From 754f61ca055ae05dffc24440fface5f633ad777a Mon Sep 17 00:00:00 2001
From: Josh <66880119+JoshuaEPSamuel@users.noreply.github.com>
Date: Thu, 22 Jun 2023 15:38:01 +0100
Subject: [PATCH] Update RayTune doc link for Hyperparameter tuning (#24422)

Update outdated hyperlink hpo_train.md

Link to RayTune search space API docs was outdated - have provided correct new link for docs.

Co-authored-by: Joshua Samuel <66880119+Joshsamuel101@users.noreply.github.com>
---
 docs/source/en/hpo_train.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/source/en/hpo_train.md b/docs/source/en/hpo_train.md
index e78fc4fd39..490af690bc 100644
--- a/docs/source/en/hpo_train.md
+++ b/docs/source/en/hpo_train.md
@@ -54,7 +54,7 @@ For optuna, see optuna [object_parameter](https://optuna.readthedocs.io/en/stabl
 ...     }
 ```
 
-For raytune, see raytune [object_parameter](https://docs.ray.io/en/latest/tune/api_docs/search_space.html), it's like following:
+For raytune, see raytune [object_parameter](https://docs.ray.io/en/latest/tune/api/search_space.html), it's like following:
 
 ```py
 >>> def ray_hp_space(trial):
@@ -121,4 +121,4 @@ You could define your own compute_objective function, if not defined, the defaul
 ```
 
 ## Hyperparameter search For DDP finetune
-Currently, Hyperparameter search for DDP is enabled for optuna and sigopt. Only the rank-zero process will generate the search trial and pass the argument to other ranks.
\ No newline at end of file
+Currently, Hyperparameter search for DDP is enabled for optuna and sigopt. Only the rank-zero process will generate the search trial and pass the argument to other ranks.