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Change links to point to main (#709)
* Change links to point to `main`
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Diff for: ‎Catch/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎CycleGAN/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎DCGAN/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/BERT-CoLA/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/Custom-CIFAR10/README.md

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@@ -7,7 +7,7 @@ Two custom models are defined, and one is applied to an instance of the CIFAR-10
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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/Fractals/Notebook/Mandelbrot.ipynb

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"colab_type": "text"
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},
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"source": [
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"Let's verify what accelerator, if any, this instance is using. We'll set up a device using the XLA-based X10 backend. ([This tutorial](https://colab.research.google.com/github/tensorflow/swift/blob/master/docs/site/tutorials/introducing_x10.ipynb) has more information on the two backends.)"
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"Let's verify what accelerator, if any, this instance is using. We'll set up a device using the XLA-based X10 backend. ([This tutorial](https://colab.research.google.com/github/tensorflow/swift/blob/main/docs/site/tutorials/introducing_x10.ipynb) has more information on the two backends.)"
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]
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},
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{

Diff for: ‎Examples/GPT2-Inference/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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### macOS and Linux
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#### Configure
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Ensure that your
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[installation](https://github.com/tensorflow/swift/blob/master/Installation.md#installation-2)
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[installation](https://github.com/tensorflow/swift/blob/main/Installation.md#installation-2)
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is up-to-date. In particular, ensure that you have deployed Windows SDK
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modulemaps since your last Visual Studio update.
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Diff for: ‎Examples/GPT2-WikiText2/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/GrowingNeuralCellularAutomata/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the cell update rule per Experiment 1 ("Learning to grow"), use the following:

Diff for: ‎Examples/LeNet-MNIST/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/MobileNetV1-Imagenette/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/MobileNetV2-Imagenette/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/NeuMF-MovieLens/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:
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Diff for: ‎Examples/Notebooks/LanguageModel.ipynb

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"colab_type": "text"
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"And we can batch our samples with [Epochs APIs](https://github.com/tensorflow/swift-apis/tree/master/Sources/TensorFlow/Epochs). Let's start with defining some typealias for convenience."
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"And we can batch our samples with [Epochs APIs](https://github.com/tensorflow/swift-apis/tree/main/Sources/TensorFlow/Epochs). Let's start with defining some typealias for convenience."
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{

Diff for: ‎Examples/Regression-BostonHousing/README.md

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## Setup
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You'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed and added to your path.
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> Note: For macOS, you need to set up the `PYTHON_LIBRARY` to help the Swift for

Diff for: ‎Examples/ResNet-CIFAR10/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/VGG-Imagewoof/README.md

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@@ -13,7 +13,7 @@ VGG, as a network, is extremely sensitive to training tweaks and batch size. Th
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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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To train the model, run:

Diff for: ‎Examples/WordSeg/README.md

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[model]: https://github.com/tensorflow/swift-models/tree/main/Models/Text/WordSeg
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[paper]: https://www.aclweb.org/anthology/P19-1645.pdf
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[s4tf]: https://github.com/tensorflow/swift/blob/master/Installation.md
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[s4tf]: https://github.com/tensorflow/swift/blob/main/Installation.md
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[understanding]: https://docs.google.com/document/d/1NlFH0_89gB_qggtgzJIKYHL2xPI3IQjWjv18pnT1M0E

Diff for: ‎GAN/README.md

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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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To train the model, run:

Diff for: ‎Gym/README.md

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@@ -17,7 +17,7 @@ This directory contains reinforcement learning algorithms in [OpenAI Gym](https:
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## Setup
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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installed. Make sure you've added the correct version of `swift` to your path.
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Please install OpenAI Gym to run these models.

Diff for: ‎MiniGo/README.md

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Building MiniGo requires a Swift for TensorFlow toolchain.
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To get a toolchain, you can:
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1. [Download a pre-built package](https://github.com/tensorflow/swift/blob/main/Installation.md).
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2. [Compile a toolchain from source](https://github.com/apple/swift/tree/tensorflow#building-swift-for-tensorflow).
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### Usage

Diff for: ‎SwiftModelsBenchmarks/README.md

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## Running benchmarks
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To begin, you'll need the [latest version of Swift for
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TensorFlow](https://github.com/tensorflow/swift/blob/master/Installation.md)
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TensorFlow](https://github.com/tensorflow/swift/blob/main/Installation.md)
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To run all benchmarks, type the following while in the swift-models directory:

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