.
that represents a stage*/
validation error. public String getMessage() *{
   * @paramreturn message error message;
  }

  /**
   * @paramReturns stagecorrective nameaction offor thethis stagefailure.
   */
  @Nullable
public InvalidStageError(String message,public String stagegetCorrectiveAction() {
    super(message); return correctiveAction;
  }

  /**
 this.stage = stage;
  }  * Returns causes that caused this failure.
   @Override*/
  public StringList<Cause> getTypegetCauses() {
    return "STAGE_ERROR"causes;
  }

  @Override
  public boolean equals(Object o) {
    if (this == o) {
      return true;
    }
    if (o == null || getClass() != o.getClass()) {
      return false;
    }
    ValidationFailure iffailure = (!super.equals(o)) {
ValidationFailure) o;
     return false;
message.equals(failure.message) &&
   }     InvalidStageError that = (InvalidStageError) o;
    return Objects.equals(stage, that.stageObjects.equals(correctiveAction, failure.correctiveAction) && causes.equals(failure.causes);
  }

  @Override
  public int hashCode() {
    return Objects.hash(super.hashCode()message, correctiveAction, stagecauses);

 } }
Code Block
languagejava
titleInvalidStagePropertyError.java


  /**
   * Represents invalida stagecause propertyof error that occurred during stage validation.a failure.
   */
  @Beta
  public static class InvalidStagePropertyErrorCause extends{
InvalidStageError {   private final Map<String, StringString> propertyattributes;

    /**
     * Creates error that represents invalid stage property.
   * a failure cause.
     */
    public Cause() {
      this.attributes = new HashMap<>();
    }

    /**
@param message error message  * Adds *an @paramattribute stageto namethis ofcause.
the stage    *
@param  property invalid property * @param attribute */cause attribute name
public InvalidStagePropertyError(String message, String stage, String* property)@param {value cause attribute value
 super(message, stage);   * @return this.property =cause
property;   }  */
 @Override   public Cause addAttribute(String getType(attribute, String value) {
    return "INVALID_FIELD"  attributes.put(attribute, value);
  }    @Overridereturn this;
    public}
boolean
equals(Object o) {  /**
  if (this == o)* {Returns value of the provided cause attribute.
return true;    *
}     if* (o@param ==attribute nullattribute ||name
getClass() != o.getClass()) {  */
    returnpublic false;String getAttribute(String attribute) {
 }     ifreturn (!superattributes.equalsget(o)) {
  attribute);
   return false;}

   } /**
   InvalidStagePropertyError that =* (InvalidStagePropertyError) o;
    return property.equals(that.property);Returns all the attributes of the cause.
   }  */
 @Override   public Map<String, intString> hashCodegetAttributes() {
      return ObjectsCollections.hash(super.hashCode(), propertyunmodifiableMap(new HashMap<>(attributes));
  }  }
Code Block
languagejava
titleInvalidInputSchemaFieldError.java
/**

* Represents invalid schema field in input schema.
 */
public class InvalidInputSchemaFieldError extends InvalidStageError {
  private final String field; @Override
    public boolean equals(Object o) {
     /** if (this == *o) Creates{
error that represents invalid schema field in input schema.return true;
  * @param message error message}
   * @param stage nameif of(o the== stagenull || getClass()  * @param field field that is invalid in input schema
   */
  public InvalidInputSchemaFieldError(String message, String stage, String field) {
    super(message, stage);
    this.field = field;
  }!= o.getClass()) {
        return false;
      }
      Cause cause = (Cause) o;
      return attributes.equals(cause.attributes);
    }

    @Override
    public Stringint getTypehashCode() {
      return "INVALID_INPUT_SCHEMA";
  }

  @Override
  public boolean equals(Object o) Objects.hash(attributes);
    }
  }
}


All the attributes of a cause can be tracked at central location as below: 

Code Block
languagejava
titleCauseAttributes.java
/**
 * Cause attributes constants.
 */
@Beta
public class CauseAttributes {

  // ifRepresents (thisstage ==configuration o)property {failure
  public static final  return true;
    }
    if (o == null || getClass() != o.getClass()) {
      return false;
    }
    if (!super.equals(o)) {
      return false;
    }
    InvalidInputSchemaFieldError that = (InvalidInputSchemaFieldError) o;
    return field.equals(that.field);
  }

  @Override
  public int hashCode() {
    return Objects.hash(super.hashCode(), field);
  }
}
Code Block
languagejava
titleInvalidOutputSchemaFieldError.java
/**
 * Represents invalid schema field in output schema.
 */
public class InvalidOutputSchemaFieldError extends InvalidStageError {
  private final String field;

  /**
   * Creates error that represents invalid schema field in output schema.
   * @param message error message
   * @param stage name of the stage
   * @param field field that is invalid in output schema
   */
  public InvalidOutputSchemaFieldError(String message, String stage, String field) {
    super(message, stage);
    this.field = field;
  }

  @Override
  public String getType() {
    return "INVALID_OUTPUT_SCHEMA";
  }

  @Override
  public boolean equals(Object o) {
    if (this == o) {
      return true;
    }
    if (o == null || getClass() != o.getClass()) {
      return false;
    }
    if (!super.equals(o)) {
      return false;
    }
    InvalidOutputSchemaFieldError that = (InvalidOutputSchemaFieldError) o;
    return field.equals(that.field);
  }

  @Override
  public int hashCode() {
    return Objects.hash(super.hashCode(), field);
  }String STAGE_CONFIG = "stageConfig";
  // Represents an element in the list of elements associated with a stage config property.
  // For example, in projection transform, config property 'keep' represents a list of input fields to keep. Below
  // cause attribute can be used to represent an invalid field in 'keep' config property
  public static final String CONFIG_ELEMENT = "configElement";

  // Represents id of the plugin
  public static final String PLUGIN_ID = "pluginId";
  // Represents type of the plugin
  public static final String PLUGIN_TYPE = "pluginType";
  // Represents name of the plugin
  public static final String PLUGIN_NAME = "pluginName";
  // Represents requested artifact name
  public static final String REQUESTED_ARTIFACT_NAME = "requestedArtifactName";
  // Represents requested artifact name
  public static final String REQUESTED_ARTIFACT_VERSION = "requestedArtifactVersion";
  // Represents requested artifact scope
  public static final String REQUESTED_ARTIFACT_SCOPE = "requestedArtifactScope";
  // Represents suggested artifact name
  public static final String SUGGESTED_ARTIFACT_NAME = "suggestedArtifactName";
  // Represents suggested artifact name
  public static final String SUGGESTED_ARTIFACT_VERSION = "suggestedArtifactVersion";
  // Represents suggested artifact scope
  public static final String SUGGESTED_ARTIFACT_SCOPE = "suggestedArtifactScope";

  // Represents input stage
  public static final String INPUT_STAGE = "inputStage";
  // represents field of input stage schema
  public static final String INPUT_SCHEMA_FIELD = "inputField";

  // Represents a stage output port
  public static final String OUTPUT_PORT = "outputPort";
  // Represents a field of output stage schema
  public static final String OUTPUT_SCHEMA_FIELD = "outputField";

  // Represents a stacktrace
  public static final String STACKTRACE = "stacktrace";
}


API usage in plugins

Code Block
languagejava
@Override
public void configurePipeline(PipelineConfigurer pipelineConfigurer) {
  pipelineConfigurer.createDataset(conf.destinationFileset, FileSet.class);
  StageConfigurerFailureCollector stageConfigurercollector = pipelineConfigurer.getStageConfigurer();
  // get the name of the stage 
  String stageName = stageConfigurer.getStageName.getFailureCollector();
  try {
    Pattern.compile(conf.filterRegex);
  } catch (Exception e) {
    collector.addFailure("Error encountered while compiling filter regex: " + e.getMessage(),
         // add validation error to stage configurer
    stageConfigurer.addValidationError(new InvalidStagePropertyError(e.getMessage(), stageName, "filterRegex")                "Make sure filter regex is valid.").withConfigProperty("filterRegex");
  }
  if (conf.sourceFileset.equals(conf.destinationFileset)) {
    collector.addFailure("Source and destination filesets must be different",
          //    add validation error to stage configurer     stageConfigurer.addValidationError(new InvalidStageError("Make sure source and destination filesets must beare different", stageName))
      .withConfigProperty("sourceFileset").withConfigProperty("destinationFileset");
  }
}

Impact on

UIUI should be able to handle new error types that are introduced. For example, for invalid stage properties,

UI

should highlight all the invalid properties for a given stage. For schema mismatch, UI should be able to highlight schema fields that are mismatching. 

Below are the responses to the validation endpoint for each type of validation error:

Pipeline System Application
TypeDescriptionScenarioApproach - 1 - Json ResponseApproach - 2 - Json Response
STAGE_ERROR
StageErrorRepresents validation error while configuring the stageIf there is any error while connecting to sink while getting actual schema
{
"
errors
failures": [
{ "type"
 
:
 
"STAGE_ERROR",
  {
"
stage
type"
: "
src
StageError",

"message"
 
: "
source
Could 
and
not 
destination
load 
filesets
jdbc 
must be different"
driver class.",
}
 
]
}INVALID_PROPERTYRepresents invalid configuration property If config property value contains characters that are not allowed by underlying source or sink{
  "
errors
correctiveAction": 
[
"Make sure correct driver 
{ "type" : "INVALID_PROPERTY",
is available.",
"
stage
properties": 
: "src",
{
"
message
stage"
: "
Invalid config for property 'port'",
src"
"property" : "port"
}
}
]
}
PLUGIN_NOT_FOUNDRepresents plugin not found error for a stage
If the plugin was not found. This error will be thrown from the data pipeline app



{
"errors": [
{
"
stage
message": "
src
Could not load jdbc driver class.",
      "
type
correctiveAction" : "Make sure correct driver is 
"PLUGIN_NOT_FOUND"
available.",
"
message
causes": 
"Plugin
[
named
 
'Mock'
 
of
 
type
 
'batchsource'
 
not
 
found.",
{
"
pluginType
stage": "
batchsource
src"
,

"pluginName": "Mock",
  }
"requestedArtifact": {
]
}
]
}
InvalidPropertyRepresents invalid configuration propertyIf config property value contains characters that are not allowed by underlying source or sink
{
"
scope
failures": 
"USER",
[
{
"
name
type": "
app-mocks-ghost
InvalidProperty",
"
version
message": "
1.0.0"
}
Property 'millis' should be more than 0.",
"
suggestedArtifact
correctiveAction": 
{
"Make sure 'millis' is greater than 0.",
"
scope
properties": 
"USER",
{
"
name
stage": "
app-mocks
transform",
"
version
configProperty": "
1.0.0
millis"
}
}
]
}
INVALID_INPUT_SCHEMARepresents invalid schema field in input schemaIf the input schema for the plugin is not supported by underlying plugin
{
"errors": [
{
"
type
message"
: "
INVALID_INPUT_SCHEMA", "stage" : "sink",
Property 'millis' should be more than 0.",
      
"
message
correctiveAction" : "
Invalid
Make 
schema
sure 
field
'
email
millis'
.",
 

is greater 
"field" : "email"
    }
]
}
INVALID_OUTPUT_SCHEMARepresents invalid schema field in output schemaIf the output schema for the plugin is not compatible with underlying sink{
"errors
than 0.",
"causes": [
{
"
type
stage"
: "
INVALID_OUTPUT_SCHEMA
transform",
"
stage
stageConfig"
: "sink", "message" : "Invalid schema field 'email'.",
: "millis"
}
]
}
]
}
PluginNotFoundRepresents plugin not found error for a stage. This error will be added by the data pipeline appIf the plugin was not found. This error will be thrown from the data pipeline app
{
"failures": [
{
"
field
type"
: "email"
    }
]
}

Approach - 2

Validation error represents an error with various causes with extra properties that caused the error. For example, when the input schema field type does not match the underlying sink schema, information such as error message, stage name, field name, suggested type will be useful information to have in the validation error. Each error message can be associated to more than one causes. This can happen for plugins such as joiner and splitter where there are multiple input or output schemas from a given stage. For example, when input schemas for joiner are not compatible, the validation error information should contain error message along with the fields from both the stages that caused this error. This means that a validation error can be represented as a list of causes where each cause is a map of string to object as shown below.

Code Block
languagejava
titleValidationError.java
/**
 * Represents error that occurred during validation.
 */
@Beta
public class ValidationError {
  private final String message;
  protected final List<Map<String, Object>> causes;

  /**
   * Creates a validation error with a message and empty map of causes
   * @param message
   */
  public ValidationError(String message) {
    this.message = message;	
    this.causes = new ArrayList<>();
  }
 
  @Override
   public boolean equals(Object o) {
    if (this == o) {
      return true;
    }
    if (o == null || getClass() != o.getClass()) {
      return false;
    }
    ValidationError that = (ValidationError) o;
    return message.equals(that.message) && causes.equals(that.causes);
  }

  @Override
  public int hashCode() {
    return Objects.hash(message, causes);
  }
}

All the attributes of an error can be tracked at central location as below: 

Code Block
languagejava
titleErrorAttributes.java
/**
 * Error attributes.
 */
public enum  ErrorAttributes {
  STAGE("stage"), // represents stage being validated
  FIELD("field"), // represents input/output schema field
  PROPERTY("property"), // represents stage property
  OUTPUT_PORT("output_port"), // represents output port for plugins such as SplitterTransform where multiple output schemas are expected
  INPUT_STAGE("input_stage"), // represents input stage for plugins such as Joiner where multiple input schemas are expected
  ..

  private String name;

  ErrorAttributes(String name) {
    this.name = name;
  }
}

Introduced Errors

With this approach following error classes can be added to hydrator-common which represents specific type of errors.

Code Block
languagejava
titleInvalidStageError.java
/**
 * Represents error that occurred during stage validation.
 */
@Beta
public class InvalidStageError extends ValidationError {
  /**
   * Creates validation error that occurred during stage validation.
   * @param message error message
   * @param stage name of the stage that caused this validation error
   */
  public InvalidStageError(String message, String stage) {
    super(message);
    causes.add(Collections.singletonMap("stage", stage));
  }
}
Code Block
languagejava
titleInvalidStagePropertyError.java
/**
 * Represents error that occurred during stage config property validation.
 */
@Beta
public class InvalidStagePropertyError extends ValidationError {
 /**
   * Creates validation error that occurred during stage validation.
   * @param message error message
   * @param stage name of the stage that caused this validation error
   * @param property property that is invalid
   */
  public InvalidStageError(String message, String stage, String property) {
    super(message);
    Map<String, Object> map = new HashMap<>();
    map.put("stage", stage);
    map.put("property", property);
    causes.add(map);
  }
}
Code Block
/**
 * Represents invalid input schema error. 
 */
public class InvalidInputSchemaError extends NewValidationError {

  /**
   * Creates invalid input schema error.
   * @param message error message
   * @param stage name of the stage 
   * @param map map of incoming stage name to field that is invalid.
   */
  public InvalidInputSchemaError(String message, String stage, Map<String, String> map) {
    super(message);
    for (Map.Entry<String, String> entry : map.entrySet()) {
      Map<String, Object> causeMap = new HashMap<>();
      causeMap.put("stage", stage);
      causeMap.put("input_stage", entry.getKey());
      causeMap.put("field", entry.getValue());
      causes.add(causeMap);
    }
  }
}
Code Block
languagejava
titleInvalidOutputSchemaError.java
/**
 * Represents invalid output schema error.
 */
public class InvalidOutputSchemaError extends NewValidationError {

  /**
   * Creates invalid output schema error.
   * @param message error message
   * @param stage name of the stage
   * @param map map of output going port name to field that is invalid
   */
  public InvalidOutputSchemaError(String message, String stage, Map<String, String> map) {
    super(message);
    for (Map.Entry<String, String> entry : map.entrySet()) {
      Map<String, Object> causeMap = new HashMap<>();
      causeMap.put("stage", stage);
      causeMap.put("output_port", entry.getKey());
      causeMap.put("field", entry.getValue());
      causes.add(causeMap);
    }
  }
}

API usage in plugins

The above api usage in the plugins is same as approach-1.

Code Block
@Override
public void configurePipeline(PipelineConfigurer pipelineConfigurer) {
  pipelineConfigurer.createDataset(conf.destinationFileset, FileSet.class);
  StageConfigurer stageConfigurer = pipelineConfigurer.getStageConfigurer();
  // get the name of the stage 
  String stageName = stageConfigurer.getStageName();
  try {
    Pattern.compile(conf.filterRegex);
  } catch (Exception e) {  
    // add validation error to stage configurer
    stageConfigurer.addValidationError(new InvalidStagePropertyError(e.getMessage(), stageName, "filterRegex"));
  }
  if (conf.sourceFileset.equals(conf.destinationFileset)) {
    // add validation error to stage configurer
    stageConfigurer.addValidationError(new InvalidStageError("source and destination filesets must be different", stageName));
  }
}

Impact on UI

List of exceptions

Conclusion

Approach 2 is more flexible than approach 1 in terms of what error classes can have as attributes. 

Related Jira

Jira Legacy
serverCask Community Issue Tracker
serverId45b48dee-c8d6-34f0-9990-e6367dc2fe4b
keyCDAP-15578

Future Work

  • Add pipeline level validation such as DAG validation

Test Scenarios

Test IDTest DescriptionExpected Results

Releases

Release 6.1.0

Related Work

  • /**
    *
    * @param message
    * @param stage
    */
    public NewStageValidationError(String message, String stage) {
    super(message);
    causes.put("stage", stage);
    }
    Improvements in Error Handling 
  • : "PluginNotFound",
    "message": "Plugin named 'Mock' of type 'batchsource' not found.",
    "correctiveAction": "Please make sure the 'Mock' plugin is installed.",
    "properties": {
    "stage": "src",
    "pluginType": "batchsource",
    "pluginName": "Mock",
    "pluginId": "Mock"
    }
    }
    ]
    }
    {
    "errors": [
    {
    "message": "Plugin named 'Mock' of type 'batchsource' not found.",
          "correctiveAction" : "Please make sure the 'Mock' plugin is installed.",
    "causes": [
    {
    "stage": "src",
    "pluginType": "batchsource",
    "pluginName": "Mock",
              "pluginId" : "Mock"
    }
    ]
    }
    ]
    }
    InvalidInputSchemaRepresents invalid schema field in input schemaIf the input schemas for joiner plugin is of different types
    {
    "failures": [
    {
    "type": "InvalidInputSchema",
    "message": "Invalid schema field 'id'. Different types of join keys found in source1 and source2.",
    "correctiveAction": "Type of join keys from source1 and source2 must be of same type string",
    "properties": {
    "stage": "joiner",
    "field": "id",
    "inputStage": "source1"
    }
    },
    {
    "type": "InvalidInputSchema",
    "message": "Invalid schema field 'id'. Different types of join keys found in source1 and source2.",
    "correctiveAction": "Type of join keys from source1 and source2 must be of same type string",
    "properties": {
    "stage": "joiner",
    "field": "id",
    "inputStage": "source2"
    }
    }
      ]
    }
    {
    "failures": [
    {
    "message": "Different types of join keys found.",
    "correctiveAction" : "Type of join keys from all the sources must be same.",
    "causes": [
    {
    "stage": "joiner",
    "joinKey": "source1.id,source2.id"
    },
            {
    "stage": "joiner",
    	  "inputStage": "source1",
    "inputField": "id"
    },
            {
    "stage": "joiner",
    "inputStage": "source2",
    "inputField": "id"
    }
    ]
    }
    ]
    }
    InvalidOutputSchemaRepresents invalid schema field in output schemaIf the output schema for the plugin is not compatible with underlying sink
    {
    "failures": [
    {
    "type": "InvalidOutputSchema",
    "message": "Invalid schema field 'email'.",
    "correctiveAction": "Schema should be of type 'string' at output port 'port'",
    "properties": {
    "stage": "splitter",
    "field": "email",
    "outputPort": "port"
    }
    }
    ]
    }
    {
    "errors": [
    {
    "message": "Invalid schema field 'email'.",
          "correctiveAction" : "Schema should be of type 'string' at output port 'port'",
    "causes": [
    {
    "stage": "splitter",
    "outputPort": "port",
    "outputField": "email"
    }
    ]
    }
    ]
    }
    InvalidFieldInPropertyRepresents an invalid field in property listIf the property represents list of fields, the failure should include the property name along with invalid field
    {
    "failures": [
    {
    "type": "InvalidFieldInProperty",
    "message": "Unique field 'name' does not exist in the input schema.",
    "correctiveAction": "Make sure 'name' field is a correct field.",
    "properties": {
    "stage": "Deduplicate",
    "field": "uniqueFields",
    "configElement": "name"
    }
    }
    ]
    }


    {
    "errors": [
    {
    "message": "Unique field 'name' does not exist in the input schema.",
    "correctiveAction" : "Make sure 'name' field is a correct field.",
    "causes": [
    {
    "stage": "Deduplicate",
    "outputPort": "uniqueFields",
    "outputField": "name"
    }
    ]
    }
    ]
    }

    Conclusion

    There are 2 contracts in this design. Programmatic contract between data pipeline app and plugins and another between data pipeline app and UI. Approach 2 does not introduce concept of failure type. This means that contract with UI will be based on the cause attributes rather than the type. This means that if plugins creates a custom failure and uses any of the UI compatible attributes, the UI can still highlight them. Approach 2 also provides association between causes which represents the failure better in case there are multiple causes causing this failure. Hence, Approach 2 is suggested.

    Related Jira

    Jira Legacy
    serverCask Community Issue Tracker
    serverId45b48dee-c8d6-34f0-9990-e6367dc2fe4b
    keyCDAP-15578

    Related Work

    Releases

    Release 6.1.0