diff --git a/.pipelines/nuget_config/x64/packages.config b/.pipelines/nuget_config/x64/packages.config
index 6fb9396686..9e318aacb0 100644
--- a/.pipelines/nuget_config/x64/packages.config
+++ b/.pipelines/nuget_config/x64/packages.config
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <packages>
   <package id="python" version="3.7.9" targetFramework="native" />
-  <package id="Microsoft.AI.DirectML" version="1.8.2" targetFramework="native" />
+  <package id="Microsoft.AI.DirectML.Preview" version="1.9.0-dev2b57b4f738b1d0dcc2dd31ecd502e36f4e3ea5a0" targetFramework="native" />
   <package id="Microsoft.Windows.CppWinRT" version="2.0.201201.7" targetFramework="native" />
 </packages>
diff --git a/.pipelines/nuget_config/x86/packages.config b/.pipelines/nuget_config/x86/packages.config
index 84b98f86cd..61b20269c4 100644
--- a/.pipelines/nuget_config/x86/packages.config
+++ b/.pipelines/nuget_config/x86/packages.config
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <packages>
   <package id="pythonx86" version="3.7.9" targetFramework="native" />
-  <package id="Microsoft.AI.DirectML" version="1.8.2" targetFramework="native" />
+  <package id="Microsoft.AI.DirectML.Preview" version="1.9.0-dev2b57b4f738b1d0dcc2dd31ecd502e36f4e3ea5a0" targetFramework="native" />
   <package id="Microsoft.Windows.CppWinRT" version="2.0.201201.7" targetFramework="native" />
 </packages>
diff --git a/cmake/external/dml.cmake b/cmake/external/dml.cmake
index 7beb571dcd..4b01e0d84f 100644
--- a/cmake/external/dml.cmake
+++ b/cmake/external/dml.cmake
@@ -40,7 +40,7 @@ if (NOT onnxruntime_USE_CUSTOM_DIRECTML)
   set(NUGET_CONFIG ${PROJECT_SOURCE_DIR}/../NuGet.config)
   set(PACKAGES_CONFIG ${PROJECT_SOURCE_DIR}/../packages.config)
   get_filename_component(PACKAGES_DIR ${CMAKE_CURRENT_BINARY_DIR}/../packages ABSOLUTE)
-  set(DML_PACKAGE_DIR ${PACKAGES_DIR}/Microsoft.AI.DirectML.1.8.2)
+  set(DML_PACKAGE_DIR ${PACKAGES_DIR}/Microsoft.AI.DirectML.Preview.1.9.0-dev2b57b4f738b1d0dcc2dd31ecd502e36f4e3ea5a0)
   set(DML_SHARED_LIB DirectML.dll)
 
   # Restore nuget packages, which will pull down the DirectML redist package
diff --git a/packages.config b/packages.config
index 507e44f896..1df88367b9 100644
--- a/packages.config
+++ b/packages.config
@@ -1,6 +1,6 @@
 <?xml version="1.0" encoding="utf-8"?>
 <packages>
   <package id="GoogleTestAdapter" version="0.17.1" targetFramework="net46" />
-  <package id="Microsoft.AI.DirectML" version="1.8.2" targetFramework="native" />
+  <package id="Microsoft.AI.DirectML.Preview" version="1.9.0-dev2b57b4f738b1d0dcc2dd31ecd502e36f4e3ea5a0" targetFramework="native" />
   <package id="Microsoft.Windows.CppWinRT" version="2.0.201201.7" targetFramework="native" />
 </packages>
diff --git a/tools/nuget/generate_nuspec_for_native_nuget.py b/tools/nuget/generate_nuspec_for_native_nuget.py
index 9446edaa07..61a466748e 100644
--- a/tools/nuget/generate_nuspec_for_native_nuget.py
+++ b/tools/nuget/generate_nuspec_for_native_nuget.py
@@ -180,7 +180,7 @@ def generate_repo_url(list, repo_url, commit_id):
 
 
 def generate_dependencies(list, package_name, version):
-    dml_dependency = '<dependency id="Microsoft.AI.DirectML" version="1.8.2"/>'
+    dml_dependency = '<dependency id="Microsoft.AI.DirectML.Preview" version="1.9.0-dev2b57b4f738b1d0dcc2dd31ecd502e36f4e3ea5a0"/>'
 
     if package_name == "Microsoft.AI.MachineLearning":
         list.append("<dependencies>")
@@ -200,7 +200,7 @@ def generate_dependencies(list, package_name, version):
 
         list.append("</dependencies>")
     else:
-        include_dml = package_name == "Microsoft.ML.OnnxRuntime.DirectML"
+        include_dml = package_name == "Microsoft.ML.OnnxRuntime.DirectML.Preview"
 
         list.append("<dependencies>")
         # Support .Net Core