Soham Butala- Prefect Workflows for Scaling Acoustic Fisheries Survey Pipelines | PyData Global 2023

Learn about EcoFlow, a Python package that streamlines acoustic fisheries survey pipeline workflows using Prefect, featuring customization, scalability, and a user-friendly interface.

Key takeaways

EcoFlow is a package developed using Prefect orchestration tool, designed to streamline the data processing workflow for acoustic fisheries survey pipelines.
It can be effortlessly deployed on various platforms, including virtual machines, EC2 instances, and local machines.
EcoFlow takes raw files and YAML configurations as input, and can process data using various modules, including Echo pipe, Echo shader, and Echo regions.
The package is designed to be flexible and adaptable, allowing users to define custom processing steps and add models to the YAML configuration.
EcoFlow uses Prefect’s concepts of flows and tasks, with flows being broader concepts that can have multiple tasks or subflows.
The package is customizable, allowing research groups to tailor it to their specific needs.
EcoFlow offers many use cases, including oceanography studies, identifying species, and tracking their populations.
It can be used to process large datasets, including those from the National Ocean and Atmospheric Administration (NOAA).
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a command-line interface (CLI) capabilities, allowing users to execute commands and set up environments.
The package is still in its early stages, and users need to clone the repo and install necessary dependencies to use it.
EcoFlow is designed to be scalable, allowing users to process large datasets and execute complex workflows.
The package is designed to be extensible, allowing users to add new modules and processing steps as needed.
EcoFlow provides a dashboard to monitor flow runs, display failures and successes, and provide centralized error handling.
The package is designed to be compatible with various cloud technologies, including AWS, Azure, and GCP.
EcoFlow uses Prefect’s concepts of blocks, which makes deployment and execution of workflows easy and flexible.
The package is designed to be easy to use, with a simple and intuitive interface.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go.
The package is designed to be scalable, allowing users to process large datasets and execute complex workflows.
EcoFlow provides a set of packages that can help users process and analyze large datasets.
The package is designed to be customizable, allowing users to tailor it to their specific needs.
EcoFlow provides a set of modules that can help users process and analyze large datasets.
The package is designed to be easy to use, with a Pythonic nature and ease of integrating with standard Python code.
EcoFlow provides a set of tools that can help users define and modify pipelines on the go

Soham Butala- Prefect Workflows for Scaling Acoustic Fisheries Survey Pipelines | PyData Global 2023

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