Merge pull request #2789 from AI-Hypercomputer:fix_links

PiperOrigin-RevId: 840390986

Author: Google-ML-Automation

README.md

@@ -76,11 +76,11 @@ Our goal is to provide a variety of models (dimension “a”) and techniques (d
 Check out these getting started guides:
 
 * Supervised Fine Tuning (SFT)
-  * [SFT on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/sft.html)
-  * [SFT on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/sft_on_multi_host.html)
+  * [SFT on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/sft.html)
+  * [SFT on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/sft_on_multi_host.html)
 * Reinforcement Learning (RL)
-  * [RL on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/rl.html)
-  * [RL on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/rl_on_multi_host.html)
+  * [RL on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/rl.html)
+  * [RL on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/rl_on_multi_host.html)
 
 ### Model library
 

docs/tutorials/post_training_index.md

@@ -19,13 +19,13 @@ MaxText was co-designed with key Google led innovations to provide a unified pos
 ## Supported techniques & models
 
 - **SFT (Supervised Fine-Tuning)**
-  * [SFT on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/sft.html)
-  * [SFT on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/sft_on_multi_host.html)
+  * [SFT on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/sft.html)
+  * [SFT on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/sft_on_multi_host.html)
 - **Multimodal SFT**
-  * [Multimodal Support](https://maxtext.readthedocs.io/en/latest/guides/multimodal.html)
+  * [Multimodal Support](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/multimodal.html)
 - **Reinforcement Learning (RL)**
-  * [RL on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/rl.html)
-  * [RL on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/rl_on_multi_host.html)
+  * [RL on Single-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/rl.html)
+  * [RL on Multi-Host TPUs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/rl_on_multi_host.html)
 
 ## Step by step RL
 
@@ -49,7 +49,7 @@ Pathways supercharges RL with:
 
 ## Getting started
 
-Start your Post-Training journey through quick experimentation with our [Google Colabs](https://maxtext.readthedocs.io/en/latest/tutorials/how_to_run_colabs.html) or our Production level tutorials for [SFT](https://maxtext.readthedocs.io/en/latest/tutorials/sft_on_multi_host.html) and [GRPO](https://maxtext.readthedocs.io/en/latest/tutorials/grpo_with_pathways.html).
+Start your Post-Training journey through quick experimentation with our [Google Colabs](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/how_to_run_colabs.html) or our Production level tutorials for [SFT](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/sft_on_multi_host.html) and [RL](https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/rl_on_multi_host.html).
 
 ## More tutorials
 

src/MaxText/examples/rl_llama3_demo.ipynb

@@ -63,7 +63,7 @@
     "## Setup\n",
     "\n",
     "Install dependencies and set up the environment:\n",
-    "https://maxtext.readthedocs.io/en/latest/tutorials/rl.html#from-github"
+    "https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/rl.html#from-github"
    ]
   },
   {

src/MaxText/examples/sft_llama3_demo.ipynb

@@ -75,7 +75,7 @@
    "source": [
     "### Install Dependencies\n",
     "\n",
-    "https://maxtext.readthedocs.io/en/latest/tutorials/sft.html#install-dependencies"
+    "https://maxtext.readthedocs.io/en/latest/tutorials/posttraining/sft.html#install-dependencies"
    ]
   },
   {