migrate NPU PR/nightly test cases to a3-560T (#33346)

Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: sglang-npu-bot <sglangnpu@163.com>

.github/workflows/pr-test-npu.yml

@@ -130,116 +130,10 @@ jobs:
           cd test
           python3 run_suite.py --hw npu --suite stage-a-unit-test-npu
 
-  stage-b-test-1-npu-a2:
-    needs: [check-changes, pr-gate, set-image-config]
-    if: needs.check-changes.outputs.main_package == 'true'
-    runs-on: linux-aarch64-a2-1
-    strategy:
-      fail-fast: false
-      matrix:
-        part: [ 0, 1 ]
-    container:
-      image: ${{ needs.set-image-config.outputs.CANN_image_910b }}
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ inputs.ref || github.ref }}
-
-      - name: Mark repository safe
-        run: |
-          git config --system --add safe.directory ${GITHUB_WORKSPACE}
-
-      - name: Install dependencies
-        env:
-          TORCH_CACHE_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local/whl/cpu"
-          PYPI_CACHE_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local/pypi/simple"
-          UV_INDEX_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local/pypi/simple"
-          GITHUB_PROXY_URL: "https://gh-proxy.test.osinfra.cn/"
-          RUSTUP_CACHE_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local:8082"
-        run: |
-          # speed up by using infra cache services
-          CACHING_URL="cache-service.nginx-pypi-cache.svc.cluster.local"
-          sed -Ei "s@(ports|archive).ubuntu.com@${CACHING_URL}:8081@g" /etc/apt/sources.list
-          pip config set global.index-url http://${CACHING_URL}/pypi/simple
-          pip config set global.trusted-host "${CACHING_URL}"
-
-          bash scripts/ci/npu/npu_ci_install_dependency.sh 910b
-          # copy required file from our daily cache
-          cp ~/.cache/modelscope/hub/datasets/otavia/ShareGPT_Vicuna_unfiltered/ShareGPT_V3_unfiltered_cleaned_split.json /tmp
-          # copy gsm8k dataset
-          cp ~/.cache/modelscope/hub/datasets/tmp/test.jsonl /tmp
-
-      - name: Run test
-        timeout-minutes: 60
-        env:
-          SGLANG_USE_MODELSCOPE: true
-          SGLANG_IS_IN_CI: true
-          HF_ENDPOINT: https://hf-mirror.com
-          TORCH_EXTENSIONS_DIR: /tmp/torch_extensions
-          PYTORCH_NPU_ALLOC_CONF: "expandable_segments:True"
-          STREAMS_PER_DEVICE: 32
-        run: |
-          cd test
-          python3 run_suite.py --hw npu --suite stage-b-test-1-npu-a2 --auto-partition-id ${{ matrix.part }} --auto-partition-size 2
-
-  stage-b-test-2-npu-a2:
-    needs: [check-changes, pr-gate, set-image-config]
-    if: needs.check-changes.outputs.main_package == 'true'
-    runs-on: linux-aarch64-a2-2
-    strategy:
-      fail-fast: true
-      matrix:
-        part: [0, 1]
-    container:
-      image: ${{ needs.set-image-config.outputs.CANN_image_910b }}
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ inputs.ref || github.ref }}
-
-      - name: Mark repository safe
-        run: |
-          git config --system --add safe.directory ${GITHUB_WORKSPACE}
-
-      - name: Install dependencies
-        env:
-          TORCH_CACHE_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local/whl/cpu"
-          PYPI_CACHE_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local/pypi/simple"
-          UV_INDEX_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local/pypi/simple"
-          GITHUB_PROXY_URL: "https://gh-proxy.test.osinfra.cn/"
-          RUSTUP_CACHE_URL: "http://cache-service.nginx-pypi-cache.svc.cluster.local:8082"
-        run: |
-          # speed up by using infra cache services
-          CACHING_URL="cache-service.nginx-pypi-cache.svc.cluster.local"
-          sed -Ei "s@(ports|archive).ubuntu.com@${CACHING_URL}:8081@g" /etc/apt/sources.list
-          pip config set global.index-url http://${CACHING_URL}/pypi/simple
-          pip config set global.trusted-host "${CACHING_URL}"
-
-          bash scripts/ci/npu/npu_ci_install_dependency.sh 910b
-          # copy required file from our daily cache
-          cp ~/.cache/modelscope/hub/datasets/otavia/ShareGPT_Vicuna_unfiltered/ShareGPT_V3_unfiltered_cleaned_split.json /tmp
-          # copy gsm8k dataset
-          cp ~/.cache/modelscope/hub/datasets/tmp/test.jsonl /tmp
-
-      - name: Run test
-        timeout-minutes: 60
-        env:
-          SGLANG_USE_MODELSCOPE: true
-          SGLANG_IS_IN_CI: true
-          HF_ENDPOINT: https://hf-mirror.com
-          TORCH_EXTENSIONS_DIR: /tmp/torch_extensions
-          PYTORCH_NPU_ALLOC_CONF: "expandable_segments:True"
-          STREAMS_PER_DEVICE: 32
-        run: |
-          cd test
-          python3 run_suite.py --hw npu --suite stage-b-test-2-npu-a2 --auto-partition-id ${{ matrix.part }} --auto-partition-size 2
-
   stage-b-test-1-npu-a3:
     needs: [check-changes, pr-gate, set-image-config]
     if: needs.check-changes.outputs.main_package == 'true'
-    runs-on: linux-aarch64-a3-2
+    runs-on: linux-aarch64-a3-2-
     container:
       image: ${{ needs.set-image-config.outputs.CANN_image_a3 }}
     steps:
@@ -289,7 +183,7 @@ jobs:
   stage-b-test-2-npu-a3:
     needs: [check-changes, pr-gate, set-image-config]
     if: needs.check-changes.outputs.main_package == 'true'
-    runs-on: linux-aarch64-a3-2
+    runs-on: linux-aarch64-a3-2-
     container:
       image: ${{ needs.set-image-config.outputs.CANN_image_a3 }}
     steps:
@@ -339,7 +233,7 @@ jobs:
   stage-b-test-4-npu-a3:
     needs: [check-changes, pr-gate, set-image-config]
     if: needs.check-changes.outputs.main_package == 'true'
-    runs-on: linux-aarch64-a3-4
+    runs-on: linux-aarch64-a3-4-
     strategy:
       fail-fast: false
       matrix:
@@ -393,7 +287,7 @@ jobs:
   stage-b-test-8-npu-a3:
     needs: [check-changes, pr-gate, set-image-config]
     if: needs.check-changes.outputs.main_package == 'true'
-    runs-on: linux-aarch64-a3-8
+    runs-on: linux-aarch64-a3-8-
     container:
       image: ${{ needs.set-image-config.outputs.CANN_image_a3 }}
     steps:
@@ -442,7 +336,7 @@ jobs:
   stage-b-test-16-npu-a3:
     needs: [check-changes, pr-gate, set-image-config]
     if: needs.check-changes.outputs.main_package == 'true'
-    runs-on: linux-aarch64-a3-16
+    runs-on: linux-aarch64-a3-16-
     container:
       image: ${{ needs.set-image-config.outputs.CANN_image_a3 }}
     steps:
@@ -493,7 +387,7 @@ jobs:
   multimodal-gen-test-1-npu-a3:
     needs: [check-changes, pr-gate, set-image-config]
     if: needs.check-changes.outputs.multimodal_gen == 'true'
-    runs-on: linux-aarch64-a3-2
+    runs-on: linux-aarch64-a3-800t-2
     container:
       image: ${{ needs.set-image-config.outputs.CANN_image_a3 }}
     steps:
@@ -550,7 +444,7 @@ jobs:
   multimodal-gen-test-2-npu-a3:
     needs: [check-changes, pr-gate, set-image-config]
     if: needs.check-changes.outputs.multimodal_gen == 'true'
-    runs-on: linux-aarch64-a3-16
+    runs-on: linux-aarch64-a3-800t-2
     container:
       image: ${{ needs.set-image-config.outputs.CANN_image_a3 }}
     steps:
@@ -615,105 +509,107 @@ jobs:
         test_config:
           # qwen3_6_27b performance tests
           - name: qwen3_6_27b_w8a8_1p_in64k_out1k_50ms
-            runner: linux-aarch64-a3-2
+            runner: linux-aarch64-a3-800t-2
             test_case: test/registered/npu/performance/qwen3_6_27b/test_npu_qwen3_6_27b_w8a8_1p_in64k_out1k_50ms.py
             test_type: 'perf'
 
-          - name: qwen3_6_27b_1p_in1024x1024_30_out1024_50ms
+          # - name: qwen3_6_27b_1p_in1024x1024_30_out1024_50ms
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-800t-2
-            test_case: test/registered/npu/performance/qwen3_6_27b/test_npu_qwen3_6_27b_1p_in1024x1024_30_out1024_50ms.py
+          #   test_case: test/registered/npu/performance/qwen3_6_27b/test_npu_qwen3_6_27b_1p_in1024x1024_30_out1024_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # qwen3_8b performance tests
+          # # qwen3_8b performance tests
-          - name: qwen3_8b_w8a8_1p_in3k5_out1k5_50ms
+          # - name: qwen3_8b_w8a8_1p_in3k5_out1k5_50ms
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-800t-2
-            test_case: test/registered/npu/performance/qwen3-8b/test_npu_qwen3_8b_w8a8_1p_in3k5_out1k5_50ms.py
+          #   test_case: test/registered/npu/performance/qwen3-8b/test_npu_qwen3_8b_w8a8_1p_in3k5_out1k5_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # qwen3_30b_a3b performance tests
+          # # qwen3_30b_a3b performance tests
-          - name: qwen3_30b_w8a8_1p_in3k5_out1k5_50ms
+          # - name: qwen3_30b_w8a8_1p_in3k5_out1k5_50ms
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-800t-2
-            test_case: test/registered/npu/performance/qwen3_30b_a3b/test_npu_qwen3_30b_w8a8_1p_in3k5_out1k5_50ms.py
+          #   test_case: test/registered/npu/performance/qwen3_30b_a3b/test_npu_qwen3_30b_w8a8_1p_in3k5_out1k5_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # qwen3_6_35b_a3b performance tests
+          # # qwen3_6_35b_a3b performance tests
-          - name: qwen3_6_35b_a3b_1p_in64k_out1k_prefix90_50ms
+          # - name: qwen3_6_35b_a3b_1p_in64k_out1k_prefix90_50ms
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-800t-2
-            test_case: test/registered/npu/performance/qwen3_6_35b_a3b/test_npu_qwen3_6_35b_a3b_1p_in64k_out1k_prefix90_50ms.py
+          #   test_case: test/registered/npu/performance/qwen3_6_35b_a3b/test_npu_qwen3_6_35b_a3b_1p_in64k_out1k_prefix90_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # qwen3_vl_8b_thinking accuracy tests
+          # # qwen3_vl_8b_thinking accuracy tests
-          - name: qwen3_vl_8b_thinking_1p_mmmu
+          # - name: qwen3_vl_8b_thinking_1p_mmmu
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-2-
-            test_case: test/registered/npu/accuracy/qwen3_vl_8b_thinking/test_npu_qwen3_vl_8b_thinking_1p_mmmu.py
+          #   test_case: test/registered/npu/accuracy/qwen3_vl_8b_thinking/test_npu_qwen3_vl_8b_thinking_1p_mmmu.py
-            test_type: 'accuracy'
+          #   test_type: 'accuracy'
 
-          # qwen3_32b performance tests
+          # # qwen3_32b performance tests
-          - name: qwen3_32b_w8a8_2p_in3k5_out1k5_50ms
+          # - name: qwen3_32b_w8a8_2p_in3k5_out1k5_50ms
-            runner: linux-aarch64-a3-4
+          #   runner: linux-aarch64-a3-800t-4
-            test_case: test/registered/npu/performance/qwen3_32b/test_npu_qwen3_32b_w8a8_2p_in3k5_out1k5_50ms.py
+          #   test_case: test/registered/npu/performance/qwen3_32b/test_npu_qwen3_32b_w8a8_2p_in3k5_out1k5_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # qwen3_next_80b_a3b performance tests
+          # # qwen3_next_80b_a3b performance tests
-          - name: qwen3_next_80b_w8a8_2p_in6k_out1k5_bs16
+          # - name: qwen3_next_80b_w8a8_2p_in6k_out1k5_bs16
-            runner: linux-aarch64-a3-4
+          #   runner: linux-aarch64-a3-800t-4
-            test_case: test/registered/npu/performance/qwen3_next_80b_a3b_instruct/test_npu_qwen3_next_80b_w8a8_2p_in6k_out1k5_bs16.py
+          #   test_case: test/registered/npu/performance/qwen3_next_80b_a3b_instruct/test_npu_qwen3_next_80b_w8a8_2p_in6k_out1k5_bs16.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # minimax_m2_5 performance tests
+          # # minimax_m2_5 performance tests
-          - name: minimax_m2_5_w8a8_4p_in64k_out1k_prefix90_50ms
+          # - name: minimax_m2_5_w8a8_4p_in64k_out1k_prefix90_50ms
-            runner: linux-aarch64-a3-8
+          #   runner: linux-aarch64-a3-800t-8
-            test_case: test/registered/npu/performance/minimax_m2_5/test_npu_minimax_m2_5_w8a8_4p_in64k_out1k_prefix90_50ms.py
+          #   test_case: test/registered/npu/performance/minimax_m2_5/test_npu_minimax_m2_5_w8a8_4p_in64k_out1k_prefix90_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # deepseek_v4_flash performance tests
+          # # deepseek_v4_flash performance tests
-          - name: deepseek_v4_flash_w8a8_8p_in8k_out1k_50ms
+          # - name: deepseek_v4_flash_w8a8_8p_in8k_out1k_50ms
-            runner: linux-aarch64-a3-16
+          #   runner: linux-aarch64-a3-800t-16
-            test_case: test/registered/npu/performance/deepseek_v4_flash/test_npu_deepseek_v4_flash_w8a8_8p_in8k_out1k_50ms.py
+          #   test_case: test/registered/npu/performance/deepseek_v4_flash/test_npu_deepseek_v4_flash_w8a8_8p_in8k_out1k_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # kimi_k2_6 performance tests
+          # # kimi_k2_6 performance tests
-          - name: kimi_k2_6_w4a8_8p_in3k5_out1k5_20ms
+          # - name: kimi_k2_6_w4a8_8p_in3k5_out1k5_20ms
-            runner: linux-aarch64-a3-16
+          #   runner: linux-aarch64-a3-800t-16
-            test_case: test/registered/npu/performance/kimi_k2_6/test_npu_kimi_k2_6_w4a8_8p_in3k5_out1k5_20ms.py
+          #   test_case: test/registered/npu/performance/kimi_k2_6/test_npu_kimi_k2_6_w4a8_8p_in3k5_out1k5_20ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
 
-          # qwen3_235b performance tests
+          # # qwen3_235b performance tests
-          - name: qwen3_235b_w8a8_8p_in3k5_out1k5_50ms
+          # - name: qwen3_235b_w8a8_8p_in3k5_out1k5_50ms
-            runner: linux-aarch64-a3-16
+          #   runner: linux-aarch64-a3-800t-16
-            test_case: test/registered/npu/performance/qwen3_235b_a22b/test_npu_qwen3_235b_w8a8_8p_in3k5_out1k5_50ms.py
+          #   test_case: test/registered/npu/performance/qwen3_235b_a22b/test_npu_qwen3_235b_w8a8_8p_in3k5_out1k5_50ms.py
-            test_type: 'perf'
+          #   test_type: 'perf'
+
+          # # qwen3_5_397b performance tests
+          # - name: qwen3_5_397b_w4a8_8p_in3k5_out1k5_50ms
+          #   runner: linux-aarch64-a3-800t-16
+          #   test_case: test/registered/npu/performance/qwen3_5_397b/test_npu_qwen3_5_397b_w4a8_8p_in3k5_out1k5_50ms.py
+          #   test_type: 'perf'
 
-          # qwen3_5_397b performance tests
-          - name: qwen3_5_397b_w4a8_8p_in3k5_out1k5_50ms
-            runner: linux-aarch64-a3-16
-            test_case: test/registered/npu/performance/qwen3_5_397b/test_npu_qwen3_5_397b_w4a8_8p_in3k5_out1k5_50ms.py
-            test_type: 'perf'
           # NPU accuracy tests
-          - name: glm4_7_flash_1p_gsm8k
+          # - name: glm4_7_flash_1p_gsm8k
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-2-
-            test_case: test/registered/npu/accuracy/glm4_7_flash/test_npu_glm4_7_flash_1p_gsm8k.py
+          #   test_case: test/registered/npu/accuracy/glm4_7_flash/test_npu_glm4_7_flash_1p_gsm8k.py
-            test_type: 'accuracy'
+          #   test_type: 'accuracy'
-          - name: qwen3_vl_30b_a3b_bf16_2p_gsm8k
+          # - name: qwen3_vl_30b_a3b_bf16_2p_gsm8k
-            runner: linux-aarch64-a3-4
+          #   runner: linux-aarch64-a3-4-
-            test_case: test/registered/npu/accuracy/qwen3_vl_30b_a3b/test_npu_qwen3_vl_30b_a3b_bf16_2p_gsm8k.py
+          #   test_case: test/registered/npu/accuracy/qwen3_vl_30b_a3b/test_npu_qwen3_vl_30b_a3b_bf16_2p_gsm8k.py
-            test_type: 'accuracy'
+          #   test_type: 'accuracy'
           - name: glm5_top64_pruned_bf16_8p_gsm8k
-            runner: linux-aarch64-a3-16
+            runner: linux-aarch64-a3-16-
             test_case: test/registered/npu/accuracy/glm5_top64_pruned/test_npu_glm5_top64_pruned_bf16_8p_gsm8k.py
             test_type: 'accuracy'
-          - name: moonshotai_moonlight_16b_a3b_bf16_1p_gsm8k
+          # - name: moonshotai_moonlight_16b_a3b_bf16_1p_gsm8k
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-2-
-            test_case: test/registered/npu/accuracy/moonshotai_moonlight_16b_a3b/test_npu_moonlight_16b_a3b_bf16_1p_gsm8k.py
+          #   test_case: test/registered/npu/accuracy/moonshotai_moonlight_16b_a3b/test_npu_moonlight_16b_a3b_bf16_1p_gsm8k.py
-            test_type: 'accuracy'
+          #   test_type: 'accuracy'
-          - name: qwen3_5_9b_bf16_1p_gsm8k
+          # - name: qwen3_5_9b_bf16_1p_gsm8k
-            runner: linux-aarch64-a3-2
+          #   runner: linux-aarch64-a3-2-
-            test_case: test/registered/npu/accuracy/qwen3_5_9b/test_npu_qwen3_5_9b_bf16_1p_gsm8k.py
+          #   test_case: test/registered/npu/accuracy/qwen3_5_9b/test_npu_qwen3_5_9b_bf16_1p_gsm8k.py
-            test_type: 'accuracy'
+          #   test_type: 'accuracy'
-          - name: qwen3_vl_8b_bf16_2p_gsm8k
+          # - name: qwen3_vl_8b_bf16_2p_gsm8k
-            runner: linux-aarch64-a3-4
+          #   runner: linux-aarch64-a3-4-
-            test_case: test/registered/npu/accuracy/qwen3_vl_8b/test_npu_qwen3_vl_8b_bf16_2p_gsm8k.py
+          #   test_case: test/registered/npu/accuracy/qwen3_vl_8b/test_npu_qwen3_vl_8b_bf16_2p_gsm8k.py
-            test_type: 'accuracy'
+          #   test_type: 'accuracy'
+
     uses: ./.github/workflows/nightly-test-npu-e2e-single-node.yml
     with:
       runner: ${{ matrix.test_config.runner }}
@@ -732,9 +628,7 @@ jobs:
         check-changes,
 
         stage-a-unit-test-npu,
-        stage-b-test-1-npu-a2,
         stage-b-test-1-npu-a3,
-        stage-b-test-2-npu-a2,
         stage-b-test-2-npu-a3,
         stage-b-test-4-npu-a3,
         stage-b-test-8-npu-a3,

docs/docs/hardware-platforms/ascend-npus/development/contribution_guide.mdx

@@ -66,7 +66,7 @@ See [`test_npu_sampling_backend.py`](https://github.com/sgl-project/sglang/tree/
 4. Register your test with `register_npu_ci()`:
    ```python
    from sglang.test.ci.ci_register import register_npu_ci
-   register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+   register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
    register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
    ```
 

python/sglang/test/ascend/gsm8k_ascend_mixin.py

@@ -66,6 +66,14 @@ class GSM8KAscendMixin(ABC):
         kill_process_tree(cls.process.pid)
 
     def test_gsm8k(self):
+        from sglang.test.ascend.npu_eval_accuracy_kit import (
+            _is_pr_pipeline,
+            run_npu_pr_smoke,
+        )
+
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(self.base_url)
+            return
         accuracy_threshold = getattr(self, "accuracy", 0.00)
         output_throughput_threshold = getattr(self, "output_throughput", 0.00)
 

python/sglang/test/ascend/npu_eval_accuracy_kit.py

@@ -16,16 +16,38 @@ Usage::
         gsm8k_accuracy_thres = 0.6
 """
 
+import os
+
+import requests
+
 from sglang.test.kits.eval_accuracy_kit import GSM8KMixin
 
 _NPU_ACCURACY_TOLERANCE = 0.99
 _NPU_MAX_ACCURACY_ATTEMPTS = 3
 
+_is_pr_pipeline = os.environ.get("GITHUB_EVENT_NAME") == "pull_request"
+
+
+def run_npu_pr_smoke(base_url):
+    """Send a single inference request for PR pipeline smoke test."""
+    response = requests.post(
+        f"{base_url}/generate",
+        json={
+            "text": "The capital of France is",
+            "sampling_params": {"temperature": 0, "max_new_tokens": 32},
+        },
+    )
+    assert response.status_code == 200
+    assert "Paris" in response.text
+
 
 class NPUGSM8KMixin(GSM8KMixin):
     """NPU GSM8K accuracy mixin — 1% tolerance + up to 3 retries."""
 
     def test_gsm8k(self):
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(self.base_url)
+            return
         threshold = self.gsm8k_score_threshold
         if threshold != threshold:  # NaN → legacy alias
             threshold = self.gsm8k_accuracy_thres

test/registered/npu/basic_function/HiCache/test_npu_hicache_mha.py

@@ -3,6 +3,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -12,7 +13,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 TEST_MODEL_MATRIX = {
@@ -45,18 +46,17 @@ class TestAscendMhaHicache(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
                     timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
-                    other_args=[
+                    other_args=[*self.common_args],
-                        *self.common_args,
-                    ],
                 )
-
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,
@@ -66,7 +66,6 @@ class TestAscendMhaHicache(CustomTestCase):
                             host=f"http://{self.url.hostname}",
                             port=int(self.url.port),
                         )
-
                         metrics = run_eval_few_shot_gsm8k(args)
                         self.assertGreaterEqual(
                             metrics["accuracy"],

test/registered/npu/basic_function/HiCache/test_npu_hicache_mla.py

@@ -3,6 +3,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -47,8 +48,6 @@ class TestAscendMlaHicache(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -59,6 +58,11 @@ class TestAscendMlaHicache(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/backends/test_npu_sampling_backend.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 import requests
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.run_eval import run_eval
 from sglang.test.test_utils import (
@@ -13,7 +14,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 
@@ -41,6 +42,9 @@ class TestAscendSamplingBackend(CustomTestCase):
         kill_process_tree(cls.process.pid)
 
     def test_mmlu(self):
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(self.base_url)
+            return
         args = SimpleNamespace(
             base_url=self.base_url,
             model=self.model,

test/registered/npu/basic_function/dp_attn/test_npu_dp_attention.py

@@ -7,6 +7,7 @@ from sglang.srt.utils import kill_process_tree
 from sglang.test.ascend.npu_eval_accuracy_kit import NPUGSM8KMixin
 from sglang.test.ascend.test_ascend_utils import (
     DEEPSEEK_V2_LITE_W8A8_WEIGHTS_PATH,
+    IMAGES_EXAMPLE_PATH,
     KIMI_VL_A3B_INSTRUCT_WEIGHTS_PATH,
     QWEN3_32B_WEIGHTS_PATH,
 )
@@ -16,7 +17,6 @@ from sglang.test.kits.json_constrained_kit import JSONConstrainedMixin
 from sglang.test.kits.radix_cache_server_kit import run_radix_attention_test
 from sglang.test.kits.regex_constrained_kit import RegexConstrainedMixin
 from sglang.test.test_utils import (
-    DEFAULT_IMAGE_URL,
     DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
     DEFAULT_URL_FOR_TEST,
     CustomTestCase,
@@ -74,7 +74,7 @@ class TestDPAttentionMixedChunk(
     CustomTestCase,
     NPUGSM8KMixin,
 ):
-    gsm8k_accuracy_thres = 0.35
+    gsm8k_accuracy_thres = 0.34
 
     @classmethod
     def setUpClass(cls):
@@ -151,7 +151,7 @@ class TestDPAttentionDP2TP2VLM(CustomTestCase):
     def setUpClass(cls):
         cls.model = KIMI_VL_A3B_INSTRUCT_WEIGHTS_PATH
         cls.base_url = DEFAULT_URL_FOR_TEST
-        cls.image_url = DEFAULT_IMAGE_URL
+        cls.image_url = IMAGES_EXAMPLE_PATH
         cls.process = popen_launch_server(
             cls.model,
             cls.base_url,

test/registered/npu/basic_function/optimization_debug/test_npu_compile_graph_tp1_bf16.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -13,7 +14,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 TEST_MODEL_MATRIX = {
@@ -49,8 +50,6 @@ class TestAscendTp1Bf16(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -61,6 +60,11 @@ class TestAscendTp1Bf16(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/optimization_debug/test_npu_piecewise_graph_prefill.py

@@ -12,7 +12,7 @@ from sglang.test.test_utils import (
     run_bench_one_batch,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 

test/registered/npu/basic_function/parallel_strategy/data_parallelism/test_npu_load_balance_method.py

@@ -6,6 +6,7 @@ from urllib.parse import urlparse
 import requests
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import DEEPSEEK_R1_0528_W8A8_WEIGHTS_PATH
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
@@ -72,6 +73,9 @@ class TestDPAttentionRoundBinLoadBalance(CustomTestCase):
         kill_process_tree(cls.process.pid)
 
     def test_gsm8k(self):
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(self.base_url)
+            return
         args = SimpleNamespace(
             num_shots=5,
             data_path=None,

test/registered/npu/basic_function/parallel_strategy/data_parallelism/test_npu_load_balance_method_pd_disaggregation.py

@@ -11,6 +11,7 @@ from urllib.parse import urlparse
 import requests
 
 from sglang.test.ascend.disaggregation_utils import TestDisaggregationBase
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import (
     QWEN3_30B_A3B_INSTRUCT_2507_WEIGHTS_PATH,
 )
@@ -134,6 +135,9 @@ class BaseTestNPULoadBalanceMethodDPDisaggregation(TestDisaggregationBase):
         )
 
     def test_gsm8k(self):
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(self.lb_url)
+            return
         args = SimpleNamespace(
             num_shots=5,
             data_path=None,

test/registered/npu/basic_function/parallel_strategy/expert_parallelism/test_npu_deepep.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -67,8 +68,6 @@ class TestAscendDeepEP(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -79,6 +78,11 @@ class TestAscendDeepEP(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/parallel_strategy/expert_parallelism/test_npu_eplb_min_rebalancing_utilization_threshold.py

@@ -3,6 +3,7 @@ import unittest
 from types import SimpleNamespace
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import QWEN3_30B_A3B_W8A8_WEIGHTS_PATH
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.run_eval import run_eval
@@ -94,6 +95,9 @@ class TestEplbMinRebalancingUtilizationThresholdBase(CustomTestCase):
         os.remove("./rebalance_err_log.txt")
 
     def test_gsm8k(self):
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(self.base_url)
+            return
         args = SimpleNamespace(
             max_tokens=512,
             base_url=DEFAULT_URL_FOR_TEST,

test/registered/npu/basic_function/parallel_strategy/expert_parallelism/test_npu_moe_dense_tp_size.py

@@ -2,6 +2,7 @@ import unittest
 from types import SimpleNamespace
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import DEEPSEEK_CODER_V2_LITE_WEIGHTS_PATH
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.run_eval import run_eval
@@ -61,6 +62,9 @@ class TestAscendMoeDenseTPSize(CustomTestCase):
         kill_process_tree(cls.process.pid)
 
     def test_gsm8k(self):
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(DEFAULT_URL_FOR_TEST)
+            return
         args = SimpleNamespace(
             max_tokens=512,
             base_url=DEFAULT_URL_FOR_TEST,

test/registered/npu/basic_function/quant/test_npu_autoround_dense.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import QWEN3_8B_INT4_AUTOROUND_WEIGHTS_PATH
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
@@ -14,7 +15,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 logger = logging.getLogger(__name__)
@@ -46,8 +47,6 @@ class TestAscendAutoRoundDense(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                logger.info(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -58,6 +57,11 @@ class TestAscendAutoRoundDense(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        logger.info(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/quant/test_npu_autoround_moe.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import (
     QWEN3_30B_A3B_INSTRUCT_2507_INT4_AUTOROUND_WEIGHTS_PATH,
 )
@@ -15,7 +16,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 logger = logging.getLogger(__name__)
@@ -47,8 +48,6 @@ class TestAscendAutoRoundMoE(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                logger.info(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -59,6 +58,11 @@ class TestAscendAutoRoundMoE(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        logger.info(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/quant/test_npu_gptq_moe.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import (
     QWEN3_30B_A3B_GPTQ_2507_INT4_WEIGHTS_PATH,
 )
@@ -16,7 +17,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 logger = logging.getLogger(__name__)
@@ -48,8 +49,6 @@ class TestAscendGPTQMoEInt4(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                logger.info(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -60,6 +59,11 @@ class TestAscendGPTQMoEInt4(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        logger.info(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/runtime_opts/test_npu_mla_fia_w8a8int8.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -13,7 +14,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-2-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-2-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-2-npu-a3", nightly=True)
 
 TEST_MODEL_MATRIX = {
@@ -48,8 +49,6 @@ class TestAscendMlaW8A8Int8(CustomTestCase):
         os.environ["ASCEND_USE_FIA"] = "true"
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -60,6 +59,11 @@ class TestAscendMlaW8A8Int8(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/runtime_opts/test_npu_mla_w8a8int8.py

@@ -3,6 +3,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -46,8 +47,6 @@ class TestAscendMlaW8A8Int8(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -58,6 +57,11 @@ class TestAscendMlaW8A8Int8(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/runtime_opts/test_npu_tp1_bf16.py

@@ -3,6 +3,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -12,7 +13,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-1-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-1-npu-a3", nightly=True)
 
 TEST_MODEL_MATRIX = {
@@ -43,8 +44,6 @@ class TestAscendTp1Bf16(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -55,6 +54,11 @@ class TestAscendTp1Bf16(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/runtime_opts/test_npu_tp2_bf16.py

@@ -3,6 +3,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -12,7 +13,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-2-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-2-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-2-npu-a3", nightly=True)
 
 TEST_MODEL_MATRIX = {
@@ -45,8 +46,6 @@ class TestAscendTp2Bf16(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -57,6 +56,11 @@ class TestAscendTp2Bf16(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/runtime_opts/test_npu_tp2_fia_bf16.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -13,7 +14,7 @@ from sglang.test.test_utils import (
     popen_launch_server,
 )
 
-register_npu_ci(est_time=400, suite="stage-b-test-2-npu-a2", nightly=False)
+register_npu_ci(est_time=400, suite="stage-b-test-2-npu-a3", nightly=False)
 register_npu_ci(est_time=400, suite="nightly-2-npu-a3", nightly=True)
 
 TEST_MODEL_MATRIX = {
@@ -48,8 +49,6 @@ class TestAscendTp2Bf16(CustomTestCase):
         os.environ["ASCEND_USE_FIA"] = "true"
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -60,6 +59,11 @@ class TestAscendTp2Bf16(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/runtime_opts/test_npu_tp4_bf16.py

@@ -3,6 +3,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.few_shot_gsm8k import run_eval as run_eval_few_shot_gsm8k
 from sglang.test.test_utils import (
@@ -48,8 +49,6 @@ class TestAscendTp4Bf16(CustomTestCase):
     def test_a_gsm8k(self):
         for model in self.models:
             with self.subTest(model=model):
-                print(f"##=== Testing accuracy: {model} ===##")
-
                 process = popen_launch_server(
                     model,
                     self.base_url,
@@ -60,6 +59,11 @@ class TestAscendTp4Bf16(CustomTestCase):
                 )
 
                 try:
+                    if _is_pr_pipeline:
+                        run_npu_pr_smoke(self.base_url)
+                    else:
+                        print(f"##=== Testing accuracy: {model} ===##")
+
                         args = SimpleNamespace(
                             num_shots=5,
                             data_path=None,

test/registered/npu/basic_function/speculative_inference/test_npu_basic_sanity_eagle3.py

@@ -1,6 +1,7 @@
 import unittest
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import NPUGSM8KMixin
 from sglang.test.ascend.test_ascend_utils import (
     QWEN3_8B_EAGLE3_WEIGHTS_PATH,
     QWEN3_8B_WEIGHTS_PATH,
@@ -9,7 +10,6 @@ from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.kits.basic_api_contract_kit import BasicAPIContractMixin
 from sglang.test.kits.basic_decode_correctness_kit import BasicDecodeCorrectnessMixin
 from sglang.test.kits.basic_scheduler_stress_kit import BasicSchedulerStressMixin
-from sglang.test.kits.eval_accuracy_kit import GSM8KMixin
 from sglang.test.test_utils import (
     DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
     DEFAULT_URL_FOR_TEST,
@@ -25,7 +25,7 @@ class TestBasicSanityEagle3(
     BasicAPIContractMixin,
     BasicDecodeCorrectnessMixin,
     BasicSchedulerStressMixin,
-    GSM8KMixin,
+    NPUGSM8KMixin,
     CustomTestCase,
 ):
     served_model_name = QWEN3_8B_WEIGHTS_PATH

test/registered/npu/basic_function/speculative_inference/test_npu_speculative_attention_mode.py

@@ -3,6 +3,7 @@ import unittest
 from types import SimpleNamespace
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import (
     QWEN3_32B_EAGLE3_WEIGHTS_PATH,
     QWEN3_32B_W8A8_MINDIE_WEIGHTS_PATH,
@@ -103,6 +104,9 @@ class TestNpuSpeculativeAttentionMode(CustomTestCase):
         )
 
         try:
+            if _is_pr_pipeline:
+                run_npu_pr_smoke(DEFAULT_URL_FOR_TEST)
+            else:
                 metrics = self._run_gsm8k_eval()
                 self.assertGreaterEqual(
                     metrics["score"],
@@ -164,6 +168,9 @@ class TestNpuSpeculativeAttentionMode(CustomTestCase):
         )
 
         try:
+            if _is_pr_pipeline:
+                run_npu_pr_smoke(DEFAULT_URL_FOR_TEST)
+            else:
                 metrics = self._run_gsm8k_eval()
                 self.assertGreaterEqual(
                     metrics["score"],

test/registered/npu/basic_function/speculative_inference/test_npu_speculative_draft_attention_backend.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import (
     DEEPSEEK_R1_0528_W4A8_PER_CHANNEL_WEIGHTS_PATH,
 )
@@ -87,6 +88,9 @@ class TestAscendSpeculativeDraftAttentionAndMoeRunner(CustomTestCase):
         kill_process_tree(cls.process.pid)
 
     def test_a_gsm8k(self):
+        if _is_pr_pipeline:
+            run_npu_pr_smoke(self.base_url)
+            return
         args = SimpleNamespace(
             base_url=self.base_url,
             eval_name="gsm8k",

test/registered/npu/basic_function/speculative_inference/test_npu_speculative_moe_a2a_backend.py

@@ -4,6 +4,7 @@ from types import SimpleNamespace
 from urllib.parse import urlparse
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import (
     DEEPSEEK_R1_0528_W8A8_WEIGHTS_PATH,
 )
@@ -64,7 +65,6 @@ class TestAscendDistTimeout(CustomTestCase):
         ]
 
     def test_a_gsm8k(self):
-        print(f"##=== Testing accuracy: {self.model} ===##")
         process = popen_launch_server(
             self.model,
             self.base_url,
@@ -74,6 +74,11 @@ class TestAscendDistTimeout(CustomTestCase):
         )
 
         try:
+            if _is_pr_pipeline:
+                run_npu_pr_smoke(self.base_url)
+            else:
+                print(f"##=== Testing accuracy: {self.model} ===##")
+
                 args = SimpleNamespace(
                     base_url=self.base_url,
                     eval_name="gsm8k",

test/registered/npu/basic_function/speculative_inference/test_npu_speculative_token_map.py

@@ -3,6 +3,7 @@ import unittest
 from types import SimpleNamespace
 
 from sglang.srt.utils import kill_process_tree
+from sglang.test.ascend.npu_eval_accuracy_kit import _is_pr_pipeline, run_npu_pr_smoke
 from sglang.test.ascend.test_ascend_utils import (
     FR_SPEC_TOKEN_MAP_PATH,
     LLAMA_3_8B_EAGLE_WEIGHTS_PATH,
@@ -77,6 +78,9 @@ class TestNpuSpeculativeTokenMap(CustomTestCase):
             env=env,
         )
         try:
+            if _is_pr_pipeline:
+                run_npu_pr_smoke(DEFAULT_URL_FOR_TEST)
+            else:
                 eval_args = SimpleNamespace(
                     base_url=DEFAULT_URL_FOR_TEST,
                     eval_name="gsm8k",
@@ -94,7 +98,6 @@ class TestNpuSpeculativeTokenMap(CustomTestCase):
 
     def test_eagle_with_valid_token_map_gsm8k(self):
         """EAGLE (EAGLE-2) with valid token map; GSM8K accuracy should meet threshold."""
-
         args = [
             "--trust-remote-code",
             "--attention-backend",
@@ -135,6 +138,9 @@ class TestNpuSpeculativeTokenMap(CustomTestCase):
             env=env,
         )
         try:
+            if _is_pr_pipeline:
+                run_npu_pr_smoke(DEFAULT_URL_FOR_TEST)
+            else:
                 eval_args = SimpleNamespace(
                     base_url=DEFAULT_URL_FOR_TEST,
                     eval_name="gsm8k",

test/registered/npu/llm_models/test_npu_llama_2_7b_communications_compression.py

@@ -5,7 +5,7 @@ from sglang.test.ascend.test_ascend_utils import LLAMA_2_7B_WEIGHTS_PATH
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.test_utils import CustomTestCase
 
-register_npu_ci(est_time=400, suite="nightly-2-npu-a3")
+register_npu_ci(est_time=400, suite="nightly-2-npu-a3", nightly=True)
 
 
 class TestLlama(GSM8KAscendMixin, CustomTestCase):

test/registered/npu/llm_models/test_npu_qwen3_8b_communications_quantization.py

@@ -5,7 +5,7 @@ from sglang.test.ascend.test_ascend_utils import QWEN3_8B_WEIGHTS_PATH
 from sglang.test.ci.ci_register import register_npu_ci
 from sglang.test.test_utils import CustomTestCase
 
-register_npu_ci(est_time=400, suite="nightly-2-npu-a3")
+register_npu_ci(est_time=400, suite="nightly-2-npu-a3", nightly=True)
 
 
 class TestQwen38BCommQuantization(GSM8KAscendMixin, CustomTestCase):

test/registered/unit/layers/attention/test_vision_backend_selection.py

@@ -11,7 +11,8 @@ from sglang.srt.layers.attention import vision
 from sglang.test.ci.ci_register import register_cpu_ci, register_npu_ci
 
 register_cpu_ci(est_time=2, suite="base-a-test-cpu")
-register_npu_ci(est_time=2, suite="stage-b-test-1-npu-a2")
+register_npu_ci(est_time=2, suite="stage-b-test-1-npu-a3")
+register_npu_ci(est_time=2, suite="nightly-1-npu-a3", nightly=True)
 
 
 @pytest.fixture

test/run_suite.py

@@ -100,9 +100,10 @@ PER_COMMIT_SUITES = {
     HWBackend.NPU: [
         "base-a-test-1-gpu-small",
         "stage-a-unit-test-npu",
-        "stage-b-test-1-npu-a2",
+        "stage-b-test-1-npu-a3",
-        "stage-b-test-2-npu-a2",
+        "stage-b-test-2-npu-a3",
         "stage-b-test-4-npu-a3",
+        "stage-b-test-8-npu-a3",
         "stage-b-test-16-npu-a3",
     ],
     HWBackend.XPU: [