[ci] Add A100 queue into AWS CI template (#5648)

Signed-off-by: kevin <kevin@anyscale.com>

.buildkite/nightly-benchmarks/benchmark-pipeline.yaml

@@ -17,6 +17,7 @@ steps:
     plugins:
     - kubernetes:
         podSpec:
+          priorityClassName: perf-benchmark
           containers:
           - image: public.ecr.aws/q9t5s3a7/vllm-ci-test-repo:$BUILDKITE_COMMIT
             command:

.buildkite/test-pipeline.yaml

@@ -181,3 +181,8 @@ steps:
   commands:
   - pip install -r requirements-docs.txt
   - SPHINXOPTS=\"-W\" make html
+
+- label: A100 status
+  gpu: a100
+  commands: 
+  - nvidia-smi

.buildkite/test-template-aws.j2

@@ -49,6 +49,51 @@ steps:
     command: bash .buildkite/run-cpu-test.sh
 
   {% for step in steps %}
+  {% if step.gpu == "a100" %}
+  - label: "{{ step.label }}"
+    agents:
+      queue: a100-queue
+    soft_fail: {{ step.soft_fail or false }}
+    {% if step.parallelism %}
+    parallelism: {{ step.parallelism }}
+    {% endif %}
+    retry:
+      automatic:
+        - exit_status: -1  # Agent was lost
+          limit: 5
+        - exit_status: -10  # Agent was lost
+          limit: 5
+    plugins:
+    - kubernetes:
+        podSpec:
+          priorityClassName: ci
+          containers:
+          - image: {{ docker_image }}
+            command: ["bash"]
+            args:
+            - '-c'
+            - "'cd {{ (step.working_dir or default_working_dir) | safe }} && {{ step.command or (step.commands | join(' && ')) | safe }}'"
+            resources:
+              limits:
+                nvidia.com/gpu: 8
+            volumeMounts:
+            - name: devshm
+              mountPath: /dev/shm
+            env:
+            - name: VLLM_USAGE_SOURCE
+              value: ci-test
+            - name: HF_TOKEN
+              valueFrom:
+                secretKeyRef:
+                  name: hf-token-secret
+                  key: token
+          nodeSelector:
+            nvidia.com/gpu.product: NVIDIA-A100-SXM4-80GB
+          volumes:
+          - name: devshm
+            emptyDir:
+              medium: Memory
+  {% else %}
   - label: "{{ step.label }}"
     agents:
       {% if step.label == "Documentation Build" %}
@@ -90,4 +135,5 @@ steps:
             {% endif %}
           volumes:
             - /dev/shm:/dev/shm
+  {% endif %}
   {% endfor %}