Move Linux Github actions to a dedicated pool (microsoft#22566)

### Description
Move Linux Github actions to a dedicated pool. Currently the
"orttraining-linux-ci-pipeline " is too slow.

### Motivation and Context
To speed up the running.

Author: snnn

.github/workflows/cffconvert.yml

@@ -8,7 +8,7 @@ on:
 jobs:
   validate:
     name: "validate"
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - name: Check out a copy of the repository
         uses: actions/checkout@v4

.github/workflows/codeql.yml

@@ -18,7 +18,7 @@ on:
 jobs:
   analyze:
     name: Analyze
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     permissions:
       actions: read
       contents: read
@@ -55,6 +55,11 @@ jobs:
         java-version: '11'
         distribution: 'microsoft'
 
+    - if: ${{ matrix.language == 'javascript' }}
+      uses: actions/setup-node@v4
+      with:
+        node-version: 20
+
     # Autobuild attempts to build any compiled languages  (C/C++, C#, or Java).
     # If this step fails, then you should remove it and run the build manually (see below)
     - if: ${{ matrix.language != 'cpp' }}

.github/workflows/gradle-wrapper-validation.yml

@@ -8,7 +8,7 @@ on: [push, pull_request]
 jobs:
   validation:
     name: "Validation"
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - uses: actions/checkout@v4
       - uses: gradle/actions/wrapper-validation@v4

.github/workflows/labeler.yml

@@ -8,7 +8,7 @@ permissions:
 
 jobs:
   triage:
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
     - uses: github/[email protected]
       with:

.github/workflows/lint.yml

@@ -36,7 +36,7 @@ jobs:
   lint-python-format:
     # Required workflow
     name: Python format
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - uses: actions/checkout@v4
       - name: Setup Python
@@ -114,9 +114,12 @@ jobs:
 
   lint-js:
     name: Lint JavaScript
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - uses: actions/checkout@v4
+      - uses: actions/setup-node@v4
+        with:
+          node-version: 20
       - uses: reviewdog/action-eslint@v1
         with:
           reporter: github-pr-check

.github/workflows/linux_training.yml

@@ -12,15 +12,15 @@ concurrency:
 
 jobs:
   orttraining-linux-ci-pipeline:
-    runs-on: ubuntu-24.04
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     permissions:
       actions: read
       contents: read
       security-events: write
     steps:
       - uses: actions/checkout@v4
       - run: |
-         python3 -m pip install -r tools/ci_build/github/linux/python/requirements.txt
+         python3 -m pip install --user -r tools/ci_build/github/linux/python/requirements.txt
       - name: Initialize CodeQL
         uses: github/codeql-action/init@v3
         with:

.github/workflows/pr_checks.yml

@@ -19,7 +19,7 @@ concurrency:
 jobs:
   auto-apply-fixes:
     name: Suggest fixes
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     permissions:
       contents: read
       pull-requests: write
@@ -34,14 +34,13 @@ jobs:
         with:
           toolchain: stable
           components: rustfmt
-      - name: Install dependencies
+      - name: Install dependencies and run lintrunner on all files
         run: |
-          python -m pip install -r requirements-dev.txt
-          python -m pip install lintrunner lintrunner-adapters
+	  export PATH=$HOME/.local/bin:$PATH
+	  set -e
+          python -m pip install --user -r requirements-dev.txt
+          python -m pip install --user lintrunner lintrunner-adapters
           lintrunner init
-      - name: Run lintrunner on all files
-        run: |
-          set +e
           lintrunner f --all-files -v
           exit 0
       - uses: parkerbxyz/suggest-changes@v1

.github/workflows/publish-c-apidocs.yml

@@ -22,7 +22,7 @@ permissions:
 jobs:
   build:
     name: Generate C/C++ API docs
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - uses: actions/checkout@v4
       - name: Install doxygen and dependencies

.github/workflows/publish-csharp-apidocs.yml

@@ -20,7 +20,7 @@ permissions:
 
 jobs:
   build:
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     env:
       DOCFXVERSION: 2.62.2
     steps:

.github/workflows/publish-gh-pages.yml

@@ -8,7 +8,7 @@ on:
 
 jobs:
   placeholder:
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - name: Placeholder step to have workflow included in the GitHub web UI
         run: |

.github/workflows/publish-java-apidocs.yml

@@ -21,7 +21,7 @@ permissions:
 jobs:
   build:
     name: Generate Java docs
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - uses: actions/checkout@v4
       - name: Set up JDK 11

.github/workflows/publish-js-apidocs.yml

@@ -21,7 +21,7 @@ permissions:
 jobs:
   build:
     name: Generate JS API docs
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - uses: actions/checkout@v4
       - name: Setup Node.js

.github/workflows/publish-python-apidocs.yml

@@ -22,7 +22,7 @@ permissions:
 jobs:
   build:
     name: Generate Python API docs
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - uses: actions/checkout@v4
       - name: Install tools

.github/workflows/skip-doc-change.yml.j2

@@ -14,7 +14,7 @@ jobs:
 {%- for name in job_names %}
   job{{ loop.index }}:
     name: {{ name }}
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
       - run: 'echo "No build required, only documentation changed"'
 {% endfor %}

.github/workflows/stale.yml

@@ -8,7 +8,7 @@ on:
 
 jobs:
   close-stale-issues:
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     permissions:
       issues: write
       pull-requests: write

.github/workflows/title-only-labeler.yml

@@ -8,7 +8,7 @@ permissions:
 
 jobs:
   triage:
-    runs-on: ubuntu-latest
+    runs-on: ["self-hosted", "1ES.Pool=onnxruntime-github-Ubuntu2204-AMD-CPU"]
     steps:
     - uses: github/[email protected]
       with: