{"categories":[{"label":"Software Development","url":"https://skillfed.io/packages/category/software-development/2"},{"label":"Libraries","url":"https://skillfed.io/packages/category/software-development-libraries/2"},{"label":"Scientific/Engineering","url":"https://skillfed.io/packages/category/scientific-engineering"},{"label":"Python Modules","url":"https://skillfed.io/packages/category/software-development-libraries-python-modules/4"},{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/2"},{"label":"Mathematics","url":"https://skillfed.io/packages/category/scientific-engineering-mathematics"}],"enrichment":{"capability":"Provides Google Cloud Storage filesystem support for TensorFlow, enabling direct reading and writing of data from GCS buckets within TensorFlow pipelines without local downloads.","skillfed_tags":["tensorflow-extension","cloud-storage","data-pipeline"],"use_cases":["Load training datasets directly from GCS URLs in machine learning workflows without downloading to disk first.","Stream large datasets from cloud storage in data pipelines for memory-efficient processing.","Access public datasets hosted on GCS via HTTP/HTTPS URLs in TensorFlow code.","Build data preprocessing workflows that read raw data from GCS and write processed results back to cloud storage.","Integrate GCS file access into distributed TensorFlow training on Google Cloud Platform infrastructure."],"what_it_does":"tensorflow-io-gcs-filesystem is a TensorFlow I/O extension that adds Google Cloud Storage filesystem support to TensorFlow. It allows you to read and write data directly from GCS buckets within TensorFlow data pipelines, eliminating the need to download datasets locally before processing. The package integrates with tf.data.Dataset and Keras workflows to stream data from cloud storage.\n\nThe package is distributed as platform-specific compiled wheels for Python 3.7\u20133.12 on macOS (x86_64 and ARM64) and Linux (x86_64 and aarch64). It has no runtime dependencies beyond TensorFlow itself and is actively maintained, with the latest release (0.37.1) compatible with TensorFlow 2.16.x. Installation requires matching your TensorFlow version to the compatibility table provided in the documentation.","worth_installing":"Yes, if you are building TensorFlow pipelines that consume data from Google Cloud Storage and want to avoid local downloads. Install only if your TensorFlow version matches the compatibility table (0.37.1 requires TensorFlow 2.16.x). No known vulnerabilities. Medium install friction due to compiled wheels, but straightforward once the correct TensorFlow version is in place."},"id":"tensorflow-io-gcs-filesystem","links":{"html":"https://skillfed.io/packages/tensorflow-io-gcs-filesystem","md":"https://skillfed.io/packages/tensorflow-io-gcs-filesystem.md","pypi":"https://pypi.org/project/tensorflow-io-gcs-filesystem/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2024-07-01","license_spdx":null,"license_treatment":"permissive","name":"tensorflow-io-gcs-filesystem","python_support":"capped_below_current","summary":"TensorFlow IO"},"popularity":{"monthly_downloads":6480961,"position":1904,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"0.37.1"}
