Code Monkey home page Code Monkey logo

Comments (4)

Venkat6871 avatar Venkat6871 commented on April 27, 2024

Hi @summa-code ,

  • Ensure that your input data has a static batch size. When using stateful=True, the batch size should not change between batches. You can achieve this by padding or truncating sequences to a fixed length.
  • When defining your LSTM layer, set stateful=True and specify the batch_input_shape parameter with a fixed batch size and sequence length.
    example:
model.add(LSTM(units=64, batch_input_shape=(batch_size, sequence_length, input_dim), stateful=True))
  • If you are using timeseries_dataset_from_array to prepare your data, make sure that all sequences have the same length. You can achieve this by setting the sequence_length parameter when creating the dataset.
    example:
dataset = timeseries_dataset_from_array(data, targets, sequence_length=desired_length, batch_size=batch_size)

Thank you!

from tensorflow.

summa-code avatar summa-code commented on April 27, 2024

So that was the working code, but after I updated to latest in fresh ubuntu install, "batch_input_shape" not a recognized attribute.
This is what I am getting

ValueError: Unrecognized keyword arguments passed to LSTM: {'batch_input_shape': (xxx, xxx, xxx)}

And yes, I am using sequence_length, please refer to timeseries example on this Tensorflow site.
https://www.tensorflow.org/tutorials/structured_data/time_series

from tensorflow.

ca-schue avatar ca-schue commented on April 27, 2024

Facing the exact same issue with tensorflow 2.16.1 and Python 3.9.16

from tensorflow.

summa-code avatar summa-code commented on April 27, 2024

Looks like either it is a bug or they got ride of the function, but either way, it is like a bug in how they configure the shape internally for statefulness. And also, there are no examples on how to use stateful LSTM in addition to lack of documentation on statefulness.

from tensorflow.

Related Issues (20)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.