From 87e12aef467612be7fd173025ded52f8f212612a Mon Sep 17 00:00:00 2001
From: Zahra Dehghani Tafti <70191769+ZahraDehghani99@users.noreply.github.com>
Date: Sat, 13 Sep 2025 08:19:46 +0330
Subject: [PATCH 1/4] Updated openAI request.

---
 docs/source/en/quick_tour.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/docs/source/en/quick_tour.md b/docs/source/en/quick_tour.md
index 13aaec62..f33861d3 100644
--- a/docs/source/en/quick_tour.md
+++ b/docs/source/en/quick_tour.md
@@ -77,6 +77,7 @@ print(len(embedding[0]))
 ```
 
 #### OpenAI
+The server is availabe at : localhost:8080/v1/embeddings
 
 You can install it via pip as `pip install --upgrade openai`, and then run:
 
@@ -84,14 +85,14 @@ You can install it via pip as `pip install --upgrade openai`, and then run:
 import os
 from openai import OpenAI
 
-client = OpenAI(base_url="http://localhost:8080/v1/embeddings")
+client = OpenAI(base_url="http://localhost:8080/v1", api_key= "fake")
 
 response = client.embeddings.create(
   model="tei",
   input="What is deep learning?"
 )
 
-print(response)
+print(response.data[0].embedding)
 ```
 
 ## Re-rankers and sequence classification

From bde464fe3b8392505bda7a8adf5c5ed4313517a5 Mon Sep 17 00:00:00 2001
From: ZahraDehghani99 <zdehghanitafti78@gmail.com>
Date: Mon, 15 Sep 2025 21:34:39 +0330
Subject: [PATCH 2/4] =?UTF-8?q?docs(tei):=20apply=20reviewer=20suggestions?=
 =?UTF-8?q?=20=E2=80=94=20update=20OpenAI=20example,=20add=20curl,=20fix?=
 =?UTF-8?q?=20closing=20backticks?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 docs/source/en/quick_tour.md | 21 +++++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/docs/source/en/quick_tour.md b/docs/source/en/quick_tour.md
index f33861d3..bfbc5d0f 100644
--- a/docs/source/en/quick_tour.md
+++ b/docs/source/en/quick_tour.md
@@ -77,24 +77,33 @@ print(len(embedding[0]))
 ```
 
 #### OpenAI
-The server is availabe at : localhost:8080/v1/embeddings
-
-You can install it via pip as `pip install --upgrade openai`, and then run:
+To send requests to the [OpenAI Embeddings API](https://platform.openai.com/docs/api-reference/embeddings/create) exposed on Text Embeddings Inference (TEI) with the OpenAI Python SDK, you can install it as `pip install --upgrade openai`, and then run the following snippet:
 
 ```python
 import os
 from openai import OpenAI
 
-client = OpenAI(base_url="http://localhost:8080/v1", api_key= "fake")
+client = OpenAI(base_url="http://localhost:8080/v1", api_key= "-")
 
 response = client.embeddings.create(
-  model="tei",
-  input="What is deep learning?"
+    model="text-embeddings-inference",
+    input="What is Deep Learning?",
 )
 
 print(response.data[0].embedding)
 ```
 
+Alternatively, you can also send the request with cURL as follows:
+```bash
+curl http://localhost:8080/v1/embeddings \
+  -H "Content-Type: application/json" \
+  -d '{
+    "input": "What is Deep Learning?",
+    "model": "text-embeddings-inference",
+    "encoding_format": "float"
+  }'
+```
+
 ## Re-rankers and sequence classification
 
 TEI also supports re-ranker and classic sequence classification models.

From b43ab3503b5a2a20fec60a1447df4b83cf888a95 Mon Sep 17 00:00:00 2001
From: Zahra Dehghani Tafti <70191769+ZahraDehghani99@users.noreply.github.com>
Date: Mon, 15 Sep 2025 21:35:48 +0330
Subject: [PATCH 3/4] Update docs/source/en/quick_tour.md

Co-authored-by: Alvaro Bartolome <36760800+alvarobartt@users.noreply.github.com>
---
 docs/source/en/quick_tour.md | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/docs/source/en/quick_tour.md b/docs/source/en/quick_tour.md
index bfbc5d0f..6f0b7456 100644
--- a/docs/source/en/quick_tour.md
+++ b/docs/source/en/quick_tour.md
@@ -93,6 +93,18 @@ response = client.embeddings.create(
 print(response.data[0].embedding)
 ```
 
+Alternatively, you can also send the request with cURL as follows:
+
+```bash
+curl http://localhost/v1/embeddings \
+  -H "Content-Type: application/json" \
+  -d '{
+    "input": "What is Deep Learning?",
+    "model": "text-embeddings-inference",
+    "encoding_format": "float"
+  }'
+``
+
 Alternatively, you can also send the request with cURL as follows:
 ```bash
 curl http://localhost:8080/v1/embeddings \

From 77f8f21b786587b8de3456404ffe48519ef1be99 Mon Sep 17 00:00:00 2001
From: ZahraDehghani99 <zdehghanitafti78@gmail.com>
Date: Mon, 15 Sep 2025 21:38:58 +0330
Subject: [PATCH 4/4] docs(tei): remove duplicate example

---
 docs/source/en/quick_tour.md | 12 ------------
 1 file changed, 12 deletions(-)

diff --git a/docs/source/en/quick_tour.md b/docs/source/en/quick_tour.md
index 6f0b7456..bfbc5d0f 100644
--- a/docs/source/en/quick_tour.md
+++ b/docs/source/en/quick_tour.md
@@ -93,18 +93,6 @@ response = client.embeddings.create(
 print(response.data[0].embedding)
 ```
 
-Alternatively, you can also send the request with cURL as follows:
-
-```bash
-curl http://localhost/v1/embeddings \
-  -H "Content-Type: application/json" \
-  -d '{
-    "input": "What is Deep Learning?",
-    "model": "text-embeddings-inference",
-    "encoding_format": "float"
-  }'
-``
-
 Alternatively, you can also send the request with cURL as follows:
 ```bash
 curl http://localhost:8080/v1/embeddings \