Registry / ai-ml / tensorflow-io-nightly

tensorflow-io-nightly

library0.31.0.dev20230309180344pypypiunverified

Nightly build of TensorFlow I/O, a library of datasets and file system extensions for TensorFlow. Provides support for reading/writing various file formats (e.g., Apache Avro, Parquet, TFRecord) and distributed file systems (e.g., S3, GCS, HDFS). Latest stable up to 0.37.1. Release cadence weekly to monthly.

ai-ml data serialization

pip install tensorflow-io-nightly

github ↗package ↗homepage ↗docs ↗

INSTALL

IMPORT

SIG · TENSORFLOW-IO-NIGH

tensorflow-io-nightly

ai-mlpythonv0.31.0.dev20230309180344

harness data pending

Install & Compatibility

Where this runs

No compatibility data collected yet for this library.

Code

Verified usage

Verified import paths — ran on the pinned version, not inferred.

IOTensor

✓ from tensorflow_io import IOTensor

✗ import tensorflow_io.io as tfio

Common mistake: users try to import from an 'io' submodule that does not exist.

tfio

✓ import tensorflow_io as tfio

✗ import tensorflow_io.io as tfio

The correct top-level alias is directly 'tensorflow_io', not 'tensorflow_io.io'.

Basic usage: import and read a TFRecord file using the experimental IODataset.

import tensorflow as tf import tensorflow_io as tfio # Read a CSV file using the experimental CSV dataset dataset = tfio.experimental.IODataset.from_tfrecord('/path/to/file.tfrecord') for record in dataset.take(1): print(record)

Debug

Known issues

gotchatensorflow-io-nightly and tensorflow-io are different packages. Do NOT install both; they conflict. Use one or the other.

fix

Uninstall both with 'pip uninstall tensorflow-io tensorflow-io-nightly', then install only the desired one.

affects: all

breakingtensorflow-io-nightly is a nightly build and may be unstable or have breaking changes. It is not intended for production use.

fix

Use the stable 'tensorflow-io' package for production.

affects: all

deprecatedSome APIs in tensorflow_io (e.g., certain dataset constructors) rely on TensorFlow 2.x patterns and may not work with TensorFlow 1.x.

fix

Upgrade to TensorFlow 2.x and use the recommended IODataset API.

affects: >=0.30.0

Upgrade

Version history

0.31.0.dev20230309180344latest on PyPI · released Mar 9, 2023

Audit

Dependencies

tensorflowrequiredRequired runtime dependency; tensorflow-io is an extension for TensorFlow.

tensorflow-iooptionalDo NOT install both tensorflow-io and tensorflow-io-nightly simultaneously.

Agent activity

17 hits · last 30 days

node

OpenAI (training)

Resources

githubhttps://github.com/tensorflow/io ↗

packagehttps://pypi.org/project/tensorflow-io-nightly/ ↗

homepagehttps://www.tensorflow.org/io ↗

docshttps://tensorflow.org/io ↗