[AMD] AMD new CI runner (#19739)

Co-authored-by: bingxche <Bingxu.Chen@amd.com>

.github/workflows/nightly-test-amd-rocm720.yml

@@ -97,7 +97,7 @@ jobs:
   # 1-GPU Unit Tests - LoRA, debug utils, scheduler, etc. (MI30x ROCm 7.2)
   nightly-test-1-gpu-unit-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-test-1-gpu-unit-rocm720')
-    runs-on: linux-mi325-gpu-1
+    runs-on: linux-mi325-1gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -126,7 +126,7 @@ jobs:
   # 2-GPU Accuracy Tests - GSM8K eval (MI30x ROCm 7.2)
   nightly-accuracy-2-gpu-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-accuracy-2-gpu-rocm720')
-    runs-on: linux-mi325-gpu-2
+    runs-on: linux-mi325-2gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -154,7 +154,7 @@ jobs:
   # 2-GPU VLM Accuracy Tests - Vision-Language Models MMMU evaluation (ROCm 7.2)
   nightly-accuracy-2-gpu-vlm-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-accuracy-2-gpu-vlm-rocm720')
-    runs-on: linux-mi325-gpu-2
+    runs-on: linux-mi325-2gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -183,7 +183,7 @@ jobs:
   # 2-GPU Text Models Performance Tests (ROCm 7.2)
   nightly-perf-2-gpu-text-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-perf-2-gpu-text-rocm720')
-    runs-on: linux-mi325-gpu-2
+    runs-on: linux-mi325-2gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -213,7 +213,7 @@ jobs:
   # 2-GPU VLM Performance Tests (ROCm 7.2)
   nightly-perf-2-gpu-vlm-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-perf-2-gpu-vlm-rocm720')
-    runs-on: linux-mi325-gpu-2
+    runs-on: linux-mi325-2gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -243,7 +243,7 @@ jobs:
   # 8-GPU Accuracy Tests - GPT-OSS, Grok1-FP8 (ROCm 7.2)
   nightly-accuracy-8-gpu-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-accuracy-8-gpu-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -283,7 +283,7 @@ jobs:
   # 8-GPU Grok1-INT4 (Accuracy + Performance) ROCm 7.2
   nightly-8-gpu-grok1-int4-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-grok1-int4-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -326,7 +326,7 @@ jobs:
   # 8-GPU Grok2 (Accuracy + Performance) ROCm 7.2
   nightly-8-gpu-grok2-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-grok2-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -369,7 +369,7 @@ jobs:
   # 8-GPU DeepSeek-V3.1 (Accuracy + Performance) ROCm 7.2
   nightly-8-gpu-deepseek-v31-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-deepseek-v31-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -412,7 +412,7 @@ jobs:
   # 8-GPU DeepSeek-V3.2 (Basic Accuracy + Perf) ROCm 7.2
   nightly-8-gpu-deepseek-v32-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-deepseek-v32-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -453,7 +453,7 @@ jobs:
   # 8-GPU DeepSeek-V3.2 MTP (MTP Accuracy + Perf) ROCm 7.2
   nightly-8-gpu-deepseek-v32-mtp-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-deepseek-v32-mtp-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -494,7 +494,7 @@ jobs:
   # 8-GPU Kimi-K2.5 (Accuracy) ROCm 7.2
   nightly-8-gpu-kimi-k25-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-kimi-k25-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -524,7 +524,7 @@ jobs:
   # 8-GPU Qwen3-235B (Accuracy + Performance) ROCm 7.2
   nightly-8-gpu-qwen3-235b-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-qwen3-235b-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -554,7 +554,7 @@ jobs:
   # 8-GPU GLM-5 (Accuracy) ROCm 7.2
   nightly-8-gpu-glm5-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-glm5-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4
@@ -587,7 +587,7 @@ jobs:
   # 8-GPU MiniMax-M2.5 (Accuracy) ROCm 7.2
   nightly-8-gpu-minimax-m25-rocm720:
     if: (github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request') && (inputs.job_filter == '' || inputs.job_filter == 'all' || inputs.job_filter == 'nightly-8-gpu-minimax-m25-rocm720')
-    runs-on: linux-mi325-gpu-8
+    runs-on: linux-mi325-8gpu-sglang
     steps:
       - name: Checkout code
         uses: actions/checkout@v4