RAGResult class


RAGResult — the full result of a RAG query.

Available extensions

Constructors

RAGResult({String? answer, Iterable<RAGSearchResult>? retrievedChunks, String? contextUsed, Int64? retrievalTimeMs, Int64? generationTimeMs, Int64? totalTimeMs, int? promptTokens, int? completionTokens, int? totalTokens, String? errorMessage, int? errorCode, String? requestId, String? thinkingContent})
factory
RAGResult.fromBuffer(List<int> data, [ExtensionRegistry registry = $pb.ExtensionRegistry.EMPTY])
factory
RAGResult.fromJson(String json, [ExtensionRegistry registry = $pb.ExtensionRegistry.EMPTY])
factory

Properties

answer String
The LLM-generated answer grounded in the retrieved context.
getter/setter pair
completionTokens int
getter/setter pair
contextUsed String
Full context string passed to the LLM (chunks joined into a prompt). May be empty for queries with no matching chunks.
getter/setter pair
errorCode int
getter/setter pair
errorMessage String
getter/setter pair
generationTimeMs ↔ Int64
Time spent in the LLM generation phase, in milliseconds.
getter/setter pair
hashCode int
Calculates a hash code based on the contents of the protobuf.
no setterinherited
info_ → BuilderInfo
no setter
isFrozen bool
Returns true if this message is marked read-only. Otherwise false.
no setterinherited
promptTokens int
getter/setter pair
requestId String
getter/setter pair
retrievalTimeMs ↔ Int64
Time spent in the retrieval phase (vector search), in milliseconds.
getter/setter pair
retrievedChunks → PbList<RAGSearchResult>
Document chunks retrieved during vector search and used as context. Order matches retrieval rank (highest similarity first).
no setter
runtimeType Type
A representation of the runtime type of the object.
no setterinherited
thinkingContent String
Optional thinking/reasoning content extracted from the answer.
getter/setter pair
totalTime Duration

Available on RAGResult, provided by the RAGResultTimeConvenience extension

no setter
totalTimeMs ↔ Int64
Total end-to-end query time (retrieval + generation + overhead), in milliseconds.
getter/setter pair
totalTokens int
getter/setter pair
unknownFields → UnknownFieldSet
no setterinherited

Methods

addExtension(Extension extension, Object? value) → void
Adds an extension field value to a repeated field.
inherited
check() → void
Throws a StateError if the message has required fields without a value.
inherited
clear() → void
Clears all data that was set in this message.
inherited
clearAnswer() → void
clearCompletionTokens() → void
clearContextUsed() → void
clearErrorCode() → void
clearErrorMessage() → void
clearExtension(Extension extension) → void
Clears an extension field and also removes the extension.
inherited
clearField(int tagNumber) → void
Clears the contents of a given field.
inherited
clearGenerationTimeMs() → void
clearPromptTokens() → void
clearRequestId() → void
clearRetrievalTimeMs() → void
clearThinkingContent() → void
clearTotalTimeMs() → void
clearTotalTokens() → void
clone() RAGResult
Creates a deep copy of the fields in this message.
copyWith(void updates(RAGResult)) RAGResult
Apply updates to a copy of this message.
createEmptyInstance() RAGResult
Creates an empty instance of the same message type as this.
deepCopy() → T

Available on T, provided by the GeneratedMessageGenericExtensions extension

Returns a writable deep copy of this message.
extensionsAreInitialized() bool
inherited
freeze() → GeneratedMessage
Make this message read-only.
inherited
getDefaultForField(int tagNumber) → dynamic
Returns the default value for the given field.
inherited
getExtension(Extension extension) → dynamic
Returns the value of extension.
inherited
getField(int tagNumber) → dynamic
Returns the value of the field associated with tagNumber, or the default value if it is not set.
inherited
getFieldOrNull(int tagNumber) → dynamic
Returns the value of a field, ignoring any defaults.
inherited
getTagNumber(String fieldName) int?
inherited
hasAnswer() bool
hasCompletionTokens() bool
hasContextUsed() bool
hasErrorCode() bool
hasErrorMessage() bool
hasExtension(Extension extension) bool
Returns true if a value of extension is present.
inherited
hasField(int tagNumber) bool
Whether this message has a field associated with tagNumber.
inherited
hasGenerationTimeMs() bool
hasPromptTokens() bool
hasRequestId() bool
hasRequiredFields() bool
Whether the message has required fields.
inherited
hasRetrievalTimeMs() bool
hasThinkingContent() bool
hasTotalTimeMs() bool
hasTotalTokens() bool
isInitialized() bool
Whether all required fields in the message and embedded messages are set.
inherited
mergeFromBuffer(List<int> input, [ExtensionRegistry extensionRegistry = ExtensionRegistry.EMPTY]) → void
Merges serialized protocol buffer data into this message.
inherited
mergeFromCodedBufferReader(CodedBufferReader input, [ExtensionRegistry extensionRegistry = ExtensionRegistry.EMPTY]) → void
Same as mergeFromBuffer, but takes a CodedBufferReader input.
inherited
mergeFromJson(String data, [ExtensionRegistry extensionRegistry = ExtensionRegistry.EMPTY]) → void
Merges field values from data, a JSON object, encoded as described by GeneratedMessage.writeToJson.
inherited
mergeFromJsonMap(Map<String, dynamic> json, [ExtensionRegistry extensionRegistry = ExtensionRegistry.EMPTY]) → void
Merges field values from a JSON object represented as a Dart map.
inherited
mergeFromMessage(GeneratedMessage other) → void
Merges the contents of the other into this message.
inherited
mergeFromProto3Json(Object? json, {TypeRegistry typeRegistry = const TypeRegistry.empty(), bool ignoreUnknownFields = false, bool supportNamesWithUnderscores = true, bool permissiveEnums = false}) → void
Merges field values from json, a JSON object using proto3 encoding.
inherited
mergeUnknownFields(UnknownFieldSet unknownFieldSet) → void
inherited
noSuchMethod(Invocation invocation) → dynamic
Invoked when a nonexistent method or property is accessed.
inherited
rebuild(void updates(T)) → T

Available on T, provided by the GeneratedMessageGenericExtensions extension

Apply updates to a copy of this message.
setExtension(Extension extension, Object value) → void
Sets the value of a non-repeated extension field to value.
inherited
setField(int tagNumber, Object value) → void
Sets the value of a field by its tagNumber.
inherited
toBuilder() → GeneratedMessage
Creates a writable, shallow copy of this message.
inherited
toDebugString() String
Returns a String representation of this message.
inherited
toProto3Json({TypeRegistry typeRegistry = const TypeRegistry.empty()}) Object?
Returns an Object representing Proto3 JSON serialization of this.
inherited
toString() String
Returns a String representation of this message.
inherited
writeToBuffer() Uint8List
Serialize the message as the protobuf binary format.
inherited
writeToCodedBufferWriter(CodedBufferWriter output) → void
Same as writeToBuffer, but serializes to the given CodedBufferWriter.
inherited
writeToJson() String
Returns a JSON string that encodes this message.
inherited
writeToJsonMap() Map<String, dynamic>
Returns the JSON encoding of this message as a Dart Map.
inherited

Operators

operator ==(Object other) bool
The equality operator.
inherited

Static Methods

create() RAGResult
getDefault() RAGResult