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Simple and Distributed Machine Learning

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### SynapseML version Fabric 1.3 (com.microsoft.azure.synapse.ml.powerbi.measure.PBIMeasurePartitionReader) SynapseML '1.0.8-spark3.5' ### System information - **Language version** python 3.11, scala 2.12 - **Spark Version** 3.5 - **Spark Platform** Fabric Runtime 1.3 ### Describe...

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As shown in the image, the `LightGBMClassifier` has a `repartitionByGroupingColumn` argument, but there is no corresponding `groupCol` in the argument list. Therefore, I am unsure how this works. Could you...

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### SynapseML version '0.0.0-1659-1b5df703-SNAPSHOT' ### System information - **Language version** (e.g. python 3.8, scala 2.12): Python 3.11, Scala version 2.12.17 - **Spark Version** (e.g. 3.2.3): 3.4.1 - **Spark Platform** (e.g....

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https://mmlspark.blob.core.windows.net/dbcs/SynapseMLExamplesv1.0.9.dbc This link that apperas in the README does not work. The response is the following: BlobNotFound The specified blob does not exist. RequestId:5743e728-901e-0023-70b8-7b9fb7000000 Time:2025-02-10T12:39:54.9736171Z

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## Related Issues/PRs [gpt-35-turbo-0301 is being retired from Azure OpenAI service on February 13, 2025](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/model-retirements#current-models) ## What changes are proposed in this pull request? Update occurances of: 1. gpt-35-turbo (0301)...

I'm interested in trying the lightgbm "linear_tree" feature, which for some reason is [specified with a lightgbm dataset param](https://lightgbm.readthedocs.io/en/latest/Parameters.html#linear_tree) rather than a training param. Is there any way to set...

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Spark: 3.2 synapse: com.microsoft.azure:synapseml_2.12:0.11.3 I have a large dataset (~19 billion rows). If I run VW on the data, using 8-10 columns (all but 1 are not numeric), the process...

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Taking the regression model as an example, it is recommended to add a parameter "task" when instantiating LightGBMRegressor. I found that I couldn't continue to perform incremental training on the...

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### SynapseML version 1.0.8 ### System information - **Python 3.10.12, Scala 2.12** - **Spark 3.5.3** - **Spark Platform: Synapse** ### Describe the problem I'm experiencing strange errors during running synapseml...

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## Related Issues/PRs #xxx ## What changes are proposed in this pull request? _Briefly describe the changes included in this Pull Request._ ## How is this patch tested? - [...