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- This is the first release of ElasticDL. It supports TensorFlow 2.0.
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- Includes a master-worker architecture, where the master controls task generation and entire job progress. Workers communicate with the master to get the tasks to execute and report execution results.
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- Supports different job types: training-only, training-with-evaluation, evaluation-only and prediction-only.
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- Includes a master-worker architecture, where the master controls task
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generation and entire job progress. Workers communicate with the master to get
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the tasks to execute and report execution results.
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- Supports different job types: training-only, training-with-evaluation,
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evaluation-only and prediction-only.
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- Provides high-level APIs and CLI for training, evaluation and prediction.
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- Supports running in environments, including MiniKube, GCP, and on-prem clusters.
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- Supports running in environments, including MiniKube, GCP, and on-prem
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clusters.
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- Adds experimental integration with SQLFlow for ODPS data source.
This is a feature preprocessing library provided by ElasticDL.
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This is a feature preprocessing library provided by ElasticDL.
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It provides APIs in the following forms:
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- Keras layer
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- Feature column API
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This is an extension of the native [Keras Preprocessing Layers](https://www.tensorflow.org/versions/r2.2/api_docs/python/tf/keras/preprocessing) and [Feature Column API](https://www.tensorflow.org/versions/r2.2/api_docs/python/tf/feature_column) from TensorFlow. We can develop our model using the native high-level API from TensorFlow and our library. We can train this model using native TensorFlow or ElasticDL.
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This is an extension of the native [Keras Preprocessing
from TensorFlow. We can develop our model using the native high-level API from
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TensorFlow and our library. We can train this model using native TensorFlow or
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ElasticDL.
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*Note: Some native [Keras Preprocess layers](https://github.com/tensorflow/community/pull/188) will be released in TF2.2. For the TF version <= 2.1, we will provide our implementation of the same functionality.*
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Note: Some native [Keras Preprocess
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layers](https://github.com/tensorflow/community/pull/188) will be released in
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TF2.2. For the TF version <= 2.1, we will provide our implementation of the same
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