sonnet | TensorFlow-based neural network library | Machine Learning library
kandi X-RAY | sonnet Summary
kandi X-RAY | sonnet Summary
Sonnet has been designed and built by researchers at DeepMind. It can be used to construct neural networks for many different purposes (un/supervised learning, reinforcement learning, ...). We find it is a successful abstraction for our organization, you might too!. More specifically, Sonnet provides a simple but powerful programming model centered around a single concept: snt.Module. Modules can hold references to parameters, other modules and methods that apply some function on the user input. Sonnet ships with many predefined modules (e.g. snt.Linear, snt.Conv2D, snt.BatchNorm) and some predefined networks of modules (e.g. snt.nets.MLP) but users are also encouraged to build their own modules. Unlike many frameworks Sonnet is extremely unopinionated about how you will use your modules. Modules are designed to be self contained and entirely decoupled from one another. Sonnet does not ship with a training framework and users are encouraged to build their own or adopt those built by others. Sonnet is also designed to be simple to understand, our code is (hopefully!) clear and focussed. Where we have picked defaults (e.g. defaults for initial parameter values) we try to point out why.
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Top functions reviewed by kandi - BETA
- Unroll the RNN
- Read a word from memory
- Performs RNN step
- Unstack a tensorflow tensor
- Wrap an optimizer
- Transform an optimizer
- Split out training and non - trainable parameters
- Merge two dicts
- Decorate a function to return the result
- Create a DeepRNN layer
- Returns the state of the module
- Context manager to enable precision
- Apply a linear module
- Erases one or more values from memory
- Constructs the MNIST dataset
- Read from memory
- Computes the derivative of a function
- Define a tf role
- Runs the optimizer
- Decorator to cast inputs to mixed precision
- Apply updates
- Specialize per - device
- Creates a custom variable getter
- Decorate a method to run once
- Apply transformation to f
- Apply updates to the model
sonnet Key Features
sonnet Examples and Code Snippets
Lines of Code : 320License : Permissive (Apache-2.0)
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.. autoclass:: Module
:members:
once
~~~~
.. autofunction:: once
no_name_scope
.. autoclass:: Deferred
:members:
:exclude-members: __getattr__, __setattr__
Linear modules
--------------
Linear
~~~~~~
.. autoclass:: Linear
:member 
License : No LicenseCopypython vqvae.py --train
--n_embeddings [size of the latent space]
--n_epochs [number of epochs to train]
--ema [flag to use exponential moving average training for the embeddings]
.. autoclass:: Metric
:members:
Mean
.. autoclass:: Sum
:members:
.. TODO(tomhennigan): rename to something more appropriate.
Nets
----
.. automodule:: sonnet.nets
MLP
~~~
.. autoclass:: MLP
:members:
Cifar10ConvNet
.. autoclass: #!/usr/bin/env python
# -*- coding: utf-8 -*-
# File: mnist-keras.py
# Author: Yuxin Wu
import tensorflow as tf
from tensorflow import keras
from contextlib import contextmanager
from tensorpack import *
from tensorpack.contrib.keras import KerasPh pip2 install dm-sonnet==1.36
pip2 install 'dm-sonnet<2'
git clone https://github.com/deepmind/spiral.git
cd spiral
git submodule update --init --recursive
apt-get install cmake pkg-config protobuf-compiler libjson-c-dev intltool libpython3-dev python3-pip
pip3 install spip install -U dm-sonnet==1.23
pip install --upgrade tfp-nightly
pip uninstall sonnet;
pip install dm-sonnet
Community Discussions
Trending Discussions on sonnet
QUESTION
How can I save current active tabs when page reloading?
...ANSWER
Answered 2021-Oct-26 at 12:15Here I got the solution for tab activate even after reloading the page
QUESTION
I am trying to write data from csv file to MySQL database with python. I created a table in MySQL with the query:
...ANSWER
Answered 2021-Apr-22 at 14:42You can try to commit inside context manager(with):
QUESTION
I am new to R and Webscraping. As practice I am trying to scrape information from a fake book website. I have managed to scrape the book titles, but I now want find the mean word length for each individual word in the book titles. For example, if there were two books 'book example' 'random books' the mean word length would be 22/4 = 5.5. I am currently able to find out the mean length of the full book titles, but I need to split them all into individual words, and then find the mean length.
Code:
...ANSWER
Answered 2021-Apr-05 at 10:35Split the titles into words and count the mean number of characters in each word.
QUESTION
I am new to Swift and IOS development, and I am trying to display fetched JSON data onto a text label.
Essentially, my goal is to display only the first object of the following API call result onto a text label (see example further down)
JSON to decode:
...ANSWER
Answered 2020-Nov-29 at 05:32I assume you wanted this
QUESTION
I am trying to take a text file of Shakespeare's complete works and separate it into each work. I already created a list of all the works as they are formatted in the text, and created a regex which finds any one of the titles.
...ANSWER
Answered 2020-Jul-12 at 03:29Assuming only titles always upper case and contain alphabetic characters, apostrophes and spaces, and nothing else is like it, this should suffice to match titles without any false positives. Ensure your matcher has the multiline flag enabled.
Pattern
QUESTION
I am having an issue when implementing react-bootstrap Tabs in create-react-app typescript application. Below is my code.
...ANSWER
Answered 2020-Jun-23 at 08:26In the code provided you're importing Tab component from wrong directory: react-bootstrap/Tabs instead of react-bootstrap/Tab:
QUESTION
I have the next Japanese text which I have to separate in strings by their lines ('\n'). The text is called 'sonnet.txt'
...ANSWER
Answered 2020-Jun-17 at 12:44Actually I wrote your code and made sonnet.txt text file, but I didn't get the same result.
My output was: ['さよなら夜の教室']
By the way, I suggest doing like this:
QUESTION
I need to use python-2.7 for some script, setuptools==39.1.0, I cannot pip install dm-sonnet, is there supposed to be find_namespace_packages inside setuptools? Its not there in this setuptools(or v44) Error message:
...ANSWER
Answered 2020-Apr-08 at 15:50dm-sonnet requires Python 3. You cannot use it with Python 2.
In the commit 00612ca setup.py uses find_packages. You can try this version with Python 2.7. It's perhaps release 1.36 or earlier. Try
QUESTION
This is a smaller representative version of a data file that I need to parse and divide into chunks with awk based on the roman numeral of each chunk.
...ANSWER
Answered 2020-Feb-19 at 09:48The $ is the culprit - GNU awk treats the entire file as a single string for the purpose of matching a RS regular expression, and $ thus only matches at the end of the file (This is noted in the manual). Try replacing it with \>, which matches end of word, not end of string (And \< to match the start of a word, so that only things like I and IV are matched):
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