class MedicalLLM extends AutoGGUFModel with CheckLicense

Linear Supertypes
CheckLicense, AutoGGUFModel, HasProtectedParams, HasLlamaCppInferenceProperties, HasLlamaCppModelProperties, HasEngine, HasBatchedAnnotate[AutoGGUFModel], AnnotatorModel[AutoGGUFModel], CanBeLazy, RawAnnotator[AutoGGUFModel], HasOutputAnnotationCol, HasInputAnnotationCols, HasOutputAnnotatorType, ParamsAndFeaturesWritable, HasFeatures, DefaultParamsWritable, MLWritable, Model[AutoGGUFModel], Transformer, PipelineStage, Logging, Params, Serializable, Serializable, Identifiable, AnyRef, Any
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Inherited
  1. MedicalLLM
  2. CheckLicense
  3. AutoGGUFModel
  4. HasProtectedParams
  5. HasLlamaCppInferenceProperties
  6. HasLlamaCppModelProperties
  7. HasEngine
  8. HasBatchedAnnotate
  9. AnnotatorModel
  10. CanBeLazy
  11. RawAnnotator
  12. HasOutputAnnotationCol
  13. HasInputAnnotationCols
  14. HasOutputAnnotatorType
  15. ParamsAndFeaturesWritable
  16. HasFeatures
  17. DefaultParamsWritable
  18. MLWritable
  19. Model
  20. Transformer
  21. PipelineStage
  22. Logging
  23. Params
  24. Serializable
  25. Serializable
  26. Identifiable
  27. AnyRef
  28. Any
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Visibility
  1. Public
  2. All

Instance Constructors

  1. new MedicalLLM()

    Annotator reference id.

    Annotator reference id. Used to identify elements in metadata or to refer to this annotator type

  2. new MedicalLLM(uid: String)

Type Members

  1. type AnnotationContent = Seq[Row]
    Attributes
    protected
    Definition Classes
    AnnotatorModel
  2. type AnnotatorType = String
    Definition Classes
    HasOutputAnnotatorType
  3. implicit class ProtectedParam[T] extends Param[T]
    Definition Classes
    HasProtectedParams

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##(): Int
    Definition Classes
    AnyRef → Any
  3. final def $[T](param: Param[T]): T
    Attributes
    protected
    Definition Classes
    Params
  4. def $$[T](feature: StructFeature[T]): T
    Attributes
    protected
    Definition Classes
    HasFeatures
  5. def $$[K, V](feature: MapFeature[K, V]): Map[K, V]
    Attributes
    protected
    Definition Classes
    HasFeatures
  6. def $$[T](feature: SetFeature[T]): Set[T]
    Attributes
    protected
    Definition Classes
    HasFeatures
  7. def $$[T](feature: ArrayFeature[T]): Array[T]
    Attributes
    protected
    Definition Classes
    HasFeatures
  8. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  9. def _transform(dataset: Dataset[_], recursivePipeline: Option[PipelineModel]): DataFrame
    Attributes
    protected
    Definition Classes
    AnnotatorModel
  10. def afterAnnotate(dataset: DataFrame): DataFrame
    Attributes
    protected
    Definition Classes
    AnnotatorModel
  11. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  12. def batchAnnotate(batchedAnnotations: Seq[Array[Annotation]]): Seq[Seq[Annotation]]
    Definition Classes
    MedicalLLM → AutoGGUFModel → HasBatchedAnnotate
  13. def batchProcess(rows: Iterator[_]): Iterator[Row]
    Definition Classes
    HasBatchedAnnotate
  14. val batchSize: IntParam
    Definition Classes
    HasBatchedAnnotate
  15. def beforeAnnotate(dataset: Dataset[_]): Dataset[_]
    Attributes
    protected
    Definition Classes
    AnnotatorModel
  16. val cachePrompt: BooleanParam
    Definition Classes
    HasLlamaCppInferenceProperties
  17. val chatTemplate: Param[String]
    Definition Classes
    HasLlamaCppModelProperties
  18. final def checkSchema(schema: StructType, inputAnnotatorType: String): Boolean
    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  19. def checkValidEnvironment(spark: Option[SparkSession], scopes: Seq[String]): Unit
    Definition Classes
    CheckLicense
  20. def checkValidScope(scope: String): Unit
    Definition Classes
    CheckLicense
  21. def checkValidScopeAndEnvironment(scope: String, spark: Option[SparkSession], checkLp: Boolean): Unit
    Definition Classes
    CheckLicense
  22. def checkValidScopesAndEnvironment(scopes: Seq[String], spark: Option[SparkSession], checkLp: Boolean): Unit
    Definition Classes
    CheckLicense
  23. final def clear(param: Param[_]): MedicalLLM.this.type
    Definition Classes
    Params
  24. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  25. def copy(extra: ParamMap): AutoGGUFModel
    Definition Classes
    RawAnnotator → Model → Transformer → PipelineStage → Params
  26. def copyValues[T <: Params](to: T, extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  27. final def defaultCopy[T <: Params](extra: ParamMap): T
    Attributes
    protected
    Definition Classes
    Params
  28. val defragmentationThreshold: FloatParam
    Definition Classes
    HasLlamaCppModelProperties
  29. val disableLog: BooleanParam
    Definition Classes
    HasLlamaCppModelProperties
  30. val disableTokenIds: IntArrayParam
    Definition Classes
    HasLlamaCppInferenceProperties
  31. val dynamicTemperatureExponent: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  32. val dynamicTemperatureRange: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  33. val engine: Param[String]
    Definition Classes
    HasEngine
  34. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  35. def equals(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  36. def explainParam(param: Param[_]): String
    Definition Classes
    Params
  37. def explainParams(): String
    Definition Classes
    Params
  38. def extraValidate(structType: StructType): Boolean
    Attributes
    protected
    Definition Classes
    RawAnnotator
  39. def extraValidateMsg: String
    Attributes
    protected
    Definition Classes
    RawAnnotator
  40. final def extractParamMap(): ParamMap
    Definition Classes
    Params
  41. final def extractParamMap(extra: ParamMap): ParamMap
    Definition Classes
    Params
  42. val features: ArrayBuffer[Feature[_, _, _]]
    Definition Classes
    HasFeatures
  43. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws( classOf[java.lang.Throwable] )
  44. val flashAttention: BooleanParam
    Definition Classes
    HasLlamaCppModelProperties
  45. val frequencyPenalty: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  46. def get[T](feature: StructFeature[T]): Option[T]
    Attributes
    protected
    Definition Classes
    HasFeatures
  47. def get[K, V](feature: MapFeature[K, V]): Option[Map[K, V]]
    Attributes
    protected
    Definition Classes
    HasFeatures
  48. def get[T](feature: SetFeature[T]): Option[Set[T]]
    Attributes
    protected
    Definition Classes
    HasFeatures
  49. def get[T](feature: ArrayFeature[T]): Option[Array[T]]
    Attributes
    protected
    Definition Classes
    HasFeatures
  50. final def get[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  51. def getBatchSize: Int
    Definition Classes
    HasBatchedAnnotate
  52. def getCachePrompt: Boolean
    Definition Classes
    HasLlamaCppInferenceProperties
  53. def getChatTemplate: String
    Definition Classes
    HasLlamaCppModelProperties
  54. final def getClass(): Class[_]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  55. final def getDefault[T](param: Param[T]): Option[T]
    Definition Classes
    Params
  56. def getDefragmentationThreshold: Float
    Definition Classes
    HasLlamaCppModelProperties
  57. def getDisableLog: Boolean
    Definition Classes
    HasLlamaCppModelProperties
  58. def getDisableTokenIds: Array[Int]
    Definition Classes
    HasLlamaCppInferenceProperties
  59. def getDynamicTemperatureExponent: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  60. def getDynamicTemperatureRange: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  61. def getEngine: String
    Definition Classes
    HasEngine
  62. def getFlashAttention: Boolean
    Definition Classes
    HasLlamaCppModelProperties
  63. def getFrequencyPenalty: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  64. def getGrammar: String
    Definition Classes
    HasLlamaCppInferenceProperties
  65. def getIgnoreEos: Boolean
    Definition Classes
    HasLlamaCppInferenceProperties
  66. def getInferenceParameters: InferenceParameters
    Attributes
    protected
    Definition Classes
    HasLlamaCppInferenceProperties
  67. def getInputCols: Array[String]
    Definition Classes
    HasInputAnnotationCols
  68. def getInputPrefix: String
    Definition Classes
    HasLlamaCppInferenceProperties
  69. def getInputSuffix: String
    Definition Classes
    HasLlamaCppInferenceProperties
  70. def getLazyAnnotator: Boolean
    Definition Classes
    CanBeLazy
  71. def getLogVerbosity: Int
    Definition Classes
    HasLlamaCppModelProperties
  72. def getMainGpu: Int
    Definition Classes
    HasLlamaCppModelProperties
  73. def getMetadata: String
    Definition Classes
    HasLlamaCppModelProperties
  74. def getMetadataMap: Map[String, Map[String, String]]
    Definition Classes
    HasLlamaCppModelProperties
  75. def getMinKeep: Int
    Definition Classes
    HasLlamaCppInferenceProperties
  76. def getMinP: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  77. def getMiroStat: String
    Definition Classes
    HasLlamaCppInferenceProperties
  78. def getMiroStatEta: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  79. def getMiroStatTau: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  80. def getModelDraft: String
    Definition Classes
    HasLlamaCppModelProperties
  81. def getModelIfNotSet: GGUFWrapper
    Definition Classes
    AutoGGUFModel
  82. def getModelParameters: ModelParameters
    Attributes
    protected
    Definition Classes
    HasLlamaCppModelProperties
  83. def getNBatch: Int
    Definition Classes
    HasLlamaCppModelProperties
  84. def getNCtx: Int
    Definition Classes
    HasLlamaCppModelProperties
  85. def getNDraft: Int
    Definition Classes
    HasLlamaCppModelProperties
  86. def getNGpuLayers: Int
    Definition Classes
    HasLlamaCppModelProperties
  87. def getNGpuLayersDraft: Int
    Definition Classes
    HasLlamaCppModelProperties
  88. def getNKeep: Int
    Definition Classes
    HasLlamaCppInferenceProperties
  89. def getNPredict: Int
    Definition Classes
    HasLlamaCppInferenceProperties
  90. def getNProbs: Int
    Definition Classes
    HasLlamaCppInferenceProperties
  91. def getNThreads: Int
    Definition Classes
    HasLlamaCppModelProperties
  92. def getNThreadsBatch: Int
    Definition Classes
    HasLlamaCppModelProperties
  93. def getNUbatch: Int
    Definition Classes
    HasLlamaCppModelProperties
  94. def getNoKvOffload: Boolean
    Definition Classes
    HasLlamaCppModelProperties
  95. def getNuma: String
    Definition Classes
    HasLlamaCppModelProperties
  96. final def getOrDefault[T](param: Param[T]): T
    Definition Classes
    Params
  97. final def getOutputCol: String
    Definition Classes
    HasOutputAnnotationCol
  98. def getParam(paramName: String): Param[Any]
    Definition Classes
    Params
  99. def getPenalizeNl: Boolean
    Definition Classes
    HasLlamaCppInferenceProperties
  100. def getPenaltyPrompt: String
    Definition Classes
    HasLlamaCppInferenceProperties
  101. def getPresencePenalty: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  102. def getRepeatLastN: Int
    Definition Classes
    HasLlamaCppInferenceProperties
  103. def getRepeatPenalty: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  104. def getRopeFreqBase: Float
    Definition Classes
    HasLlamaCppModelProperties
  105. def getRopeFreqScale: Float
    Definition Classes
    HasLlamaCppModelProperties
  106. def getRopeScalingType: String
    Definition Classes
    HasLlamaCppModelProperties
  107. def getSamplers: Array[String]
    Definition Classes
    HasLlamaCppInferenceProperties
  108. def getSeed: Int
    Definition Classes
    HasLlamaCppInferenceProperties
  109. def getSplitMode: String
    Definition Classes
    HasLlamaCppModelProperties
  110. def getStopStrings: Array[String]
    Definition Classes
    HasLlamaCppInferenceProperties
  111. def getSystemPrompt: String
    Definition Classes
    MedicalLLM → HasLlamaCppModelProperties
  112. def getTemperature: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  113. def getTfsZ: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  114. def getTokenBias: Map[String, Float]
    Definition Classes
    HasLlamaCppInferenceProperties
  115. def getTokenIdBias: Map[Int, Float]
    Definition Classes
    HasLlamaCppInferenceProperties
  116. def getTopK: Int
    Definition Classes
    HasLlamaCppInferenceProperties
  117. def getTopP: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  118. def getTypicalP: Float
    Definition Classes
    HasLlamaCppInferenceProperties
  119. def getUseChatTemplate: Boolean
    Definition Classes
    HasLlamaCppInferenceProperties
  120. def getUseMlock: Boolean
    Definition Classes
    HasLlamaCppModelProperties
  121. def getUseMmap: Boolean
    Definition Classes
    HasLlamaCppModelProperties
  122. def getYarnAttnFactor: Float
    Definition Classes
    HasLlamaCppModelProperties
  123. def getYarnBetaFast: Float
    Definition Classes
    HasLlamaCppModelProperties
  124. def getYarnBetaSlow: Float
    Definition Classes
    HasLlamaCppModelProperties
  125. def getYarnExtFactor: Float
    Definition Classes
    HasLlamaCppModelProperties
  126. def getYarnOrigCtx: Int
    Definition Classes
    HasLlamaCppModelProperties
  127. val gpuSplitMode: Param[String]
    Definition Classes
    HasLlamaCppModelProperties
  128. val grammar: Param[String]
    Definition Classes
    HasLlamaCppInferenceProperties
  129. final def hasDefault[T](param: Param[T]): Boolean
    Definition Classes
    Params
  130. def hasParam(paramName: String): Boolean
    Definition Classes
    Params
  131. def hasParent: Boolean
    Definition Classes
    Model
  132. def hashCode(): Int
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  133. val ignoreEos: BooleanParam
    Definition Classes
    HasLlamaCppInferenceProperties
  134. def initializeLogIfNecessary(isInterpreter: Boolean, silent: Boolean): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  135. def initializeLogIfNecessary(isInterpreter: Boolean): Unit
    Attributes
    protected
    Definition Classes
    Logging
  136. val inputAnnotatorTypes: Array[AnnotatorType]
    Definition Classes
    AutoGGUFModel → HasInputAnnotationCols
  137. final val inputCols: StringArrayParam
    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  138. val inputPrefix: Param[String]
    Definition Classes
    HasLlamaCppInferenceProperties
  139. val inputSuffix: Param[String]
    Definition Classes
    HasLlamaCppInferenceProperties
  140. final def isDefined(param: Param[_]): Boolean
    Definition Classes
    Params
  141. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  142. final def isSet(param: Param[_]): Boolean
    Definition Classes
    Params
  143. def isTraceEnabled(): Boolean
    Attributes
    protected
    Definition Classes
    Logging
  144. val lazyAnnotator: BooleanParam
    Definition Classes
    CanBeLazy
  145. def log: Logger
    Attributes
    protected
    Definition Classes
    Logging
  146. def logDebug(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  147. def logDebug(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  148. def logError(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  149. def logError(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  150. def logInfo(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  151. def logInfo(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  152. def logName: String
    Attributes
    protected
    Definition Classes
    Logging
  153. def logTrace(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  154. def logTrace(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  155. val logVerbosity: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  156. def logWarning(msg: ⇒ String, throwable: Throwable): Unit
    Attributes
    protected
    Definition Classes
    Logging
  157. def logWarning(msg: ⇒ String): Unit
    Attributes
    protected
    Definition Classes
    Logging
  158. val logger: Logger
    Attributes
    protected
    Definition Classes
    HasLlamaCppModelProperties
  159. val mainGpu: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  160. val metadata: ProtectedParam[String]
    Definition Classes
    HasLlamaCppModelProperties
  161. val minKeep: IntParam
    Definition Classes
    HasLlamaCppInferenceProperties
  162. val minP: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  163. val miroStat: Param[String]
    Definition Classes
    HasLlamaCppInferenceProperties
  164. val miroStatEta: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  165. val miroStatTau: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  166. val modelDraft: Param[String]
    Definition Classes
    HasLlamaCppModelProperties
  167. def msgHelper(schema: StructType): String
    Attributes
    protected
    Definition Classes
    HasInputAnnotationCols
  168. val nBatch: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  169. val nCtx: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  170. val nDraft: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  171. val nGpuLayers: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  172. val nGpuLayersDraft: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  173. val nKeep: IntParam
    Definition Classes
    HasLlamaCppInferenceProperties
  174. val nPredict: IntParam
    Definition Classes
    HasLlamaCppInferenceProperties
  175. val nProbs: IntParam
    Definition Classes
    HasLlamaCppInferenceProperties
  176. val nThreads: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  177. val nThreadsBatch: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  178. val nUbatch: IntParam
    Definition Classes
    HasLlamaCppModelProperties
  179. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  180. val noKvOffload: BooleanParam
    Definition Classes
    HasLlamaCppModelProperties
  181. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  182. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  183. val numaStrategy: Param[String]
    Definition Classes
    HasLlamaCppModelProperties
  184. def onWrite(path: String, spark: SparkSession): Unit
    Definition Classes
    AutoGGUFModel → ParamsAndFeaturesWritable
  185. val optionalInputAnnotatorTypes: Array[String]
    Definition Classes
    HasInputAnnotationCols
  186. val outputAnnotatorType: AnnotatorType
    Definition Classes
    AutoGGUFModel → HasOutputAnnotatorType
  187. final val outputCol: Param[String]
    Attributes
    protected
    Definition Classes
    HasOutputAnnotationCol
  188. lazy val params: Array[Param[_]]
    Definition Classes
    Params
  189. var parent: Estimator[AutoGGUFModel]
    Definition Classes
    Model
  190. val penalizeNl: BooleanParam
    Definition Classes
    HasLlamaCppInferenceProperties
  191. val penaltyPrompt: Param[String]
    Definition Classes
    HasLlamaCppInferenceProperties
  192. val presencePenalty: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  193. val repeatLastN: IntParam
    Definition Classes
    HasLlamaCppInferenceProperties
  194. val repeatPenalty: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  195. val ropeFreqBase: FloatParam
    Definition Classes
    HasLlamaCppModelProperties
  196. val ropeFreqScale: FloatParam
    Definition Classes
    HasLlamaCppModelProperties
  197. val ropeScalingType: Param[String]
    Definition Classes
    HasLlamaCppModelProperties
  198. val samplers: StringArrayParam
    Definition Classes
    HasLlamaCppInferenceProperties
  199. def save(path: String): Unit
    Definition Classes
    MLWritable
    Annotations
    @Since( "1.6.0" ) @throws( ... )
  200. val seed: IntParam
    Definition Classes
    HasLlamaCppInferenceProperties
  201. def set[T](param: ProtectedParam[T], value: T): MedicalLLM.this.type
    Definition Classes
    HasProtectedParams
  202. def set[T](feature: StructFeature[T], value: T): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  203. def set[K, V](feature: MapFeature[K, V], value: Map[K, V]): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  204. def set[T](feature: SetFeature[T], value: Set[T]): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  205. def set[T](feature: ArrayFeature[T], value: Array[T]): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  206. final def set(paramPair: ParamPair[_]): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    Params
  207. final def set(param: String, value: Any): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    Params
  208. final def set[T](param: Param[T], value: T): MedicalLLM.this.type
    Definition Classes
    Params
  209. def setBatchSize(size: Int): MedicalLLM.this.type
    Definition Classes
    HasBatchedAnnotate
  210. def setCachePrompt(cachePrompt: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  211. def setChatTemplate(chatTemplate: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  212. def setDefault[T](feature: StructFeature[T], value: () ⇒ T): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  213. def setDefault[K, V](feature: MapFeature[K, V], value: () ⇒ Map[K, V]): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  214. def setDefault[T](feature: SetFeature[T], value: () ⇒ Set[T]): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  215. def setDefault[T](feature: ArrayFeature[T], value: () ⇒ Array[T]): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    HasFeatures
  216. final def setDefault(paramPairs: ParamPair[_]*): MedicalLLM.this.type
    Attributes
    protected
    Definition Classes
    Params
  217. final def setDefault[T](param: Param[T], value: T): MedicalLLM.this.type
    Attributes
    protected[org.apache.spark.ml]
    Definition Classes
    Params
  218. def setDefragmentationThreshold(defragThold: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  219. def setDisableLog(disableLog: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  220. def setDisableTokenIds(disableTokenIds: Array[Int]): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  221. def setDynamicTemperatureExponent(dynatempExponent: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  222. def setDynamicTemperatureRange(dynatempRange: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  223. def setFlashAttention(flashAttention: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  224. def setFrequencyPenalty(frequencyPenalty: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  225. def setGpuSplitMode(splitMode: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  226. def setGrammar(grammar: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  227. def setIgnoreEos(ignoreEos: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  228. final def setInputCols(value: String*): MedicalLLM.this.type
    Definition Classes
    HasInputAnnotationCols
  229. def setInputCols(value: Array[String]): MedicalLLM.this.type
    Definition Classes
    HasInputAnnotationCols
  230. def setInputPrefix(inputPrefix: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  231. def setInputSuffix(inputSuffix: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  232. def setLazyAnnotator(value: Boolean): MedicalLLM.this.type
    Definition Classes
    CanBeLazy
  233. def setLogVerbosity(logVerbosity: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  234. def setMainGpu(mainGpu: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  235. def setMetadata(metadata: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  236. def setMinKeep(minKeep: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  237. def setMinP(minP: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  238. def setMiroStat(mirostat: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  239. def setMiroStatEta(mirostatEta: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  240. def setMiroStatTau(mirostatTau: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  241. def setModelDraft(modelDraft: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  242. def setModelIfNotSet(spark: SparkSession, wrapper: GGUFWrapper): MedicalLLM.this.type
    Definition Classes
    AutoGGUFModel
  243. def setNBatch(nBatch: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  244. def setNCtx(nCtx: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  245. def setNDraft(nDraft: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  246. def setNGpuLayers(nGpuLayers: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  247. def setNGpuLayersDraft(nGpuLayersDraft: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  248. def setNKeep(nKeep: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  249. def setNParallel(nParallel: Int): MedicalLLM.this.type
    Definition Classes
    AutoGGUFModel
  250. def setNPredict(nPredict: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  251. def setNProbs(nProbs: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  252. def setNThreads(nThreads: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  253. def setNThreadsBatch(nThreadsBatch: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  254. def setNUbatch(nUbatch: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  255. def setNoKvOffload(noKvOffload: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  256. def setNumaStrategy(numa: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  257. final def setOutputCol(value: String): MedicalLLM.this.type
    Definition Classes
    HasOutputAnnotationCol
  258. def setParent(parent: Estimator[AutoGGUFModel]): AutoGGUFModel
    Definition Classes
    Model
  259. def setPenalizeNl(penalizeNl: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  260. def setPenaltyPrompt(penaltyPrompt: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  261. def setPresencePenalty(presencePenalty: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  262. def setRepeatLastN(repeatLastN: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  263. def setRepeatPenalty(repeatPenalty: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  264. def setRopeFreqBase(ropeFreqBase: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  265. def setRopeFreqScale(ropeFreqScale: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  266. def setRopeScalingType(ropeScalingType: String): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  267. def setSamplers(samplers: Array[String]): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  268. def setSeed(seed: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  269. def setStopStrings(stopStrings: Array[String]): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  270. def setSystemPrompt(systemPrompt: String): MedicalLLM.this.type
    Definition Classes
    MedicalLLM → HasLlamaCppModelProperties
  271. def setTemperature(temperature: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  272. def setTfsZ(tfsZ: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  273. def setTokenBias(tokenBias: HashMap[String, Double]): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  274. def setTokenBias(tokenBias: Map[String, Float]): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  275. def setTokenIdBias(tokenIdBias: HashMap[Integer, Double]): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  276. def setTokenIdBias(tokenIdBias: Map[Int, Float]): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  277. def setTopK(topK: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  278. def setTopP(topP: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  279. def setTypicalP(typicalP: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  280. def setUseChatTemplate(useChatTemplate: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppInferenceProperties
  281. def setUseMlock(useMlock: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  282. def setUseMmap(useMmap: Boolean): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  283. def setYarnAttnFactor(yarnAttnFactor: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  284. def setYarnBetaFast(yarnBetaFast: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  285. def setYarnBetaSlow(yarnBetaSlow: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  286. def setYarnExtFactor(yarnExtFactor: Float): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  287. def setYarnOrigCtx(yarnOrigCtx: Int): MedicalLLM.this.type
    Definition Classes
    HasLlamaCppModelProperties
  288. val stopStrings: StringArrayParam
    Definition Classes
    HasLlamaCppInferenceProperties
  289. final def synchronized[T0](arg0: ⇒ T0): T0
    Definition Classes
    AnyRef
  290. val systemPrompt: Param[String]
    Definition Classes
    HasLlamaCppModelProperties
  291. val temperature: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  292. val tfsZ: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  293. def toString(): String
    Definition Classes
    Identifiable → AnyRef → Any
  294. val tokenBias: StructFeature[Map[String, Float]]
    Definition Classes
    HasLlamaCppInferenceProperties
  295. val tokenIdBias: StructFeature[Map[Int, Float]]
    Definition Classes
    HasLlamaCppInferenceProperties
  296. val topK: IntParam
    Definition Classes
    HasLlamaCppInferenceProperties
  297. val topP: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  298. final def transform(dataset: Dataset[_]): DataFrame
    Definition Classes
    AnnotatorModel → Transformer
  299. def transform(dataset: Dataset[_], paramMap: ParamMap): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" )
  300. def transform(dataset: Dataset[_], firstParamPair: ParamPair[_], otherParamPairs: ParamPair[_]*): DataFrame
    Definition Classes
    Transformer
    Annotations
    @Since( "2.0.0" ) @varargs()
  301. final def transformSchema(schema: StructType): StructType
    Definition Classes
    RawAnnotator → PipelineStage
  302. def transformSchema(schema: StructType, logging: Boolean): StructType
    Attributes
    protected
    Definition Classes
    PipelineStage
    Annotations
    @DeveloperApi()
  303. val typicalP: FloatParam
    Definition Classes
    HasLlamaCppInferenceProperties
  304. val uid: String
    Definition Classes
    MedicalLLM → AutoGGUFModel → Identifiable
  305. val useChatTemplate: BooleanParam
    Definition Classes
    HasLlamaCppInferenceProperties
  306. val useMlock: BooleanParam
    Definition Classes
    HasLlamaCppModelProperties
  307. val useMmap: BooleanParam
    Definition Classes
    HasLlamaCppModelProperties
  308. def validate(schema: StructType): Boolean
    Attributes
    protected
    Definition Classes
    RawAnnotator
  309. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  310. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... )
  311. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws( ... ) @native()
  312. def wrapColumnMetadata(col: Column): Column
    Attributes
    protected
    Definition Classes
    RawAnnotator
  313. def write: MLWriter
    Definition Classes
    ParamsAndFeaturesWritable → DefaultParamsWritable → MLWritable
  314. val yarnAttnFactor: FloatParam
    Definition Classes
    HasLlamaCppModelProperties
  315. val yarnBetaFast: FloatParam
    Definition Classes
    HasLlamaCppModelProperties
  316. val yarnBetaSlow: FloatParam
    Definition Classes
    HasLlamaCppModelProperties
  317. val yarnExtFactor: FloatParam
    Definition Classes
    HasLlamaCppModelProperties
  318. val yarnOrigCtx: IntParam
    Definition Classes
    HasLlamaCppModelProperties

Inherited from CheckLicense

Inherited from AutoGGUFModel

Inherited from HasProtectedParams

Inherited from HasLlamaCppInferenceProperties

Inherited from HasLlamaCppModelProperties

Inherited from HasEngine

Inherited from HasBatchedAnnotate[AutoGGUFModel]

Inherited from AnnotatorModel[AutoGGUFModel]

Inherited from CanBeLazy

Inherited from RawAnnotator[AutoGGUFModel]

Inherited from HasOutputAnnotationCol

Inherited from HasInputAnnotationCols

Inherited from HasOutputAnnotatorType

Inherited from ParamsAndFeaturesWritable

Inherited from HasFeatures

Inherited from DefaultParamsWritable

Inherited from MLWritable

Inherited from Model[AutoGGUFModel]

Inherited from Transformer

Inherited from PipelineStage

Inherited from Logging

Inherited from Params

Inherited from Serializable

Inherited from Serializable

Inherited from Identifiable

Inherited from AnyRef

Inherited from Any

Ungrouped