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Metaflow is a human-centric framework designed to help scientists and engineers build and manage real-life AI and ML systems. Serving teams of all sizes and scale, Metaflow streamlines the entire development lifecycle—from rapid prototyping in notebooks to reliable, maintainable production deployments—enabling teams to iterate quickly and deliver robust systems efficiently. Originally developed at
There are three broad areas of information security: confidentiality (information can’t be read by unauthorized people), integrity (information can’t be changed by unauthorized people), and availability (information and systems are available when you want them). All of the changes announced today are in the “availability” category. These HTTP/2 vulnerabilities do not allow an attacker to leak or m
Netflix has identified several TCP networking vulnerabilities in FreeBSD and Linux kernels. The vulnerabilities specifically relate to the Maximum Segment Size (MSS) and TCP Selective Acknowledgement (SACK) capabilities. The most serious, dubbed “SACK Panic,” allows a remotely-triggered kernel panic on recent Linux kernels. There are patches that address most of these vulnerabilities. If patches c
Metacat is a unified metadata exploration API service. You can explore Hive, RDS, Teradata, Redshift, S3 and Cassandra. Metacat provides you information about what data you have, where it resides and how to process it. Metadata in the end is really data about the data. So the primary purpose of Metacat is to give a place to describe the data so that we could do more useful things with it. Metacat
When thinking of service availability operators traditionally think in terms of RPS (requests per second). Stress tests are normally performed to determine the RPS at which point the service tips over. RPS limits are then set somewhere below this tipping point (say 75% of this value) and enforced via a token bucket. However, in large distributed systems that auto-scale this value quickly goes out
VMAF is an Emmy-winning perceptual video quality assessment algorithm developed by Netflix. This software package includes a stand-alone C library libvmaf and its wrapping Python library. The Python library also provides a set of tools that allows a user to train and test a custom VMAF model. Read this tech blog post for an overview, this post for the tips of best practices, and this post for our
Caching is used several ways at Netflix. Some people use it as a true working set cache, while others use it as the only storage mechanism for their service. Others use it as a session cache. This means that some services can continue as usual with some data loss, while others will permanently lose data and start to serve fallbacks. Rend is built to complement EVCache, which is the main caching so
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