Add Helm Charts Support in highlights of v1.1 release notes

release_notes/v1.1.md

@@ -1,10 +1,10 @@
 # OPEA Release Notes v1.1
-We are pleased to announce the release of OPEA version 1.1, which includes significant contributions from the open-source community. This release addresses over 450 pull requests.
+We are pleased to announce the release of OPEA version 1.1, which includes significant contributions from the open-source community. This release addresses over 460 pull requests.
 
 More information about how to get started with OPEA v1.1 can be found at [Getting Started](https://opea-project.github.io/latest/index.html) page. All project source code is maintained in the [repository](https://github.com/opea-project). To pull Docker images, please access the [hub](https://hub.docker.com/u/opea).
 
 ## What's New in OPEA v1.1
-This release introduces more scenarios with general availability, including the [Image-to-Video](https://github.com/opea-project/GenAIComps/pull/465), [Test-to-Image](https://github.com/opea-project/GenAIComps/pull/729), [Text-to-SQL](https://github.com/opea-project/GenAIExamples/tree/main/DBQnA) and [Avatar Animation](https://github.com/opea-project/GenAIComps/pull/775) capabilities; introduces [Prediction Guard](https://github.com/opea-project/GenAIComps/pull/677) to enhance AI security by Factuality Check, PII Detection, Prompt Injection Detection and Toxicity Detection; introduces [Generative AI Studio](https://github.com/opea-project/GenAIStudio) that streamlines the creation of enterprise Generative AI applications, offering an alternative to manual processes; expands the hardware support portfolio, like [Intel® Arc™ GPUs](https://github.com/opea-project/GenAIComps/pull/641) and [AMD® GPUs](https://github.com/opea-project/GenAIExamples/issues/1153); introduces enhanced monitoring system, providing real-time insights into performance and system resource utilization for [CPU and Intel® Gaudi® AI Accelerator](https://github.com/opea-project/GenAIEval/issues/195), as well as [Horizontal Pod Autoscaler(HPA)](https://github.com/opea-project/GenAIInfra/pull/531); integrates benchmark tools for long-context language models (LCLMs), like [LongBench](https://github.com/opea-project/GenAIEval/pull/179) and [HELMET](https://github.com/opea-project/GenAIEval/pull/182).
+This release introduces more scenarios with general availability, including the [Image-to-Video](https://github.com/opea-project/GenAIComps/pull/465), [Text-to-Image](https://github.com/opea-project/GenAIComps/pull/729), [Text-to-SQL](https://github.com/opea-project/GenAIExamples/tree/main/DBQnA) and [Avatar Animation](https://github.com/opea-project/GenAIComps/pull/775) capabilities; introduces [Prediction Guard](https://github.com/opea-project/GenAIComps/pull/677) to enhance AI security by Factuality Check, PII Detection, Prompt Injection Detection and Toxicity Detection; introduces [Generative AI Studio](https://github.com/opea-project/GenAIStudio) that streamlines the creation of enterprise Generative AI applications, offering an alternative to manual processes; expands the hardware support portfolio, like [Intel® Arc™ GPUs](https://github.com/opea-project/GenAIComps/pull/641) and [AMD® GPUs](https://github.com/opea-project/GenAIExamples/issues/1153); introduces enhanced monitoring system, providing real-time insights into runtime status and system resource utilization for [CPU and Intel® Gaudi® AI Accelerator](https://github.com/opea-project/GenAIEval/issues/195), as well as [Horizontal Pod Autoscaler(HPA)](https://github.com/opea-project/GenAIInfra/pull/531); introduces Helm Charts suppport for 7 examples and microservices; integrates benchmark tools for long-context language models (LCLMs), like [LongBench](https://github.com/opea-project/GenAIEval/pull/179) and [HELMET](https://github.com/opea-project/GenAIEval/pull/182).
 
 ### Highlights
 #### New GenAI Examples
@@ -41,8 +41,11 @@ This release introduces more scenarios with general availability, including the
 #### Enhanced Observability
 Observability offers real-time insights into component performance and system resource utilization. We enhanced this capability by monitoring [key system metrics](https://github.com/opea-project/GenAIInfra/pull/541), including [CPU](https://github.com/opea-project/GenAIInfra/pull/541), host memory, storage, network, and accelerators (such as [Intel Gaudi](https://github.com/opea-project/GenAIInfra/pull/541)), as well as tracking [OPEA application scaling](https://github.com/opea-project/GenAIInfra/pull/541).
 
+#### Helm Charts Support
+OPEA examples and microservices support Helm Charts as the packaging format on K8S. The newly supported examples include [AgentQnA](https://github.com/opea-project/GenAIInfra/commit/66de41c), [AudioQnA](https://github.com/opea-project/GenAIInfra/commit/9efacee),  [FaqGen](https://github.com/opea-project/GenAIInfra/commit/f847e05), [VisualQnA](https://github.com/opea-project/GenAIInfra/commit/b077d44) etc. The newly supported microservices include [chathistory, mongodb, prompt](https://github.com/opea-project/GenAIInfra/commit/881e2b5), and [Milvus for data-prep and retriever](https://github.com/opea-project/GenAIInfra/commit/d289b4e).
+
 #### Long-context Benchmark Support
-We added the following two benchmark kit to response to the community's requirements of long-context language models.
+We added the following two benchmark kits to response to the community's requirements of long-context language models.
 
 - HELMET: a comprehensive benchmark for long-context language models covering seven diverse categories of tasks. The datasets are application-centric and are designed to evaluate models at different lengths and levels of complexity. 
 - [LongBench](https://github.com/THUDM/LongBench): a benchmark tool for bilingual, multitask, and comprehensive assessment of long context understanding capabilities of large language models. 
@@ -304,9 +307,9 @@ We added the following two benchmark kit to response to the community's requirem
     - Add hyperlinks and paths validation. [d8cd3a1](https://github.com/opea-project/GenAIInfra/commit/d8cd3a1)
 </details>
 
-### Full Changelog
+### Full Changelogs
 - GenAIExamples: [v1.0...v1.1](https://github.com/opea-project/GenAIExamples/compare/v1.0...v1.1)
 - GenAIComps: [v1.0...v1.1](https://github.com/opea-project/GenAIComps/compare/v1.0...v1.1)
 - GenAIInfra: [v1.0...v1.1](https://github.com/opea-project/GenAIInfra/compare/v1.0...v1.1)
 - GenAIEval: [v1.0...v1.1](https://github.com/opea-project/GenAIEval/compare/v1.0...v1.1)
-- GenAIStudio: [...v1.1](https://github.com/opea-project/GenAIStudio/compare/v1.1...v1.1)
+- GenAIStudio: [...v1.1](https://github.com/opea-project/GenAIStudio/compare/3df407115e079622428c17978719ce782a25927a...v1.1)