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mhamilton723 authored Oct 26, 2021
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3 changes: 3 additions & 0 deletions CODEOWNERS
Validating CODEOWNERS rules …
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Expand Up @@ -26,3 +26,6 @@ cyber/ @rolevin

#Jason's Areas
explainers/ @memoryz

#Serena's Areas
website/ @serenaruan
4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -258,7 +258,7 @@ VM](docs/gpu-setup.md).
### Building from source

SynapseML has recently transitioned to a new build infrastructure.
For detailed developer docs please see the [Developer Readme](docs/developer-readme.md)
For detailed developer docs please see the [Developer Readme](website/docs/reference/developer-readme.md)

If you are an existing synapsemldeveloper, you will need to reconfigure your
development setup. We now support platform independent development and
Expand All @@ -268,7 +268,7 @@ better integrate with intellij and SBT.
### R (Beta)

To try out SynapseML using the R autogenerated wrappers [see our
instructions](docs/R-setup.md). Note: This feature is still under development
instructions](website/docs/reference/R-setup.md). Note: This feature is still under development
and some necessary custom wrappers may be missing.

## Papers
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Expand Up @@ -77,7 +77,7 @@ val isolationForest = (new IsolationForest()
</Tabs>

<DocTable className="CleanMissingData"
py="mmlspark.isolationforest.html#module-mmlspark.isolationforest.IsolationForest"
py="synapse.ml.isolationforest.html#module-synapse.ml.isolationforest.IsolationForest"
scala="com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala" />

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4 changes: 2 additions & 2 deletions website/docs/documentation/estimators/core/_NN.md
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Expand Up @@ -61,7 +61,7 @@ val cknn = (new ConditionalKNN()
</Tabs>

<DocTable className="ConditionalKNN"
py="mmlspark.nn.html#module-mmlspark.nn.ConditionalKNN"
py="synapse.ml.nn.html#module-synapse.ml.nn.ConditionalKNN"
scala="com/microsoft/azure/synapse/ml/nn/ConditionalKNN.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/nn/ConditionalKNN.scala" />

Expand Down Expand Up @@ -100,7 +100,7 @@ val knn = (new KNN()
</Tabs>

<DocTable className="KNN"
py="mmlspark.nn.html#module-mmlspark.nn.KNN"
py="synapse.ml.nn.html#module-synapse.ml.nn.KNN"
scala="com/microsoft/azure/synapse/ml/nn/KNN.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/nn/KNN.scala" />

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10 changes: 5 additions & 5 deletions website/docs/documentation/estimators/core/_Recommendation.md
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Expand Up @@ -217,19 +217,19 @@ display(tvRecommendationSplit.fit(transformedDf).transform(transformedDf))
</Tabs>

<DocTable className="RecommendationIndexer"
py="mmlspark.recommendation.html#module-mmlspark.recommendation.RecommendationIndexer"
py="synapse.ml.recommendation.html#module-synapse.ml.recommendation.RecommendationIndexer"
scala="com/microsoft/azure/synapse/ml/recommendation/RecommendationIndexer.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RecommendationIndexer.scala" />
<DocTable className="RankingEvaluator"
py="mmlspark.recommendation.html#module-mmlspark.recommendation.RankingEvaluator"
py="synapse.ml.recommendation.html#module-synapse.ml.recommendation.RankingEvaluator"
scala="com/microsoft/azure/synapse/ml/recommendation/RankingEvaluator.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RankingEvaluator.scala" />
<DocTable className="RankingAdapter"
py="mmlspark.recommendation.html#module-mmlspark.recommendation.RankingAdapter"
py="synapse.ml.recommendation.html#module-synapse.ml.recommendation.RankingAdapter"
scala="com/microsoft/azure/synapse/ml/recommendation/RankingAdapter.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RankingAdapter.scala" />
<DocTable className="RankingTrainValidationSplit"
py="mmlspark.recommendation.html#module-mmlspark.recommendation.RankingTrainValidationSplit"
py="synapse.ml.recommendation.html#module-synapse.ml.recommendation.RankingTrainValidationSplit"
scala="com/microsoft/azure/synapse/ml/recommendation/RankingTrainValidationSplit.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/RankingTrainValidationSplit.scala" />

Expand Down Expand Up @@ -384,7 +384,7 @@ display(adapter.fit(res1).transform(res1))
</Tabs>

<DocTable className="SAR"
py="mmlspark.recommendation.html#module-mmlspark.recommendation.SAR"
py="synapse.ml.recommendation.html#module-synapse.ml.recommendation.SAR"
scala="com/microsoft/azure/synapse/ml/recommendation/SAR.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/recommendation/SAR.scala" />

4 changes: 2 additions & 2 deletions website/docs/documentation/estimators/core/_Train.md
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Expand Up @@ -97,7 +97,7 @@ display(tc.fit(df).transform(df))
</Tabs>

<DocTable className="TrainClassifier"
py="mmlspark.train.html#module-mmlspark.train.TrainClassifier"
py="synapse.ml.train.html#module-synapse.ml.train.TrainClassifier"
scala="com/microsoft/azure/synapse/ml/train/TrainClassifier.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainClassifier.scala" />

Expand Down Expand Up @@ -179,7 +179,7 @@ display(trainRegressor.fit(dataset).transform(dataset))
</Tabs>

<DocTable className="TrainRegressor"
py="mmlspark.train.html#module-mmlspark.train.TrainRegressor"
py="synapse.ml.train.html#module-synapse.ml.train.TrainRegressor"
scala="com/microsoft/azure/synapse/ml/train/TrainRegressor.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainRegressor.scala" />

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4 changes: 2 additions & 2 deletions website/docs/documentation/transformers/_OpenCV.md
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Expand Up @@ -73,7 +73,7 @@ display(it.transform(images))
</Tabs>

<DocTable className="ImageTransformer"
py="mmlspark.opencv.html#module-mmlspark.opencv.ImageTransformer"
py="synapse.ml.opencv.html#module-synapse.ml.opencv.ImageTransformer"
scala="com/microsoft/azure/synapse/ml/opencv/ImageTransformer.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/opencv/src/main/scala/com/microsoft/azure/synapse/ml/opencv/ImageTransformer.scala" />

Expand Down Expand Up @@ -129,7 +129,7 @@ display(isa.transform(images))
</Tabs>

<DocTable className="ImageSetAugmenter"
py="mmlspark.opencv.html#module-mmlspark.opencv.ImageSetAugmenter"
py="synapse.ml.opencv.html#module-synapse.ml.opencv.ImageSetAugmenter"
scala="com/microsoft/azure/synapse/ml/opencv/ImageSetAugmenter.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/opencv/src/main/scala/com/microsoft/azure/synapse/ml/opencv/ImageSetAugmenter.scala" />

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2 changes: 1 addition & 1 deletion website/docs/documentation/transformers/_VW.md
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Expand Up @@ -237,7 +237,7 @@ display(interactions.transform(df))
</Tabs>

<DocTable className="VowpalWabbitInteractions"
py="mmlspark.vw.html#module-mmlspark.vw.VowpalWabbitInteractions"
py="synapse.ml.vw.html#module-synapse.ml.vw.VowpalWabbitInteractions"
scala="com/microsoft/azure/synapse/ml/vw/VowpalWabbitInteractions.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitInteractions.scala" />

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Expand Up @@ -217,7 +217,7 @@ display(da.transform(df))
</Tabs>

<DocTable className="DetectAnomalies"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.DetectAnomalies"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.DetectAnomalies"
scala="com/microsoft/azure/synapse/ml/cognitive/DetectAnomalies.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AnomalyDetection.scala" />

Expand Down Expand Up @@ -323,6 +323,6 @@ display(sda.transform(df))
</Tabs>

<DocTable className="SimpleDetectAnomalies"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.SimpleDetectAnomalies"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.SimpleDetectAnomalies"
scala="com/microsoft/azure/synapse/ml/cognitive/SimpleDetectAnomalies.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/AnomalyDetection.scala" />
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Expand Up @@ -83,7 +83,7 @@ display(ocr.transform(df))
</Tabs>

<DocTable className="OCR"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.OCR"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.OCR"
scala="com/microsoft/azure/synapse/ml/cognitive/OCR.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

Expand Down Expand Up @@ -153,7 +153,7 @@ display(ai.transform(df).select("url", "features"))
</Tabs>

<DocTable className="AnalyzeImage"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.AnalyzeImage"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.AnalyzeImage"
scala="com/microsoft/azure/synapse/ml/cognitive/AnalyzeImage.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

Expand Down Expand Up @@ -220,7 +220,7 @@ display(rt.transform(df))
</Tabs>

<DocTable className="RecognizeText"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.RecognizeText"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.RecognizeText"
scala="com/microsoft/azure/synapse/ml/cognitive/RecognizeText.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

Expand Down Expand Up @@ -285,7 +285,7 @@ display(ri.transform(df))
</Tabs>

<DocTable className="ReadImage"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.ReadImage"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.ReadImage"
scala="com/microsoft/azure/synapse/ml/cognitive/ReadImage.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

Expand Down Expand Up @@ -346,7 +346,7 @@ display(celeb.transform(df))
</Tabs>

<DocTable className="RecognizeDomainSpecificContent"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.RecognizeDomainSpecificContent"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.RecognizeDomainSpecificContent"
scala="com/microsoft/azure/synapse/ml/cognitive/RecognizeDomainSpecificContent.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

Expand Down Expand Up @@ -411,7 +411,7 @@ display(gt.transform(df))
</Tabs>

<DocTable className="GenerateThumbnails"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.GenerateThumbnails"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.GenerateThumbnails"
scala="com/microsoft/azure/synapse/ml/cognitive/GenerateThumbnails.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

Expand Down Expand Up @@ -470,7 +470,7 @@ display(ti.transform(df))
</Tabs>

<DocTable className="TagImage"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.TagImage"
py="synapse.ml.cognitive.html#module-mmlspark.cognitive.TagImage"
scala="com/microsoft/azure/synapse/ml/cognitive/TagImage.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

Expand Down Expand Up @@ -531,7 +531,7 @@ display(di.transform(df))
</Tabs>

<DocTable className="DescribeImage"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.DescribeImage"
py="synapse.ml.cognitive.html#module-mmlspark.cognitive.DescribeImage"
scala="com/microsoft/azure/synapse/ml/cognitive/DescribeImage.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala" />

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10 changes: 5 additions & 5 deletions website/docs/documentation/transformers/cognitive/_Face.md
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Expand Up @@ -89,7 +89,7 @@ display(face.transform(df))
</Tabs>

<DocTable className="DetectFace"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.DetectFace"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.DetectFace"
scala="com/microsoft/azure/synapse/ml/cognitive/DetectFace.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/Face.scala" />

Expand Down Expand Up @@ -179,7 +179,7 @@ display(findSimilar.transform(faceIdDF))
</Tabs>

<DocTable className="FindSimilarFace"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.FindSimilarFace"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.FindSimilarFace"
scala="com/microsoft/azure/synapse/ml/cognitive/FindSimilarFace.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/Face.scala" />

Expand Down Expand Up @@ -267,7 +267,7 @@ display(group.transform(faceIdDF))
</Tabs>

<DocTable className="GroupFaces"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.GroupFaces"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.GroupFaces"
scala="com/microsoft/azure/synapse/ml/cognitive/GroupFaces.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/Face.scala" />

Expand Down Expand Up @@ -320,7 +320,7 @@ val identifyFaces = (new IdentifyFaces()
</Tabs>

<DocTable className="IdentifyFaces"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.IdentifyFaces"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.IdentifyFaces"
scala="com/microsoft/azure/synapse/ml/cognitive/IdentifyFaces.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/Face.scala" />

Expand Down Expand Up @@ -411,7 +411,7 @@ display(verify.transform(faceIdDF2))
</Tabs>

<DocTable className="VerifyFaces"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.VerifyFaces"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.VerifyFaces"
scala="com/microsoft/azure/synapse/ml/cognitive/VerifyFaces.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/Face.scala" />

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Expand Up @@ -477,7 +477,7 @@ display(getCustomModel.transform(emptyDf))
</Tabs>

<DocTable className="GetCustomModel"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.GetCustomModel"
py="synapse.ml.cognitive.html#module-mmlspark.cognitive.GetCustomModel"
scala="com/microsoft/azure/synapse/ml/cognitive/GetCustomModel.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormRecognizer.scala" />

Expand Down Expand Up @@ -537,7 +537,7 @@ display(listCustomModels.transform(emptyDf))
</Tabs>

<DocTable className="ListCustomModels"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.ListCustomModels"
py="synapse.ml.cognitive.html#module-mmlspark.cognitive.ListCustomModels"
scala="com/microsoft/azure/synapse/ml/cognitive/ListCustomModels.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormRecognizer.scala" />

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Expand Up @@ -84,7 +84,7 @@ display(entity.transform(df))
</Tabs>

<DocTable className="EntityDetector"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.EntityDetector"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.EntityDetector"
scala="com/microsoft/azure/synapse/ml/cognitive/EntityDetector.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala" />

Expand Down Expand Up @@ -149,7 +149,7 @@ display(keyPhrase.transform(df))
</Tabs>

<DocTable className="KeyPhraseExtractor"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.KeyPhraseExtractor"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.KeyPhraseExtractor"
scala="com/microsoft/azure/synapse/ml/cognitive/KeyPhraseExtractor.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala" />

Expand Down Expand Up @@ -216,7 +216,7 @@ display(language.transform(df))
</Tabs>

<DocTable className="LanguageDetector"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.LanguageDetector"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.LanguageDetector"
scala="com/microsoft/azure/synapse/ml/cognitive/LanguageDetector.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala" />

Expand Down Expand Up @@ -278,7 +278,7 @@ display(ner.transform(df)
</Tabs>

<DocTable className="NER"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.NER"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.NER"
scala="com/microsoft/azure/synapse/ml/cognitive/NER.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala" />

Expand Down Expand Up @@ -343,7 +343,7 @@ display(pii.transform(df))
</Tabs>

<DocTable className="PII"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.TextSentiment"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.TextSentiment"
scala="com/microsoft/azure/synapse/ml/cognitive/TextSentiment.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala" />

Expand Down Expand Up @@ -413,7 +413,7 @@ display(sentiment.transform(df))
</Tabs>

<DocTable className="TextSentiment"
py="mmlspark.cognitive.html#module-mmlspark.cognitive.TextSentiment"
py="synapse.ml.cognitive.html#module-synapse.ml.cognitive.TextSentiment"
scala="com/microsoft/azure/synapse/ml/cognitive/TextSentiment.html"
sourceLink="https://github.com/microsoft/SynapseML/blob/master/cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala" />

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