{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/6"}],"enrichment":{"capability":"Provides cloud-specific integrations and utilities for running Pathways workloads on Google Cloud, enabling a single JAX client to orchestrate machine learning computations across multiple TPU slices.","skillfed_tags":["distributed-ml","google-cloud","tpu-orchestration"],"use_cases":["Train large-scale ML models across distributed TPU clusters using a single controller runtime.","Implement multi-host inference workloads that span multiple TPU slices on Google Cloud.","Enable interactive development and experimentation on large TPU clusters with simplified orchestration.","Manage training resiliency for long-running distributed ML jobs on Google Cloud."],"what_it_does":"Pathwaysutils is a Google-provided package that bundles cloud-specific integrations for Pathways, a compute orchestration method designed for large-scale machine learning on Google Cloud. It allows a single JAX client to coordinate workloads across multiple TPU slices. The package abstracts away the underlying cloud environment adaptations so you can focus on your ML workflows with minimal setup.\n\nThe package depends on absl-py, fastapi, jax, orbax-checkpoint, uvicorn, requests, and packaging. It is actively maintained and targets Python 3.11 or later. Access to Pathways on Cloud is currently limited to preview customers through Google Cloud account representatives.","worth_installing":"Yes, if you have access to Pathways on Cloud (currently in Preview) and need to orchestrate ML workloads across Google Cloud TPU clusters. The package is actively maintained, has low install friction, and is permissively licensed. However, it is tightly coupled to Google Cloud infrastructure and requires explicit preview access, making it unsuitable for general-purpose use outside that ecosystem."},"id":"pathwaysutils","links":{"html":"https://skillfed.io/packages/pathwaysutils","md":"https://skillfed.io/packages/pathwaysutils.md","pypi":"https://pypi.org/project/pathwaysutils/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-07-17","license_spdx":null,"license_treatment":"permissive","name":"pathwaysutils","python_support":"supports_current","summary":"Package of Pathways-on-Cloud utilities."},"popularity":{"monthly_downloads":367720,"position":7194,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.1.11"}