Merge branch 'main' into dev

.github/ISSUE_TEMPLATE/bug-report.yml

@@ -10,7 +10,7 @@ body:
         Thanks for stopping by to let us know something could be better!
         **PLEASE READ**:
         - This repository is for [Generative AI with Vertex AI on Google Cloud](https://cloud.google.com/vertex-ai/docs/generative-ai/learn/overview), not the [Google AI Gemini/PaLM APIs](https://ai.google.dev/)
-          - For issues with the Google AI Gemini API, refer to one of [these repositories](https://github.com/orgs/google/repositories?q=generative-ai) or the [Google Developers Community Discord `#gemini-api` channel](https://ai.google.dev/docs/discord).
+          - For issues with the Google AI Gemini API, refer to one of [these repositories](https://github.com/orgs/google/repositories?q=generative-ai) or the [Google Developers Community Discourse](https://discuss.ai.google.dev/).
         - If you have a support contract with Google, please create an issue in the [support console](https://cloud.google.com/support/) instead of filing on GitHub. This will ensure a timely response.
   - type: input
     id: file-name

.github/ISSUE_TEMPLATE/feature-request.yml

@@ -10,7 +10,7 @@ body:
         Thanks for stopping by to let us know something could be better!
         **PLEASE READ**:
         - This repository is for [Generative AI with Vertex AI on Google Cloud](https://cloud.google.com/vertex-ai/docs/generative-ai/learn/overview), not the [Google AI Gemini/PaLM APIs](https://ai.google.dev/)
-          - For issues with the Google AI Gemini API, refer to one of [these repositories](https://github.com/orgs/google/repositories?q=generative-ai) or the [Google Developers Community Discord `#gemini-api` channel](https://ai.google.dev/docs/discord).
+          - For issues with the Google AI Gemini API, refer to one of [these repositories](https://github.com/orgs/google/repositories?q=generative-ai) or the [Google Developers Community Discourse](https://discuss.ai.google.dev/).
         - If you have a support contract with Google, please create an issue in the [support console](https://cloud.google.com/support/) instead of filing on GitHub. This will ensure a timely response.
   - type: textarea
     id: problem

CONTRIBUTING.md

@@ -74,13 +74,11 @@ You may follow these steps to contribute:
 
 1. **Fork the official repository.** This will create a copy of the official repository in your own account.
 2. **Sync the branches.** This will ensure that your copy of the repository is up-to-date with the latest changes from the official repository.
-3. **Work on your forked repository's dev branch.** This is where you will make your changes to the code.
-4. **Commit your updates on your forked repository's dev branch.** This will save your changes to your copy of the repository.
+3. **Work on your forked repository's feature branch.** This is where you will make your changes to the code.
+4. **Commit your updates on your forked repository's feature branch.** This will save your changes to your copy of the repository.
 5. **Submit a pull request to the official repository's main branch.** This will request that your changes be merged into the official repository.
 6. **Resolve any lint errors.** This will ensure that your changes are formatted correctly.
 
-![image](https://storage.googleapis.com/github-repo/img/contributing/contributor-guide-diagram.jpg)
-
 Here are some additional things to keep in mind during the process:
 
 - **Read the [Google's Open Source Community Guidelines](https://opensource.google/conduct/).** The contribution guidelines will provide you with more information about the project and how to contribute.

gemini/grounding/intro-grounding-gemini.ipynb

@@ -680,8 +680,8 @@
  ],
  "metadata": {
   "colab": {
-    "name": "intro-grounding-gemini.ipynb",
    "collapsed_sections": [],
+   "name": "intro-grounding-gemini.ipynb",
    "toc_visible": true
   },
   "kernelspec": {

language/use-cases/prod-catalog-enrichment/genai_prod_catalog_enrichment.ipynb

@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "65de0271-9d7c-44be-aeb3-a2d69322e5de",
+   "id": "b95a7456-9f82-4f5f-9dd4-a0277e307b5f",
    "metadata": {},
    "source": [
     "# Product Catalog Extraction Tool using Generative AI\n",
@@ -50,12 +50,12 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2fbcb31c",
+   "id": "45633f2d-d69e-47a3-9ddc-c93fa91caba7",
    "metadata": {},
    "source": [
     "| | |\n",
     "|-|-|\n",
-    "|Author(s) | [Sanchit Latawa](https://github.com/slatawa) |"
+    "|Author(s) | [Sanchit Latawa](https://github.com/slatawa) , Lalit Kumar Digala  |"
    ]
   },
   {
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "206e9ff5-a8db-47bc-9dcc-3f7714377cb0",
+   "id": "ee2bf6c9-f5d4-402c-84ea-55678e325958",
    "metadata": {
     "tags": []
    },
@@ -297,7 +297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a9936156-1915-4818-9323-8ed72f9ba4ee",
+   "id": "dfbfa08f-3636-4dc0-a127-008b6cd7c570",
    "metadata": {},
    "source": [
     "# Colab Only\n",
@@ -321,7 +321,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2bb89711-c65f-48b7-a711-14f6c5502582",
+   "id": "8fdd51cd-4565-4acb-8100-b793b821a4e9",
    "metadata": {},
    "source": [
     "# Code"
@@ -2195,12 +2195,12 @@
  "metadata": {
   "environment": {
    "kernel": "python3",
-   "name": "tf2-cpu.2-11.m114",
+   "name": "tf2-cpu.2-11.m116",
    "type": "gcloud",
-   "uri": "gcr.io/deeplearning-platform-release/tf2-cpu.2-11:m114"
+   "uri": "gcr.io/deeplearning-platform-release/tf2-cpu.2-11:m116"
   },
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (Local)",
    "language": "python",
    "name": "python3"
   },