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Highlights
- NUMA: best practices, a server-side Java case study, and NUMA topology of Intel® Xeon® 6 cloud instances on AWS and Google Cloud
- Kubernetes: NUMA-aware placement of pods with NRI resource policies (Topology-aware and Balloons)
- vLLM Optimization guide: best known practices to deploy and tune vLLM for CPU inference on Intel® Xeon® processors, with an agent skill for deployment, tuning and benchmarking
- Gradient Boosting Inference Optimization guide: accelerating XGBoost, LightGBM and CatBoost inference with oneDAL on Intel® processors
- NumPy Optimization guide: best practices for optimal NumPy performance with Intel® oneAPI Math Kernel Library (oneMKL)
- R Optimization guide: best practices for optimal performance in data preparation, model fitting and model serving workflows in the R language
- NGINX with Intel® QuickAssist Technology (Intel® QAT) hardware-accelerated compression and TLS handshake offload
- Intel® Priority Core Turbo (PCT): Getting Started guide for GPU-accelerated AI inference
- Hardware Prefetch Controls for Intel® E-Cores
- Common system configuration recommendations: Energy Performance Bias (EPB) and Energy Performance Preference (EPP), CPU frequency scaling, Hyper-Threading and Low Power Efficient Cores (LPE cores)
What's Changed
- Add guide for R by @david-cortes-intel in #38
- First Version of Intel PCT Getting Started by @louie-tsai in #37
- Add vLLM optimization guide and skill by @lucasmelogithub in #32
- Fix link in R readme by @jasukhar in #45
- Hardware Prefetch Tuning for E-Cores v2 by @IntelSwede in #43
- Add a chapter about common performance recommendations by @Vika-F in #40
- Add NUMA directory with Java server-side case study by @dianef in #42
- Updating Table of content by @jasukhar in #46
- Added the material for XGBoost optimization by @bbhattar in #30
- Add NumPy optimization guide by @vchamarthi in #36
- Small corrections on file names in R guide by @david-cortes-intel in #49
- Update _config.yml by @jasukhar in #47
- Corrections about MKL setup in R guide by @david-cortes-intel in #50
- Add optimizing Kubernetes applications and services with NRI resource policies by @askervin in #51
- Fix typo in R guide by @david-cortes-intel in #52
- Nginx QAT by @ssherman8 in #48
- More updates for MKL installations by @david-cortes-intel in #53
- Add NUMA aware instance creation notes for CSPs by @ssherman8 in #54
New Contributors
- @louie-tsai made their first contribution in #37
- @IntelSwede made their first contribution in #43
- @Vika-F made their first contribution in #40
- @dianef made their first contribution in #42
- @bbhattar made their first contribution in #30
- @vchamarthi made their first contribution in #36
- @askervin made their first contribution in #51
Full Changelog: v1.1.0...v1.2.0