brain_overclocked t1_iwd9wq6 wrote
Reply to comment by Friendly_Parrot_ in Meta Introduces 'Tulip,' A Binary Serialization Protocol That Assists With Data Schematization By Addressing Protocol Reliability For AI And Machine Learning Workloads by Shelfrock77
The article that OP posted has a link to the following article, perhaps it may be more comprehensible:
Tulip: Schematizing Meta’s data platform
>* We’re sharing Tulip, a binary serialization protocol supporting schema evolution.
- Tulip assists with data schematization by addressing protocol reliability and other issues simultaneously.
- It replaces multiple legacy formats used in Meta’s data platform and has achieved significant performance and efficiency gains.
>There are numerous heterogeneous services, such as warehouse data storage and various real-time systems, that make up Meta’s data platform — all exchanging large amounts of data among themselves as they communicate via service APIs. As we continue to grow the number of AI- and machine learning (ML)–related workloads in our systems that leverage data for tasks such as training ML models, we’re continually working to make our data logging systems more efficient.
>Schematization of data plays an important role in a data platform at Meta’s scale. These systems are designed with the knowledge that every decision and trade-off can impact the reliability, performance, and efficiency of data processing, as well as our engineers’ developer experience.
>Making huge bets, like changing serialization formats for the entire data infrastructure, is challenging in the short term, but offers greater long-term benefits that help the platform evolve over time.
Supporting info:
Cult_of_Chad t1_iweg0gt wrote
Thank you, very helpful.
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