sparknlp.annotator.openai.openai_embeddings#

Contains classes for OpenAIEmbeddings.

Module Contents#

Classes#

OpenAIEmbeddings

Transformer that makes a request for OpenAI Embeddings API for each executor.
class OpenAIEmbeddings(classname='com.johnsnowlabs.ml.ai.OpenAIEmbeddings', java_model=None)[source]#

Transformer that makes a request for OpenAI Embeddings API for each executor.

See OpenAI API Doc: https://platform.openai.com/docs/api-reference/embeddings/create for reference

Input Annotation types

Output Annotation type

DOCUMENT

SENTENCE_EMBEDDINGS
Parameters:
model

ID of the OpenAI model to use.

user

A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse.

Examples

>>> import sparknlp
>>> from sparknlp.base import *
>>> from sparknlp.annotator import *
>>> from sparknlp.common import *
>>> from pyspark.ml import Pipeline

>>> documentAssembler = DocumentAssembler() \
...     .setInputCol("text") \
...     .setOutputCol("document")
>>> openai_embeddings = OpenAIEmbeddings() \
...     .setInputCols("document") \
...     .setOutputCol("embeddings") \
...     .setModel("text-embedding-ada-002")
>>> pipeline = Pipeline().setStages([
...     documentAssembler,
...     openai_embeddings
... ])
>>> empty_df = spark.createDataFrame([[""]], ["text"])
>>> sample_text= [["The food was delicious and the waiter..."]]
>>> sample_df = spark.createDataFrame(sample_text).toDF("text")
>>> sample_df.select("embeddings").show()
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setModel(value)[source]#

Sets model ID of the OpenAI model to use

Parameters:
valuestr

ID of the OpenAI model to use

setUser(value)[source]#

Sets a unique identifier representing your end-user

Parameters:
valuestr

A unique identifier representing your end-user, which can help OpenAI to monitor and detect abuse.