Fix docs (#1889)

docs/backend/openai_api_embeddings.ipynb

@@ -6,10 +6,12 @@
    "source": [
     "# OpenAI APIs - Embedding\n",
     "\n",
-    "SGLang supports embedding models in the same way as completion models. Here are some example models:\n",
+    "SGLang provides OpenAI-compatible APIs to enable a smooth transition from OpenAI services to self-hosted local models.\n",
+    "A complete reference for the API is available in the [OpenAI API Reference](https://platform.openai.com/docs/guides/embeddings).\n",
     "\n",
-    "- [intfloat/e5-mistral-7b-instruct](https://huggingface.co/intfloat/e5-mistral-7b-instruct)\n",
-    "- [Alibaba-NLP/gte-Qwen2-7B-instruct](https://huggingface.co/Alibaba-NLP/gte-Qwen2-7B-instruct)\n"
+    "This tutorial covers the embedding APIs for embedding models, such as  \n",
+    "- [intfloat/e5-mistral-7b-instruct](https://huggingface.co/intfloat/e5-mistral-7b-instruct)  \n",
+    "- [Alibaba-NLP/gte-Qwen2-7B-instruct](https://huggingface.co/Alibaba-NLP/gte-Qwen2-7B-instruct)  \n"
    ]
   },
   {
@@ -96,7 +98,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Using OpenAI Compatible API w/ Requests"
+    "## Using Python Requests"
    ]
   },
   {

docs/backend/openai_api_vision.ipynb

@@ -107,7 +107,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Using OpenAI Compatible API w/ Requests"
+    "## Using Python Requests"
    ]
   },
   {
@@ -150,9 +150,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Using OpenAI Python Client\n",
-    "\n",
-    "Also, you can use the OpenAI Python API library to send requests."
+    "## Using OpenAI Python Client"
    ]
   },
   {