search

tensorflow / tfx-addons

Developers helping developers. TFX-Addons is a collection of community projects to build new components, examples, libraries, and tools for TFX. The projects are organized under the auspices of the special interest group, SIG TFX-Addons. Join the group at http://goo.gle/tfx-addons-group
Apache License 2.0
125 stars 63 forks source link

TFLiteToFirebaseML Component #59

Open deep-diver opened 3 years ago

deep-diver commented 3 years ago

Firebase ML is a great place to store TFLite model.

With Firebase ML, we can guarantee that mobile devices can be equipped with the latest ML model without explicitly embedding binary in project compiling stage. We can even A/B test different versions of a model with Google Analytics.

It would be nice if there is a TFX component that helps publishing TFLite model to Firebase ML.

What do you think?

deep-diver commented 3 years ago

@rcrowe-google

so this is equivalent to FirebasePublisher mentioned in https://github.com/tensorflow/tfx/issues/4125

rcrowe-google commented 3 years ago

It sounds like a great idea to me! Have you joined https://groups.google.com/a/tensorflow.org/g/sig-tfx-addons ?

deep-diver commented 3 years ago

@rcrowe-google

yes! I have joined the group already :) What are the next steps to proceed?

sayakpaul commented 3 years ago

For anyone that might be wondering how well TFLite and Firebase go together here's a blog post:

https://blog.tensorflow.org/2020/06/enhance-your-tensorflow-lite-deployment-with-firebase.html

rcrowe-google commented 3 years ago

@rcrowe-google

yes! I have joined the group already :) What are the next steps to proceed?

You need to write a proposal. See the proposals README