adding preview

gemini/prompts/prompt_optimizer/get_started_with_vertex_ai_prompt_optimizer_sdk.ipynb

@@ -29,7 +29,7 @@
     "id": "JAPoU8Sm5E6e"
    },
    "source": [
-    "# Get started with Vertex AI Prompt Optimizer SDK\n",
+    "# Get started with Vertex AI Prompt Optimizer - SDK (Preview)\n",
     "\n",
     "<table align=\"left\">\n",
     "  <td style=\"text-align: center\">\n",
@@ -77,13 +77,13 @@
    "source": [
     "### Objective\n",
     "\n",
-    "This notebook demostrates how to leverage Vertex AI Prompt Optimizer to efficiently migrate a prompt template from one model to another. The goal is to use Vertex AI Prompt Optimizer to find the new prompt template which generate the most correct and grounded responses.\n",
+    "This notebook demostrates how to leverage Vertex AI Prompt Optimizer (Preview) to efficiently migrate a prompt template from one model to another. The goal is to use Vertex AI Prompt Optimizer (Preview) to find the new prompt template which generate the most correct and grounded responses.\n",
     "\n",
     "\n",
     "This tutorial uses the following Google Cloud ML services and resources:\n",
     "\n",
     "- Vertex Gen AI\n",
-    "- Vertex AI Prompt Optimizer\n",
+    "- Vertex AI Prompt Optimizer (Preview)\n",
     "- Vertex AI Model Eval\n",
     "- Vertex AI Custom job\n",
     "\n",
@@ -546,7 +546,7 @@
     "id": "EdvJRUWRNGHE"
    },
    "source": [
-    "## III. Automated prompt design with Vertex AI Prompt optimizer"
+    "## III. Automated prompt design with Vertex AI Prompt Optimizer (Preview)"
    ]
   },
   {
@@ -654,7 +654,7 @@
     "id": "Rp1n1aMACzSW"
    },
    "source": [
-    "### Translate the prompt template with Vertex AI Prompt Optimizer\n"
+    "### Translate the prompt template with Vertex AI Prompt Optimizer (Preview)\n"
    ]
   },
   {
@@ -788,7 +788,7 @@
     "\n",
     "Vertex AI Prompt Optimizer allows you to optimize prompts by optimizing instructions only, demonstration only, or both (`optimization_mode`), and after you set the system instruction, prompt templates that will be optimized  (`system_instruction`, `prompt_template`), and the model you want to optimize for  (`target_model`), it allows to condition the optimization process by setting metrics, number of iterations used to improve the prompt and more.\n",
     "\n",
-    "Below you have some configurations as default that are most commonly used and recommended. And if you want to have more control of the optimization process, Vertex AI Prompt Optimizer provides also additional configurations. Refer [here](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer) to learn more about the different parameters settings and how to best utilize them.\n"
+    "Below you have some configurations as default that are most commonly used and recommended. And if you want to have more control of the optimization process, Vertex AI Prompt Optimizer (Preview) provides also additional configurations. Refer [here](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/prompt-optimizer) to learn more about the different parameters settings and how to best utilize them.\n"
    ]
   },
   {
@@ -843,9 +843,9 @@
     "id": "Jd_uzQYQx6L7"
    },
    "source": [
-    "#### Upload Vertex AI Prompt Optimizer config to Cloud Storage\n",
+    "#### Upload Vertex AI Prompt Optimizer (Preview) config to Cloud Storage\n",
     "\n",
-    "After you define Vertex AI Prompt Optimizer configuration, you upload them on Cloud bucket.\n"
+    "After you define Vertex AI Prompt Optimizer (Preview) configuration, you upload them on Cloud bucket.\n"
    ]
   },
   {
@@ -880,7 +880,7 @@
    "source": [
     "#### Run the automatic prompt optimization job\n",
     "\n",
-    "Now you are ready to run your first Vertex AI Prompt optimizer job using the Vertex AI SDK for Python.\n"
+    "Now you are ready to run your first Vertex AI Prompt Optimizer (Preview) job using the Vertex AI SDK for Python.\n"
    ]
   },
   {