Added cross referencing

Signed-off-by: sergiopaniego <sergiopaniegoblanco@gmail.com>

Author: sergiopaniego

docs/training/trl.md

@@ -24,6 +24,6 @@ Some trainers also support **vLLM sleep mode**, which offloads parameters and ca
 !!! info
     For more information on the `use_vllm` flag you can provide to the configs of these online methods, see:
 
-    - [`trl.GRPOConfig.use_vllm`](https://huggingface.co/docs/trl/main/en/grpo_trainer#trl.GRPOConfig.use_vllm)
-    - [`trl.OnlineDPOConfig.use_vllm`](https://huggingface.co/docs/trl/main/en/online_dpo_trainer#trl.OnlineDPOConfig.use_vllm)
-    - [`trl.RLOOConfig.use_vllm`](https://huggingface.co/docs/trl/main/en/rloo_trainer#trl.RLOOConfig.use_vllm)
+    - [`trl.GRPOConfig.use_vllm`][]
+    - [`trl.OnlineDPOConfig.use_vllm`][]
+    - [`trl.RLOOConfig.use_vllm`][]

mkdocs.yaml

@@ -103,6 +103,7 @@ plugins:
           - https://pytorch.org/docs/stable/objects.inv
           - https://psutil.readthedocs.io/en/stable/objects.inv
           - https://huggingface.co/docs/transformers/main/en/objects.inv
+          - https://huggingface.co/docs/trl/main/en/objects.inv
 
 markdown_extensions:
   - attr_list