Remove Bytes Remove Metadata Remove Python
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Open-Sourcing AvroTensorDataset: A Performant TensorFlow Dataset For Processing Avro Data

LinkedIn Engineering

An Avro file is formatted with the following bytes: Figure 1: Avro file and data block byte layout The Avro file consists of four “magic” bytes, file metadata (including a schema, which all objects in this file must conform to), a 16-byte file-specific sync marker, and a sequence of data blocks separated by the file’s sync marker.

Datasets 102
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Aligning Velox and Apache Arrow: Towards composable data management

Engineering at Meta

Oftentimes these components have to directly share in-memory datasets with each other, for example, when transferring data across language boundaries (C++ to Java or Python) for efficient UDF support. In the new representation , the first four bytes of the view object always contain the string size.

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MezzFS?—?Mounting object storage in Netflix’s media processing platform

Netflix Tech

The solution: MezzFS MezzFS is a Python application that implements the FUSE interface. This file includes: Metadata ?—?This That is, all mounted files that were opened and every single byte range read that MezzFS received. In the “sparse” case, we try to match the buffer size to the average number of bytes per read.

Media 89
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AVIF for Next-Generation Image Coding

Netflix Tech

The goal is to have the compressed image look as close to the original as possible while reducing the number of bytes required. Further, since the HEIF format borrows learnings from next-generation video compression, the format allows for preserving metadata such as color gamut and high dynamic range (HDR) information.

Coding 91
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How Netflix microservices tackle dataset pub-sub

Netflix Tech

Datasets themselves are of varying size, from a few bytes to multiple gigabytes. Each version contains metadata (keys and values) and a data pointer. You can think of a data pointer as special metadata that points to where the actual data you published is stored. Direct data pointers are automatically replicated globally.

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Data Engineering Weekly #201

Data Engineering Weekly

Try For Free → Meta: Typed Python in 2024: Well adopted, yet usability challenges persist It is almost 10 years since the introduction of type hinting in Python. Meta published the state of the type hint usage of Python. Python is undeniably becoming the de facto language for data practitioners.

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Tutorial: Building An Analytics Data Pipeline In Python

Dataquest

If you’ve ever wanted to learn Python online with streaming data, or data that changes quickly, you may be familiar with the concept of a data pipeline. In this tutorial, we’re going to walk through building a data pipeline using Python and SQL. Follow the README to install the Python requirements. in the first line.