Small fixes for supported models (#2471)

* Small improvements for docs

* Update _toctree.yml

* Updating the doc (we keep the list actually).

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>

docs/openapi.json

@@ -2186,4 +2186,4 @@
       "description": "Hugging Face Text Generation Inference API"
     }
   ]
-}
+}

docs/source/_toctree.yml

@@ -3,6 +3,8 @@
     title: Text Generation Inference
   - local: quicktour
     title: Quick Tour
+  - local: supported_models
+    title: Supported Models
   - local: installation_nvidia
     title: Using TGI with Nvidia GPUs
   - local: installation_amd
@@ -15,8 +17,7 @@
     title: Using TGI with Intel GPUs
   - local: installation
     title: Installation from source
-  - local: supported_models
-    title: Supported Models and Hardware
+
   - local: architecture
     title: Internal Architecture
   - local: usage_statistics

docs/source/supported_models.md

@@ -1,9 +1,7 @@
 
-# Supported Models and Hardware
+# Supported Models
 
-Text Generation Inference enables serving optimized models on specific hardware for the highest performance. The following sections list which models (VLMs & LLMs) are supported.
-
-## Supported Models
+Text Generation Inference enables serving optimized models. The following sections list which models (VLMs & LLMs) are supported.
 
 - [Deepseek V2](https://huggingface.co/deepseek-ai/DeepSeek-V2)
 - [Idefics 2](https://huggingface.co/HuggingFaceM4/idefics2-8b) (Multimodal)
@@ -38,6 +36,7 @@ Text Generation Inference enables serving optimized models on specific hardware
 - [Mllama](https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct) (Multimodal)
 
 
+
 If the above list lacks the model you would like to serve, depending on the model's pipeline type, you can try to initialize and serve the model anyways to see how well it performs, but performance isn't guaranteed for non-optimized models:
 
 ```python

update_doc.py

@@ -5,14 +5,13 @@ import json
 import os
 
 TEMPLATE = """
-# Supported Models and Hardware
+# Supported Models
 
-Text Generation Inference enables serving optimized models on specific hardware for the highest performance. The following sections list which models (VLMs & LLMs) are supported.
-
-## Supported Models
+Text Generation Inference enables serving optimized models. The following sections list which models (VLMs & LLMs) are supported.
 
 SUPPORTED_MODELS
 
+
 If the above list lacks the model you would like to serve, depending on the model's pipeline type, you can try to initialize and serve the model anyways to see how well it performs, but performance isn't guaranteed for non-optimized models:
 
 ```python