feat: Updated docs/source/index.rst

docs/source/index.rst

@@ -1,3 +1,16 @@
+===========
+
+.. image:: docs/images/DSPy8.png
+   :align: center
+   :width: 460px
+
+DSPy: *Programming*—not prompting—Foundation Models
+----------------------------------------------------
+
+(links to paper and iamges from readme)
+
+**DSPy** is the framework for solving advanced tasks with language models (LMs) and retrieval models (RMs). **DSPy** unifies techniques for **prompting** and **fine-tuning** LMs — and approaches for **reasoning**, **self-improvement**, and **augmentation with retrieval and tools**. All of these are expressed through modules that compose and learn.
+=======
 .. _index:
 
 DSPy
@@ -14,6 +27,62 @@ DSPy: *Programming*—not prompting—Foundation Models
 
 **DSPy** is the framework for solving advanced tasks with language models (LMs) and retrieval models (RMs). **DSPy** unifies techniques for **prompting** and **fine-tuning** LMs — and approaches for **reasoning**, **self-improvement**, and **augmentation with retrieval and tools**. All of these are expressed through modules that compose and learn.
 
+.. toctree::
+   :maxdepth: 2
+   :caption: Table of Contents
+
+   language_models_client
+   retrieval_models_client
+   using_local_models
+   modules
+   teleprompters
+==================
+
+.. image:: docs/images/DSPy8.png
+   :align: center
+   :width: 460px
+
+DSPy: *Programming*—not prompting—Foundation Models
+----------------------------------------------------
+
+(links to paper and iamges from readme)
+
+**DSPy** is the framework for solving advanced tasks with language models (LMs) and retrieval models (RMs). **DSPy** unifies techniques for **prompting** and **fine-tuning** LMs — and approaches for **reasoning**, **self-improvement**, and **augmentation with retrieval and tools**. All of these are expressed through modules that compose and learn.
+Language Model Clients
+----------------------
+
+Language Model Clients are interfaces for interacting with various language models. They provide a unified API for different language models, allowing you to switch between different models with minimal code changes.
+
+For more details, see :doc:`language_models_client`.
+
+Retrieval Model Clients
+-----------------------
+
+Retrieval Model Clients are interfaces for interacting with various retrieval models. They provide a unified API for different retrieval models, allowing you to switch between different models with minimal code changes.
+
+For more details, see :doc:`retrieval_models_client`.
+
+Using Local Models
+------------------
+
+DSPy supports various methods for loading local models. This includes built-in wrappers, server integration, and external package integration.
+
+For more details, see :doc:`using_local_models`.
+
+Modules
+-------
+
+Modules in DSPy are composable and declarative components that encapsulate specific functionality. They can be combined to create complex programs.
+
+For more details, see :doc:`modules`.
+
+Teleprompters
+-------------
+
+Teleprompters in DSPy are powerful optimizers that can learn to bootstrap and select effective prompts for the modules of any program.
+
+For more details, see :doc:`teleprompters`.
+
 To make this possible:
 
 - **DSPy** provides **composable and declarative modules** for instruct