[QNN EP] Upgrade QNN to 2.36.1 (microsoft#25388)

### Description

Update Qnn default version to 2.36.1.250708

Co-authored-by: Jeff Kilpatrick <[email protected]>

Author: qti-jkilpatrick

tools/ci_build/github/azure-pipelines/android-arm64-v8a-QNN-crosscompile-ci-pipeline.yml

@@ -32,7 +32,7 @@ parameters:
 - name: QnnSdk
   displayName: QNN SDK version
   type: string
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 jobs:
 - job: Build_QNN_EP

tools/ci_build/github/azure-pipelines/c-api-noopenmp-packaging-pipelines.yml

@@ -60,7 +60,7 @@ parameters:
 - name: QnnSdk
   displayName: QNN SDK Version
   type: string
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 resources:
   repositories:

tools/ci_build/github/azure-pipelines/custom-nuget-packaging-pipeline.yml

@@ -6,7 +6,7 @@ parameters:
 - name: QnnSdk
   displayName: QNN SDK Version
   type: string
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 - name: IsReleaseBuild
   displayName: Is a release build? Set it to true if you are doing an Onnx Runtime release.

tools/ci_build/github/azure-pipelines/linux-qnn-ci-pipeline.yml

@@ -33,7 +33,7 @@ parameters:
 - name: QnnSdk
   displayName: QNN SDK version
   type: string
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 jobs:
   - job: Build_QNN_EP

tools/ci_build/github/azure-pipelines/py-packaging-pipeline.yml

@@ -59,7 +59,7 @@ parameters:
 - name: qnn_sdk_version
   type: string
   displayName: 'QNN SDK version. Only for QNN packages.'
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 trigger: none
 

tools/ci_build/github/azure-pipelines/qnn-ep-nuget-packaging-pipeline.yml

@@ -2,7 +2,7 @@ parameters:
 - name: QnnSdk
   displayName: QNN SDK Version
   type: string
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 - name: build_config
   displayName: Build Configuration

tools/ci_build/github/azure-pipelines/stages/py-cpu-packaging-stage.yml

@@ -59,7 +59,7 @@ parameters:
 - name: qnn_sdk_version
   type: string
   displayName: 'QNN SDK version. Only for QNN packages.'
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 stages:
 - ${{ if eq(parameters.enable_windows_cpu, true) }}:

tools/ci_build/github/azure-pipelines/templates/android-java-api-aar-test.yml

@@ -19,7 +19,7 @@ parameters:
 - name: QnnSDKVersion
   displayName: QNN SDK Version
   type: string
-  default: '2.36.0.250627'
+  default: '2.36.1.250708'
 
 - name: enableWebGpu
   displayName: Enable WebGPU test

tools/ci_build/github/azure-pipelines/templates/android-java-api-aar.yml

@@ -53,7 +53,7 @@ parameters:
 - name: QnnSDKVersion
   displayName: QNN SDK Version
   type: string
-  default: '2.36.0.250627'
+  default: '2.36.1.250708'
 
 - name: is1ES
   displayName: Is 1ES pipeline

tools/ci_build/github/azure-pipelines/templates/c-api-cpu.yml

@@ -47,7 +47,7 @@ parameters:
 - name: QnnSDKVersion
   displayName: QNN SDK Version
   type: string
-  default: 2.36.0.250627
+  default: 2.36.1.250708
 
 - name: is1ES
   displayName: Is 1ES pipeline