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chore: Wrap OpenAIDefaults for Python #2327

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Original file line number Diff line number Diff line change
@@ -0,0 +1,60 @@
# Copyright (C) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See LICENSE in project root for information.

import sys

if sys.version >= "3":
basestring = str

import pyspark
from pyspark import SparkContext


def getOption(opt):
if opt.isDefined():
return opt.get()
else:
return None


class OpenAIDefaults:
def __init__(self):
self.defaults = (
SparkContext.getOrCreate()._jvm.com.microsoft.azure.synapse.ml.services.openai.OpenAIDefaults
)

def set_deployment_name(self, name):
self.defaults.setDeploymentName(name)

def get_deployment_name(self):
return getOption(self.defaults.getDeploymentName())

def reset_deployment_name(self):
self.defaults.resetDeploymentName()

def set_subscription_key(self, key):
self.defaults.setSubscriptionKey(key)

def get_subscription_key(self):
return getOption(self.defaults.getSubscriptionKey())

def reset_subscription_key(self):
self.defaults.resetSubscriptionKey()

def set_temperature(self, temp):
self.defaults.setTemperature(float(temp))

def get_temperature(self):
return getOption(self.defaults.getTemperature())

def reset_temperature(self):
self.defaults.resetTemperature()

def set_URL(self, URL):
self.defaults.setURL(URL)

def get_URL(self):
return getOption(self.defaults.getURL())

def reset_URL(self):
self.defaults.resetURL()
Empty file.
Original file line number Diff line number Diff line change
Expand Up @@ -5,17 +5,61 @@ package com.microsoft.azure.synapse.ml.services.openai

import com.microsoft.azure.synapse.ml.param.GlobalParams
import com.microsoft.azure.synapse.ml.services.OpenAISubscriptionKey
import com.microsoft.azure.synapse.ml.io.http.URLKey

object OpenAIDefaults {
def setDeploymentName(v: String): Unit = {
GlobalParams.setGlobalParam(OpenAIDeploymentNameKey, Left(v))
}

def getDeploymentName: Option[String] = {
extractLeft(GlobalParams.getGlobalParam(OpenAIDeploymentNameKey))
}

def resetDeploymentName(): Unit = {
GlobalParams.resetGlobalParam(OpenAIDeploymentNameKey)
}

def setSubscriptionKey(v: String): Unit = {
GlobalParams.setGlobalParam(OpenAISubscriptionKey, Left(v))
}

def getSubscriptionKey: Option[String] = {
extractLeft(GlobalParams.getGlobalParam(OpenAISubscriptionKey))
}

def resetSubscriptionKey(): Unit = {
GlobalParams.resetGlobalParam(OpenAISubscriptionKey)
}

def setTemperature(v: Double): Unit = {
GlobalParams.setGlobalParam(OpenAITemperatureKey, Left(v))
}

def getTemperature: Option[Double] = {
extractLeft(GlobalParams.getGlobalParam(OpenAITemperatureKey))
}

def resetTemperature(): Unit = {
GlobalParams.resetGlobalParam(OpenAITemperatureKey)
}

def setURL(v: String): Unit = {
GlobalParams.setGlobalParam(URLKey, v)
}

def getURL: Option[String] = {
GlobalParams.getGlobalParam(URLKey)
}

def resetURL(): Unit = {
GlobalParams.resetGlobalParam(URLKey)
}

private def extractLeft[T](optEither: Option[Either[T, String]]): Option[T] = {
optEither match {
case Some(Left(v)) => Some(v)
case _ => None
}
}
}
Original file line number Diff line number Diff line change
@@ -0,0 +1,104 @@
# Copyright (C) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See LICENSE in project root for information.

from synapse.ml.services.openai.OpenAIDefaults import OpenAIDefaults
from synapse.ml.services.openai.OpenAIPrompt import OpenAIPrompt
import unittest, os, json, subprocess
from pyspark.sql import SQLContext
from pyspark.sql.functions import col


from synapse.ml.core.init_spark import *

spark = init_spark()
sc = SQLContext(spark.sparkContext)


class TestOpenAIDefaults(unittest.TestCase):
def test_setters_and_getters(self):
defaults = OpenAIDefaults()

defaults.set_deployment_name("Bing Bong")
defaults.set_subscription_key("SubKey")
defaults.set_temperature(0.05)
defaults.set_URL("Test URL")

self.assertEqual(defaults.get_deployment_name(), "Bing Bong")
self.assertEqual(defaults.get_subscription_key(), "SubKey")
self.assertEqual(defaults.get_temperature(), 0.05)
self.assertEqual(defaults.get_URL(), "Test URL")

def test_resetters(self):
defaults = OpenAIDefaults()

defaults.set_deployment_name("Bing Bong")
defaults.set_subscription_key("SubKey")
defaults.set_temperature(0.05)
defaults.set_URL("Test URL")

self.assertEqual(defaults.get_deployment_name(), "Bing Bong")
self.assertEqual(defaults.get_subscription_key(), "SubKey")
self.assertEqual(defaults.get_temperature(), 0.05)
self.assertEqual(defaults.get_URL(), "Test URL")

defaults.reset_deployment_name()
defaults.reset_subscription_key()
defaults.reset_temperature()
defaults.reset_URL()

self.assertEqual(defaults.get_deployment_name(), None)
self.assertEqual(defaults.get_subscription_key(), None)
self.assertEqual(defaults.get_temperature(), None)
self.assertEqual(defaults.get_URL(), None)

def test_two_defaults(self):
defaults = OpenAIDefaults()

defaults.set_deployment_name("Bing Bong")
self.assertEqual(defaults.get_deployment_name(), "Bing Bong")

defaults2 = OpenAIDefaults()
defaults.set_deployment_name("Bing Bong")
defaults2.set_deployment_name("Vamos")
self.assertEqual(defaults.get_deployment_name(), "Vamos")

defaults2.set_deployment_name("Test 2")
defaults.set_deployment_name("Test 1")
self.assertEqual(defaults.get_deployment_name(), "Test 1")

def test_prompt_w_defaults(self):

secretJson = subprocess.check_output(
"az keyvault secret show --vault-name mmlspark-build-keys --name openai-api-key-2",
shell=True,
)
openai_api_key = json.loads(secretJson)["value"]

df = spark.createDataFrame(
[
("apple", "fruits"),
("mercedes", "cars"),
("cake", "dishes"),
],
["text", "category"],
)

defaults = OpenAIDefaults()
defaults.set_deployment_name("gpt-35-turbo-0125")
defaults.set_subscription_key(openai_api_key)
defaults.set_temperature(0.05)
defaults.set_URL("https://synapseml-openai-2.openai.azure.com/")

prompt = OpenAIPrompt()
prompt = prompt.setOutputCol("outParsed")
prompt = prompt.setPromptTemplate(
"Complete this comma separated list of 5 {category}: {text}, "
)
results = prompt.transform(df)
results.select("outParsed").show(truncate=False)
nonNullCount = results.filter(col("outParsed").isNotNull()).count()
assert nonNullCount == 3


if __name__ == "__main__":
result = unittest.main()
Original file line number Diff line number Diff line change
Expand Up @@ -10,13 +10,7 @@ class OpenAIDefaultsSuite extends Flaky with OpenAIAPIKey {

import spark.implicits._

OpenAIDefaults.setDeploymentName(deploymentName)
OpenAIDefaults.setSubscriptionKey(openAIAPIKey)
OpenAIDefaults.setTemperature(0.05)


def promptCompletion: OpenAICompletion = new OpenAICompletion()
.setCustomServiceName(openAIServiceName)
.setMaxTokens(200)
.setOutputCol("out")
.setPromptCol("prompt")
Expand All @@ -28,14 +22,18 @@ class OpenAIDefaultsSuite extends Flaky with OpenAIAPIKey {
).toDF("prompt")

test("Completion w Globals") {
OpenAIDefaults.setDeploymentName(deploymentName)
OpenAIDefaults.setSubscriptionKey(openAIAPIKey)
OpenAIDefaults.setTemperature(0.05)
OpenAIDefaults.setURL(s"https://$openAIServiceName.openai.azure.com/")

val fromRow = CompletionResponse.makeFromRowConverter
promptCompletion.transform(promptDF).collect().foreach(r =>
fromRow(r.getAs[Row]("out")).choices.foreach(c =>
assert(c.text.length > 10)))
}

lazy val prompt: OpenAIPrompt = new OpenAIPrompt()
.setCustomServiceName(openAIServiceName)
.setOutputCol("outParsed")

lazy val df: DataFrame = Seq(
Expand All @@ -46,6 +44,11 @@ class OpenAIDefaultsSuite extends Flaky with OpenAIAPIKey {
).toDF("text", "category")

test("OpenAIPrompt w Globals") {
OpenAIDefaults.setDeploymentName(deploymentName)
OpenAIDefaults.setSubscriptionKey(openAIAPIKey)
OpenAIDefaults.setTemperature(0.05)
OpenAIDefaults.setURL(s"https://$openAIServiceName.openai.azure.com/")

val nonNullCount = prompt
.setPromptTemplate("here is a comma separated list of 5 {category}: {text}, ")
.setPostProcessing("csv")
Expand All @@ -55,11 +58,38 @@ class OpenAIDefaultsSuite extends Flaky with OpenAIAPIKey {
.count(r => Option(r.getSeq[String](0)).isDefined)

assert(nonNullCount == 3)
}

test("OpenAIPrompt Check Params") {
assert(prompt.getDeploymentName == deploymentName)
assert(prompt.getSubscriptionKey == openAIAPIKey)
assert(prompt.getTemperature == 0.05)
}

test("Test Getters") {
OpenAIDefaults.setDeploymentName(deploymentName)
OpenAIDefaults.setSubscriptionKey(openAIAPIKey)
OpenAIDefaults.setTemperature(0.05)
OpenAIDefaults.setURL(s"https://$openAIServiceName.openai.azure.com/")

assert(OpenAIDefaults.getDeploymentName.contains(deploymentName))
assert(OpenAIDefaults.getSubscriptionKey.contains(openAIAPIKey))
assert(OpenAIDefaults.getTemperature.contains(0.05))
assert(OpenAIDefaults.getURL.contains(s"https://$openAIServiceName.openai.azure.com/"))
}

test("Test Resetters") {
OpenAIDefaults.setDeploymentName(deploymentName)
OpenAIDefaults.setSubscriptionKey(openAIAPIKey)
OpenAIDefaults.setTemperature(0.05)
OpenAIDefaults.setURL(s"https://$openAIServiceName.openai.azure.com/")

OpenAIDefaults.resetDeploymentName()
OpenAIDefaults.resetSubscriptionKey()
OpenAIDefaults.resetTemperature()
OpenAIDefaults.resetURL()

assert(OpenAIDefaults.getDeploymentName.isEmpty)
assert(OpenAIDefaults.getSubscriptionKey.isEmpty)
assert(OpenAIDefaults.getTemperature.isEmpty)
assert(OpenAIDefaults.getURL.isEmpty)
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -7,7 +7,7 @@ import com.microsoft.azure.synapse.ml.codegen.Wrappable
import com.microsoft.azure.synapse.ml.core.contracts.{HasInputCol, HasOutputCol}
import com.microsoft.azure.synapse.ml.io.http.HandlingUtils.HandlerFunc
import com.microsoft.azure.synapse.ml.logging.{FeatureNames, SynapseMLLogging}
import com.microsoft.azure.synapse.ml.param.UDFParam
import com.microsoft.azure.synapse.ml.param.{GlobalKey, GlobalParams, UDFParam}
import org.apache.http.impl.client.CloseableHttpClient
import org.apache.spark.injections.UDFUtils
import org.apache.spark.ml.param._
Expand Down Expand Up @@ -76,10 +76,14 @@ trait ConcurrencyParams extends Wrappable {
setDefault(concurrency -> 1, timeout -> 60.0)
}

case object URLKey extends GlobalKey[String]

trait HasURL extends Params {

val url: Param[String] = new Param[String](this, "url", "Url of the service")

GlobalParams.registerParam(url, URLKey)

/** @group getParam */
def getUrl: String = $(url)

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -18,10 +18,14 @@ object GlobalParams {
GlobalParams(key) = value
}

private def getGlobalParam[T](key: GlobalKey[T]): Option[T] = {
def getGlobalParam[T](key: GlobalKey[T]): Option[T] = {
GlobalParams.get(key.asInstanceOf[GlobalKey[Any]]).map(_.asInstanceOf[T])
}

def resetGlobalParam[T](key: GlobalKey[T]): Unit = {
GlobalParams -= key
}

def getParam[T](p: Param[T]): Option[T] = {
ParamToKeyMap.get(p).flatMap { key =>
key match {
Expand Down
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