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Flyte
ByMartinMartin

Flyte

#93in Development & Training Tools
Discussions0
Followers2
OverviewDiscussionsAdoptionAlternativesIntegrations
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What is Flyte?

It is an open-source, Kubernetes-native workflow orchestrator implemented in Go. It enables highly concurrent, scalable, and reproducible workflows for data processing, machine learning and analytics.

Flyte is a tool in the Development & Training Tools category of a tech stack.

Key Features

Write locally, execute remotelyScale as fast as your imaginationGive the power back to data practitioners and scientistsCreate extremely flexible data and ML workflows

Flyte Pros & Cons

Pros of Flyte

No pros listed yet.

Cons of Flyte

No cons listed yet.

Flyte Alternatives & Comparisons

What are some alternatives to Flyte?

NumPy

NumPy

Besides its obvious scientific uses, NumPy can also be used as an efficient multi-dimensional container of generic data. Arbitrary data-types can be defined. This allows NumPy to seamlessly and speedily integrate with a wide variety of databases.

TensorFlow

TensorFlow

TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.

Pandas

Pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more.

PyTorch

PyTorch

PyTorch is not a Python binding into a monolothic C++ framework. It is built to be deeply integrated into Python. You can use it naturally like you would use numpy / scipy / scikit-learn etc.

SciPy

SciPy

Python-based ecosystem of open-source software for mathematics, science, and engineering. It contains modules for optimization, linear algebra, integration, interpolation, special functions, FFT, signal and image processing, ODE solvers and other tasks common in science and engineering.

scikit-learn

scikit-learn

scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.

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Flyte Integrations

Snowflake, Databricks, Apache Hive, Google BigQuery, MLflow and 7 more are some of the popular tools that integrate with Flyte. Here's a list of all 12 tools that integrate with Flyte.

Snowflake
Snowflake
Databricks
Databricks
Apache Hive
Apache Hive
Google BigQuery
Google BigQuery
MLflow
MLflow
Python
Python
Kubernetes
Kubernetes
Apache Spark
Apache Spark
Java
Java
Amazon Athena
Amazon Athena
AWS Batch
AWS Batch
DuckDB
DuckDB
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