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KMSCAKKSCFKA AKFACAMADCAS
tensorflow-federated
Commits
1dcb490d
Commit
1dcb490d
authored
Dec 15, 2020
by
Krzysztof Ostrowski
Committed by
tensorflow-copybara
Dec 15, 2020
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Top-level introductory paragraph for multi-framework documentation in OSS.
PiperOrigin-RevId: 347653240
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tensorflow_federated/experimental/BUILD
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package
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tensorflow_federated/experimental/README.md
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This directory contains experimental code that is being incubated. Do not depend
on this code from other parts of TFF, as it can change at any time. All code
included here should retain private visibility while in the incubation stage.
tensorflow_federated/experimental/g3doc/multiframework.md
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# Multi-Framework Support in TensorFlow Federated
TensorFlow Federated (TFF) has been designed to support a broad range of
federated computations, expressed through a combination of TFF's federated
operators that model distributed communication, and local processing logic.
Currently local processing logic can be expressed using TensorFlow APIs (via
`@tff.tf_computation`
) at the frontend, and is executed via the TensorFlow
runtime at the backend. However, we aim to support multiple other
(non-TensorFlow) frontend and backend frameworks for local computations,
including non-ML frameworks (e.g., for logic expressed in SQL or general-purpose
programming languages).
In this section, we'll include information on:
*
Mechanisms that TFF provides to support alternative frameworks, and how you
can add support for your preferred type of frontend or backend to TFF.
*
Experimental implementations of support for non-TensorFlow frameworks, with
examples.
*
Tentative future roadmap for graduating these capabilities beyond the
experimental status.
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