tfdeploy v0.6.1

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Deploy 'TensorFlow' Models

Tools to deploy 'TensorFlow' <https://www.tensorflow.org/> models across multiple services. Currently, it provides a local server for testing 'cloudml' compatible services.

Readme

Deploying TensorFlow Models from R

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Status CRAN\_Status\_Badge codecov

While TensorFlow models are typically defined and trained using R or Python code, it is possible to deploy TensorFlow models in a wide variety of environments without any runtime dependency on R or Python:

  • TensorFlow Serving is an open-source software library for serving TensorFlow models using a gRPC interface.

  • CloudML is a managed cloud service that serves TensorFlow models using a REST interface.

  • RStudio Connect provides support for serving models using the same REST API as CloudML, but on a server within your own organization.

TensorFlow models can also be deployed to mobile and embedded devices including iOS and Android mobile phones and Raspberry Pi computers. The tfdeploy package includes a variety of tools designed to make exporting and serving TensorFlow models straightforward. For documentation on using tfdeploy, see the package website at https://tensorflow.rstudio.com/tools/tfdeploy/.

Functions in tfdeploy

Name Description
predict_savedmodel.graph_prediction Predict using a Loaded SavedModel
predict_savedmodel.webapi_prediction Predict using a Web API
serve_savedmodel Serve a SavedModel
reexports Objects exported from other packages
load_savedmodel Load a SavedModel
predict_savedmodel.export_prediction Predict using an Exported SavedModel
predict_savedmodel Predict using a SavedModel
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Vignettes of tfdeploy

Name
images/MNIST.png
images/mnist-digits.gif
images/swagger.png
introduction.Rmd
saved_models.Rmd
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Details

Type Package
License Apache License 2.0
Encoding UTF-8
LazyData true
RoxygenNote 6.1.1
VignetteBuilder knitr
NeedsCompilation no
Packaged 2019-06-13 18:26:35 UTC; dfalbel
Repository CRAN
Date/Publication 2019-06-14 16:30:03 UTC

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