diff --git a/tools/tdgpt/requirements_chronos.txt b/tools/tdgpt/requirements_chronos.txt
index 69e095d11eb0..306e1ad5a940 100644
--- a/tools/tdgpt/requirements_chronos.txt
+++ b/tools/tdgpt/requirements_chronos.txt
@@ -1,4 +1,4 @@
 -f https://download.pytorch.org/whl/torch_stable.html
-torch==2.6.0+cpu
+torch==2.12.1
 chronos-forecasting
 flask
diff --git a/tools/tdgpt/requirements_ess.txt b/tools/tdgpt/requirements_ess.txt
index 24212bc0d32f..c7a19d5def7e 100644
--- a/tools/tdgpt/requirements_ess.txt
+++ b/tools/tdgpt/requirements_ess.txt
@@ -2,7 +2,7 @@
 
 transformers==4.51.0
 --find-links https://download.pytorch.org/whl/torch/
-torch==2.6.0+cpu
+torch==2.12.1
 accelerate==0.34.2
 cookiecutter>=2.1.1
 ray>=2.9.0
diff --git a/tools/tdgpt/requirements_moirai.txt b/tools/tdgpt/requirements_moirai.txt
index f3a5979b7125..4460e8619cee 100644
--- a/tools/tdgpt/requirements_moirai.txt
+++ b/tools/tdgpt/requirements_moirai.txt
@@ -1,4 +1,4 @@
 -f https://download.pytorch.org/whl/torch_stable.html
-torch==2.6.0+cpu
+torch==2.12.1
 uni2ts
 flask
diff --git a/tools/tdgpt/requirements_moment.txt b/tools/tdgpt/requirements_moment.txt
index 5840f68c922a..f48363fce962 100644
--- a/tools/tdgpt/requirements_moment.txt
+++ b/tools/tdgpt/requirements_moment.txt
@@ -1,5 +1,5 @@
 -f https://download.pytorch.org/whl/torch_stable.html
-torch==2.6.0+cpu
+torch==2.12.1
 transformers==4.51.0
 numpy==1.25.2
 matplotlib
diff --git a/tools/tdgpt/requirements_timesfm.txt b/tools/tdgpt/requirements_timesfm.txt
index a63a8a967ac9..7b4d496d605e 100644
--- a/tools/tdgpt/requirements_timesfm.txt
+++ b/tools/tdgpt/requirements_timesfm.txt
@@ -1,5 +1,5 @@
 -f https://download.pytorch.org/whl/torch_stable.html
-torch==2.6.0+cpu
+torch==2.12.1
 jax
 timesfm
 flask==3.0.3
diff --git a/tools/tdgpt/requirements_windows_core.txt b/tools/tdgpt/requirements_windows_core.txt
index 24212bc0d32f..c7a19d5def7e 100644
--- a/tools/tdgpt/requirements_windows_core.txt
+++ b/tools/tdgpt/requirements_windows_core.txt
@@ -2,7 +2,7 @@
 
 transformers==4.51.0
 --find-links https://download.pytorch.org/whl/torch/
-torch==2.6.0+cpu
+torch==2.12.1
 accelerate==0.34.2
 cookiecutter>=2.1.1
 ray>=2.9.0