package ai
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Type Members
- class DeBerta extends Serializable
-
class
OpenAICompletion extends AnnotatorModel[OpenAICompletion] with HasSimpleAnnotate[OpenAICompletion]
Transformer that makes a request for OpenAI Completion API for each executor.
Transformer that makes a request for OpenAI Completion API for each executor.
- See also
OpenAI API Doc for reference
Example
import spark.implicits._ import com.johnsnowlabs.nlp.base.DocumentAssembler import com.johnsnowlabs.ml.ai.OpenAICompletion import org.apache.spark.ml.Pipeline val documentAssembler = new DocumentAssembler() .setInputCol("text") .setOutputCol("document") val openAICompletion = new OpenAICompletion() .setInputCols("document") .setOutputCol("completion") .setModel("text-davinci-003") .setMaxTokens(50) val pipeline = new Pipeline().setStages(Array( documentAssembler, openAICompletion )) val promptDF = Seq( "Generate a restaurant review.", "Write a review for a local eatery.", "Create a JSON with a review of a dining experience.").toDS.toDF("text") val completionDF = pipeline.fit(promptDF).transform(promptDF) completionDF.select("completion").show(false) +--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ |completion | +--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+ |[{document, 0, 258, \n\nI had the pleasure of dining at La Fiorita recently, and it was a truly delightful experience! The menu boasted a wonderful selection of classic Italian dishes, all exquisitely prepared and presented. The service staff was friendly and attentive and really, {}, []}]| |[{document, 0, 227, \n\nI recently visited Barbecue Joe's for dinner and it was amazing! The menu had so many items to choose from including pulled pork, smoked turkey, brisket, pork ribs, and sandwiches. I opted for the pulled pork sandwich and let, {}, []}] | |[{document, 0, 172, \n\n{ \n "review": { \n "overallRating": 4, \n "reviewBody": "I enjoyed my meal at this restaurant. The food was flavourful, well-prepared and beautifully presented., {}, []}] | +--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------+
-
class
OpenAIEmbeddings extends AnnotatorModel[OpenAICompletion] with HasSimpleAnnotate[OpenAICompletion]
Transformer that makes a request for OpenAI Embeddings API for each executor.
Transformer that makes a request for OpenAI Embeddings API for each executor.
- See also
OpenAI API Doc for reference
Example
import spark.implicits._ import com.johnsnowlabs.nlp.base.DocumentAssembler import com.johnsnowlabs.ml.ai.OpenAIEmbeddings import org.apache.spark.ml.Pipeline val documentAssembler = new DocumentAssembler() .setInputCol("text") .setOutputCol("document") val openAIEmbeddings = new OpenAICompletion() .setInputCols("document") .setOutputCol("embeddings") .setModel("text-embedding-ada-002") val pipeline = new Pipeline().setStages(Array( documentAssembler, openAIEmbeddings )) val inputDF = Seq( "The food was delicious and the waiter...").toDS.toDF("text") val embeddingsDF = pipeline.fit(inputDF).transform(inputDF) embeddingsDF.select("embeddings").show(false) 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Value Members
- object MergeTokenStrategy