Slow build times and inefficiencies in packaging and distributing execution files were costing our ML/AI engineers a significant amount of time while working on our training stack. By addressing these issues head-on, we were able to reduce this overhead by double-digit percentages. In the fast-paced world of AI/ML development, it’s crucial to ensure that our… Continue reading Improving machine learning iteration speed with faster application build and packaging
Month: January 2024
SRE Weekly Issue #409
View on sreweekly.com A message from our sponsor, FireHydrant: It’s time for a new world of alerting tools that prioritize engineer well-being and efficiency. The future lies in intelligent systems that are compatible with real life and use conditional rules to adapt and refine thresholds, reducing alert fatigue. https://firehydrant.com/blog/the-alert-fatigue-dilemma-a-call-for-change-in-how-we-manage-on-call/ Executing Cron Scripts Reliably At Scale… Continue reading SRE Weekly Issue #409
The Power of AI: Strengthening Application Security by Eliminating Secrets in Code
By Krishna Pandey and Scott Nyberg. In our “Engineering Energizers” Q&A series, we examine the professional journeys that have shaped Salesforce Engineering leaders. Meet Krishna Pandey, Director of Security Engineering at Salesforce. Based in Bangalore, India, his Application Security Technology (AST) team powers Salesforce’s source code security program, charged with using AI to detect and… Continue reading The Power of AI: Strengthening Application Security by Eliminating Secrets in Code
SRE Weekly Issue #408
View on sreweekly.com A message from our sponsor, FireHydrant: It’s time for a new world of alerting tools that prioritize engineer well-being and efficiency. The future lies in intelligent systems that are compatible with real life and use conditional rules to adapt and refine thresholds, reducing alert fatigue. https://firehydrant.com/blog/the-alert-fatigue-dilemma-a-call-for-change-in-how-we-manage-on-call/ Tell me about a time… This… Continue reading SRE Weekly Issue #408
Lazy is the new fast: How Lazy Imports and Cinder accelerate machine learning at Meta
At Meta, the quest for faster model training has yielded an exciting milestone: the adoption of Lazy Imports and the Python Cinder runtime. The outcome? Up to 40 percent time to first batch (TTFB) improvements, along with a 20 percent reduction in Jupyter kernel startup times. This advancement facilitates swifter experimentation capabilities and elevates the… Continue reading Lazy is the new fast: How Lazy Imports and Cinder accelerate machine learning at Meta
Inside AI Research: Conquering Complex Challenges to Power Next Generation Innovations
By Yingbo Zhou and Scott Nyberg In our “Engineering Energizers” Q&A series, we examine the professional life experiences that have shaped Salesforce Engineering leaders. Meet Yingbo Zhou, a Senior Director of Research for Salesforce AI Research, where he leads his team to advance AI — focusing on the fields of natural language processing and software… Continue reading Inside AI Research: Conquering Complex Challenges to Power Next Generation Innovations
SRE Weekly Issue #407
View on sreweekly.com A message from our sponsor, FireHydrant: Signals is now available in beta. Sign up to experience alerting for modern DevOps teams: Page teams, not services. Ingest inputs from any source. Bucket pricing based on usage. And one platform — ring to retro — finally. https://firehydrant.com/blog/signals-beta-live/ On chains and complex systems If you… Continue reading SRE Weekly Issue #407
How Meta is advancing GenAI
What’s going on with generative AI (GenAI) at Meta? And what does the future have in store? In this episode of the Meta Tech Podcast, Meta engineer Pascal Hartig (@passy) speaks with Devi Parikh, an AI research director at Meta. They cover a wide range of topics, including the history and future of GenAI and the most… Continue reading How Meta is advancing GenAI
Implementing Salesforce’s Largest Database Upgrade: Inside the Migration to HBase 2
Written by Viraj Jasani and Andrew Purtell Data is the engine behind Salesforce operations, helping our customers make better decisions on a daily basis. The Big Data Storage (BDS) team, a key part of Salesforce’s engineering organization, deploys arguably one of the largest distributed database production footprints. This infrastructure is based on the combination of… Continue reading Implementing Salesforce’s Largest Database Upgrade: Inside the Migration to HBase 2
SRE Weekly Issue #406
View on sreweekly.com A message from our sponsor, FireHydrant: Signals is now available in beta. Sign up to experience alerting for modern DevOps teams: Page teams, not services. Ingest inputs from any source. Bucket pricing based on usage. And one platform — ring to retro — finally. https://firehydrant.com/blog/signals-beta-live/ How to Show Your Value In DevOps/SRE… Continue reading SRE Weekly Issue #406