test: touch tilelang.py for coverage comparison

2026-05-28 13:33:39 -07:00
3609 changed files with 116044 additions and 481099 deletions
@@ -1,103 +0,0 @@
-# SPDX-License-Identifier: Apache-2.0
-# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
-
-"""Audit vLLM compiled libraries for PyTorch stable ABI compliance."""
-
-import fnmatch
-import sys
-from pathlib import Path
-
-from torch_abi_audit import inspect_package
-from torch_abi_audit.report import ExtensionReport, PackageReport
-
-# Temporary allowlist of extensions not yet on the stable ABI.
-# Shrink and remove over time.
-ALLOWED_UNSTABLE_LIBRARIES: tuple[str, ...] = (
-    "_flashkda_C.abi3.so",
-    "vllm_flash_attn/_vllm_fa2_C.abi3.so",
-    "vllm_flash_attn/_vllm_fa3_C.abi3.so",
-    "third_party/deep_gemm/_C*.so",
-)
-
-
-def _relative_path(lib: ExtensionReport, package_root: Path) -> str:
-    try:
-        return lib.path.relative_to(package_root).as_posix()
-    except ValueError:
-        return lib.path.name
-
-
-def _is_torch_unstable(lib: ExtensionReport) -> bool:
-    return lib.error is None and lib.torch.uses_torch and not lib.torch.stable
-
-
-def _matches_allowlist(rel_path: str, patterns: tuple[str, ...]) -> bool:
-    return any(fnmatch.fnmatch(rel_path, pattern) for pattern in patterns)
-
-
-def _iter_libs(report: PackageReport) -> tuple[ExtensionReport, ...]:
-    return (*report.extensions, *report.bundled_libs)
-
-
-def _collect_unstable(report: PackageReport) -> list[str]:
-    return sorted(
-        _relative_path(lib, report.root)
-        for lib in _iter_libs(report)
-        if _is_torch_unstable(lib)
-    )
-
-
-def _find_stale_allowlist_entries(
-    report: PackageReport, patterns: tuple[str, ...]
-) -> list[str]:
-    """Allowlist patterns that match a built library which is no longer unstable."""
-    stale: list[str] = []
-    for pattern in patterns:
-        for lib in _iter_libs(report):
-            if lib.error is not None:
-                continue
-            if not fnmatch.fnmatch(_relative_path(lib, report.root), pattern):
-                continue
-            if not _is_torch_unstable(lib):
-                stale.append(pattern)
-                break
-    return stale
-
-
-def check_torch_abi(
-    package: str = "vllm",
-    patterns: tuple[str, ...] = ALLOWED_UNSTABLE_LIBRARIES,
-) -> int:
-    report = inspect_package(package)
-    if report.error:
-        print(f"error: failed to inspect {package!r}: {report.error}", file=sys.stderr)
-        return 2
-
-    unstable = _collect_unstable(report)
-    unexpected = [
-        rel_path for rel_path in unstable if not _matches_allowlist(rel_path, patterns)
-    ]
-    stale = _find_stale_allowlist_entries(report, patterns)
-
-    if unexpected or stale:
-        if unexpected:
-            print(
-                "Not allowed: torch-unstable libraries outside "
-                f"ALLOWED_UNSTABLE_LIBRARIES: {', '.join(unexpected)}",
-                file=sys.stderr,
-            )
-        if stale:
-            print(
-                "Not allowed: stale ALLOWED_UNSTABLE_LIBRARIES entries: "
-                f"{', '.join(stale)}",
-                file=sys.stderr,
-            )
-        return 1
-
-    print("Torch stable ABI check passed.")
-    return 0
-
-
-if __name__ == "__main__":
-    print(">>> Auditing vLLM extension modules for PyTorch stable ABI compliance")
-    sys.exit(check_torch_abi())
@@ -14,7 +14,6 @@ run_all_patterns:
  - "setup.py"
  - "csrc/"
  - "cmake/"
-  - ".buildkite/check-torch-abi.py"
 run_all_exclude_patterns:
  - "docker/Dockerfile."
  - "csrc/cpu/"
@@ -2,17 +2,17 @@ name: vllm_intel_ci
 job_dirs:
  - ".buildkite/intel_jobs"
 run_all_patterns:
-  - ".buildkite/ci_config_intel.yaml"
-  - ".buildkite/scripts/hardware_ci/run-intel-test.sh"
  - "docker/Dockerfile"
-  - "docker/Dockerfile.xpu"
  - "CMakeLists.txt"
  - "requirements/common.txt"
  - "requirements/xpu.txt"
+  - "requirements/build/cuda.txt"
+  - "requirements/test/cuda.txt"
  - "setup.py"
  - "csrc/"
  - "cmake/"
 run_all_exclude_patterns:
+  - "docker/Dockerfile."
  - "csrc/cpu/"
  - "csrc/rocm/"
  - "cmake/hipify.py"
@@ -1,24 +0,0 @@
-name: vllm_rocm_ci
-job_dirs:
-  - ".buildkite/hardware_tests"
-run_all_patterns:
-  - "docker/Dockerfile.rocm"
-  - "docker/Dockerfile.rocm_base"
-  - "docker/ci-rocm.hcl"
-  - "docker/docker-bake-rocm.hcl"
-  - ".buildkite/hardware_tests/amd.yaml"
-  - ".buildkite/scripts/ci-bake-rocm.sh"
-  - ".buildkite/scripts/rocm/"
-  - ".buildkite/scripts/hardware_ci/run-amd-test.py"
-  - ".buildkite/scripts/hardware_ci/run-amd-test.sh"
-  - "CMakeLists.txt"
-  - "requirements/common.txt"
-  - "requirements/rocm.txt"
-  - "requirements/build/rocm.txt"
-  - "requirements/test/rocm.txt"
-  - "setup.py"
-  - "csrc/"
-  - "cmake/"
-run_all_exclude_patterns:
-  - "csrc/cpu/"
-  - "cmake/cpu_extension.cmake"
@@ -1,84 +1,42 @@
-group: Hardware - AMD Build
-
-# ROCm image flow:
-# 1. Refresh the long-lived ROCm base image only when Dockerfile.rocm_base changes.
-# 2. Build ci_base from either the stable base or the freshly refreshed base.
-# 3. Build the per-commit ROCm CI image and smoke-test it before GPU jobs run.
+group: Hardware - AMD Build 
 steps:
-  - label: "AMD: :docker: refresh ROCm base"
-    key: refresh-rocm-base-amd
+  - label: "AMD: :docker: build image"
+    key: image-build-amd
    depends_on: []
    device: amd_cpu
    no_plugin: true
    commands:
-      - bash .buildkite/scripts/rocm/refresh-base-image.sh
+    - >
+      docker build
+      --build-arg max_jobs=16
+      --build-arg REMOTE_VLLM=1
+      --build-arg ARG_PYTORCH_ROCM_ARCH='gfx90a;gfx942;gfx950'
+      --build-arg VLLM_BRANCH=$BUILDKITE_COMMIT
+      --tag "rocm/vllm-ci:${BUILDKITE_COMMIT}"
+      -f docker/Dockerfile.rocm
+      --target test
+      --no-cache
+      --progress plain .
+    - |
+      docker run --rm --network=none --entrypoint /bin/bash "rocm/vllm-ci:${BUILDKITE_COMMIT}" -ec '
+        if [ ! -d /vllm-workspace ]; then echo Missing directory: /vllm-workspace >&2; exit 1; fi
+        if [ ! -d /vllm-workspace/tests ]; then echo Missing directory: /vllm-workspace/tests >&2; exit 1; fi
+        if [ ! -d /vllm-workspace/src/vllm ]; then echo Missing directory: /vllm-workspace/src/vllm >&2; exit 1; fi
+        if [ ! -x /vllm-workspace/src/vllm/vllm-rs ]; then echo Missing executable: /vllm-workspace/src/vllm/vllm-rs >&2; exit 1; fi
+        command -v python3
+        command -v uv
+        command -v pytest
+        if ! command -v amd-smi >/dev/null 2>&1 && ! command -v rocminfo >/dev/null 2>&1; then
+          echo No ROCm CLI found in image >&2
+          exit 1
+        fi
+        python3 - <<PY
+      import torch, vllm
+      print(torch.__version__)
+      print(vllm.__version__)
+      PY
+        echo AMD image smoke OK
+      '
+    - docker push "rocm/vllm-ci:${BUILDKITE_COMMIT}"
    env:
      DOCKER_BUILDKIT: "1"
-      BUILDKIT_PROGRESS: "tty"
-      TERM: "xterm-256color"
-    retry:
-      automatic:
-        - exit_status: 1  # Transient Docker/BuildKit failure
-          limit: 1
-        - exit_status: -1  # Agent was lost
-          limit: 1
-        - exit_status: -10  # Agent was lost
-          limit: 1
-
-  # Ensure ci_base is up-to-date before building the test image.
-  # Compares a content hash of ci_base-affecting files against the remote
-  # image label. If hashes match the build is skipped (< 30 s); if they
-  # differ ci_base is rebuilt and pushed automatically.
-  - label: "AMD: :docker: ensure ci_base"
-    key: ensure-ci-base-amd
-    soft_fail: false
-    depends_on:
-      - refresh-rocm-base-amd
-    device: amd_cpu
-    no_plugin: true
-    commands:
-      - bash .buildkite/scripts/rocm/build-ci-base.sh
-    env:
-      DOCKER_BUILDKIT: "1"
-      BUILDKIT_PROGRESS: "tty"
-      TERM: "xterm-256color"
-      VLLM_BAKE_FILE: "docker/docker-bake-rocm.hcl"
-      PYTORCH_ROCM_ARCH: "gfx90a;gfx942;gfx950"
-      REMOTE_VLLM: "1"
-      VLLM_BRANCH: "$BUILDKITE_COMMIT"
-    retry:
-      automatic:
-        - exit_status: 1  # Transient Docker/BuildKit failure
-          limit: 1
-        - exit_status: -1  # Agent was lost
-          limit: 1
-        - exit_status: -10  # Agent was lost
-          limit: 1
-
-  - label: "AMD: :docker: build test image and artifacts"
-    key: image-build-amd
-    soft_fail: false
-    depends_on:
-      - ensure-ci-base-amd
-    device: amd_cpu
-    no_plugin: true
-    commands:
-      - bash .buildkite/scripts/rocm/build-test-image.sh
-      - bash .buildkite/scripts/rocm/smoke-test-image.sh
-    env:
-      DOCKER_BUILDKIT: "1"
-      BUILDKIT_PROGRESS: "tty"
-      TERM: "xterm-256color"
-      VLLM_BAKE_FILE: "docker/docker-bake-rocm.hcl"
-      PYTORCH_ROCM_ARCH: "gfx90a;gfx942;gfx950"
-      IMAGE_TAG: "rocm/vllm-ci:$BUILDKITE_COMMIT"
-      REMOTE_VLLM: "1"
-      VLLM_BRANCH: "$BUILDKITE_COMMIT"
-    retry:
-      automatic:
-        - exit_status: 1  # Transient Docker/BuildKit failure
-          limit: 1
-        - exit_status: -1  # Agent was lost
-          limit: 1
-        - exit_status: -10  # Agent was lost
-          limit: 1
@@ -16,37 +16,28 @@ steps:
  - tests/kernels/test_onednn.py
  - tests/kernels/test_awq_int4_to_int8.py
  - tests/kernels/quantization/test_cpu_fp8_scaled_mm.py
-  - tests/kernels/mamba/cpu/test_cpu_gdn_ops.py
-  - tests/kernels/mamba/test_cpu_short_conv.py
-  - tests/kernels/mamba/test_causal_conv1d.py
-  - tests/kernels/mamba/test_mamba_ssm.py
  commands:
    - |
      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 30m "
      pytest -x -v -s tests/kernels/attention/test_cpu_attn.py
      pytest -x -v -s tests/kernels/moe/test_cpu_fused_moe.py
      pytest -x -v -s tests/kernels/moe/test_cpu_quant_fused_moe.py
-      pytest -x -v -s tests/kernels/mamba/test_cpu_short_conv.py
      pytest -x -v -s tests/kernels/test_onednn.py
      pytest -x -v -s tests/kernels/test_awq_int4_to_int8.py
-      pytest -x -v -s tests/kernels/quantization/test_cpu_fp8_scaled_mm.py
-      pytest -x -v -s tests/kernels/mamba/cpu/test_cpu_gdn_ops.py
-      pytest -x -v -s tests/kernels/mamba/test_causal_conv1d.py
-      pytest -x -v -s tests/kernels/mamba/test_mamba_ssm.py"
+      pytest -x -v -s tests/kernels/quantization/test_cpu_fp8_scaled_mm.py"

-# Note: SDE can't be downloaded from CI host because of AWS WAF
-# - label: CPU-Compatibility Tests
-#   depends_on: []
-#   device: intel_cpu
-#   no_plugin: true
-#   source_file_dependencies:
-#   - cmake/cpu_extension.cmake
-#   - setup.py
-#   - vllm/platforms/cpu.py
-#   commands:
-#     - |
-#       bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 20m "
-#       bash .buildkite/scripts/hardware_ci/run-cpu-compatibility-test.sh"
+- label: CPU-Compatibility Tests
+  depends_on: []
+  device: intel_cpu
+  no_plugin: true
+  source_file_dependencies:
+  - cmake/cpu_extension.cmake
+  - setup.py
+  - vllm/platforms/cpu.py
+  commands:
+    - |
+      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 20m "
+      bash .buildkite/scripts/hardware_ci/run-cpu-compatibility-test.sh"

 - label: CPU-Language Generation and Pooling Model Tests
  depends_on: []
@@ -59,7 +50,7 @@ steps:
  - tests/models/language/pooling/
  commands:
    - |
-      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 50m "
+      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 40m "
      pytest -x -v -s tests/models/language/generation -m cpu_model
      pytest -x -v -s tests/models/language/pooling -m cpu_model"

@@ -71,18 +62,11 @@ steps:
  source_file_dependencies:
  - vllm/v1/worker/cpu/
  - vllm/v1/worker/gpu/
-  - vllm/v1/sample/ops/topk_topp_triton.py
-  - vllm/v1/sample/ops/topk_topp_sampler.py
-  - tests/v1/sample/test_topk_topp_sampler.py
-  - tests/v1/e2e/test_cpu_linear_attn_chunked_prefix.py
  commands:
    - |
      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 45m "
      uv pip install git+https://github.com/triton-lang/triton-cpu.git@270e696d
-      VLLM_USE_V2_MODEL_RUNNER=1 pytest -x -v -s tests/models/language/generation/test_granite.py -m cpu_model
-      # TODO: move to CPU-Kernel Tests once triton-cpu has a pre-built wheel
-      pytest -x -v -s tests/v1/sample/test_topk_topp_sampler.py::TestTritonTopkTopp
-      pytest -x -v -s tests/v1/e2e/test_cpu_linear_attn_chunked_prefix.py"
+      VLLM_USE_V2_MODEL_RUNNER=1 pytest -x -v -s tests/models/language/generation/test_granite.py -m cpu_model"

 - label: CPU-Quantization Model Tests
  depends_on: []
@@ -97,13 +81,11 @@ steps:
  - vllm/model_executor/layers/fused_moe/experts/cpu_moe.py
  - tests/quantization/test_compressed_tensors.py
  - tests/quantization/test_cpu_wna16.py
-  - tests/quantization/test_cpu_w8a8.py
  commands:
    - |
-      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 45m "
+      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 30m "
      pytest -x -v -s tests/quantization/test_compressed_tensors.py::test_compressed_tensors_w8a8_logprobs
-      pytest -x -v -s tests/quantization/test_cpu_wna16.py
-      pytest -x -v -s tests/quantization/test_cpu_w8a8.py"
+      pytest -x -v -s tests/quantization/test_cpu_wna16.py"
      
 - label: CPU-Distributed Tests (PP+TP)
  depends_on: []
@@ -145,21 +127,8 @@ steps:
  commands:
    - |
      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 45m "
-      pytest -x -v -s tests/models/multimodal/generation --ignore=tests/models/multimodal/generation/test_pixtral.py --ignore=tests/models/multimodal/generation/test_qwen2_5_vl.py -m cpu_model --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB"
-  parallelism: 4
-
- label: CPU-Qwen2.5-VL Multimodal Tests
-  depends_on: []
-  device: intel_cpu
-  no_plugin: true
-  source_file_dependencies:
-  # - vllm/
-  - vllm/model_executor/layers/rotary_embedding
-  - tests/models/multimodal/generation/
-  commands:
-    - |
-      bash .buildkite/scripts/hardware_ci/run-cpu-test.sh 40m "
-      VLLM_CI_ENV=0 pytest -x -v -s tests/models/multimodal/generation/test_qwen2_5_vl.py"
+      pytest -x -v -s tests/models/multimodal/generation --ignore=tests/models/multimodal/generation/test_pixtral.py -m cpu_model --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB"
+  parallelism: 3

 - label: "Arm CPU Test"
  depends_on: []
@@ -1,80 +0,0 @@
-group: Intel
-steps:
-  - label: ":docker: Build XPU image"
-    soft_fail: true
-    optional: true
-    depends_on: []
-    key: image-build-xpu
-    commands:
-      - bash -lc '.buildkite/image_build/image_build_xpu.sh "public.ecr.aws/q9t5s3a7" "vllm-ci-test-repo" "$BUILDKITE_COMMIT"'
-    env:
-      DOCKER_BUILDKIT: "1"
-    retry:
-      automatic:
-        - exit_status: -1  # Agent was lost
-          limit: 2
-        - exit_status: -10  # Agent was lost
-          limit: 2
-  - label: "XPU example Test"
-    depends_on:
-      - image-build-xpu
-    timeout_in_minutes: 50
-    optional: true
-    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 2+
-      mem: 24+
-    no_plugin: true
-    env:
-      REGISTRY: "public.ecr.aws/q9t5s3a7"
-      REPO: "vllm-ci-test-repo"
-    source_file_dependencies:
-      - .buildkite/hardware_tests/intel_xpu_ci/test-intel.yaml
-      - .buildkite/scripts/hardware_ci/run-intel-ci-test.sh
-    commands:
-      - >-
-        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-        'bash .buildkite/scripts/hardware_ci/run-intel-ci-test.sh example'
-  - label: "XPU V1 test"
-    depends_on:
-      - image-build-xpu
-    timeout_in_minutes: 70
-    optional: true
-    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 24+
-    no_plugin: true
-    env:
-      REGISTRY: "public.ecr.aws/q9t5s3a7"
-      REPO: "vllm-ci-test-repo"
-    source_file_dependencies:
-      - .buildkite/hardware_tests/intel_xpu_ci/test-intel.yaml
-      - .buildkite/scripts/hardware_ci/run-intel-ci-test.sh
-    commands:
-      - >-
-        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-        'bash .buildkite/scripts/hardware_ci/run-intel-ci-test.sh v1'
-  - label: "XPU server test"
-    depends_on:
-      - image-build-xpu
-    timeout_in_minutes: 45
-    optional: true
-    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 16+
-    no_plugin: true
-    env:
-      REGISTRY: "public.ecr.aws/q9t5s3a7"
-      REPO: "vllm-ci-test-repo"
-    source_file_dependencies:
-      - .buildkite/hardware_tests/intel_xpu_ci/test-intel.yaml
-      - .buildkite/scripts/hardware_ci/run-intel-ci-test.sh
-    commands:
-      - >-
-        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-        'bash .buildkite/scripts/hardware_ci/run-intel-ci-test.sh server'
@@ -79,18 +79,12 @@ setup_buildx_builder() {
    docker buildx ls | grep -E '^\*|^NAME' || docker buildx ls
 }

-annotate_image_tags() {
-    .buildkite/scripts/annotate-image-build.sh \
-        "${IMAGE_TAG:-}" "${IMAGE_TAG_LATEST:-}"
-}
-
 check_and_skip_if_image_exists() {
    if [[ -n "${IMAGE_TAG:-}" ]]; then
        echo "--- :mag: Checking if image exists"
        if docker manifest inspect "${IMAGE_TAG}" >/dev/null 2>&1; then
            echo "Image already exists: ${IMAGE_TAG}"
            echo "Skipping build"
-            annotate_image_tags
            exit 0
        fi
        echo "Image not found, proceeding with build"
@@ -177,18 +171,6 @@ BRANCH=$4
 IMAGE_TAG=$5
 IMAGE_TAG_LATEST=${6:-} # only used for main branch, optional

-# When TORCH_NIGHTLY=1, build the base CI image against PyTorch nightly so the
-# entire existing pipeline runs on nightly torch (CUDA/GPU lane only). Delegate
-# to the dedicated nightly build (PYTORCH_NIGHTLY=1, CUDA 13.0) and tag it at the
-# normal IMAGE_TAG that every test step already pulls -- no separate image tag,
-# no duplicate "vLLM Against PyTorch Nightly" pipeline section.
-if [[ "${TORCH_NIGHTLY:-0}" == "1" ]]; then
-    echo "--- :warning: TORCH_NIGHTLY=1 -- building base image on PyTorch nightly"
-    SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-    exec "${SCRIPT_DIR}/image_build_torch_nightly.sh" \
-        "${REGISTRY}" "${REPO}" "${BUILDKITE_COMMIT}" "${BRANCH}" "${IMAGE_TAG}"
-fi
-
 # build config
 TARGET="test-ci"
 VLLM_BAKE_FILE_PATH="${VLLM_BAKE_FILE_PATH:-docker/docker-bake.hcl}"
@@ -272,5 +254,3 @@ echo "--- :docker: Building ${TARGET}"
 docker --debug buildx bake -f "${VLLM_BAKE_FILE_PATH}" -f "${CI_HCL_PATH}" --progress plain "${TARGET}"

 echo "--- :white_check_mark: Build complete"
-
-annotate_image_tags
@@ -6,26 +6,14 @@ steps:
    timeout_in_minutes: 600
    commands:
    - if [[ "$BUILDKITE_BRANCH" == "main" ]]; then .buildkite/image_build/image_build.sh $REGISTRY $REPO $BUILDKITE_COMMIT $BRANCH $IMAGE_TAG $IMAGE_TAG_LATEST; else .buildkite/image_build/image_build.sh $REGISTRY $REPO $BUILDKITE_COMMIT $BRANCH $IMAGE_TAG; fi
-    retry:
-      automatic:
-        - exit_status: -1  # Agent was lost
-          limit: 2
-        - exit_status: -10  # Agent was lost
-          limit: 2
-
-  - label: ":docker: :smoking: Non-root smoke tests"
-    key: image-build-smoke-test
-    depends_on:
-      - image-build
-    commands:
-    # Smoke 1: the default (root) image must still be importable
+    # Non-root smoke 1: the default (root) image must still be importable
    # under a non-root UID via `--user 2000:0`. Validates the `vllm` passwd
    # entry + group-0-writable /home/vllm + uv path cleanup from #31959.
    # Uses `import vllm` rather than `vllm serve --help` because the latter
    # instantiates `VllmConfig` which requires a GPU attached to the
    # container.
    - docker run --rm --user 2000:0 --entrypoint python3 "$IMAGE_TAG" -c "import vllm; print(vllm.__version__)"
-    # Smoke 2: assert the non-root enabling invariants are baked
+    # Non-root smoke 2: assert the non-root enabling invariants are baked
    # into the image. Runs as UID 2000:0 via a shell so we can verify
    # filesystem perms + passwd/group file state + wrapper presence without
    # triggering vLLM's GPU-requiring config-init path. The opt-in
@@ -9,31 +9,29 @@ fi
 REGISTRY=$1
 REPO=$2
 BUILDKITE_COMMIT=$3
-IMAGE="$REGISTRY/$REPO:$BUILDKITE_COMMIT-arm64"

 # authenticate with AWS ECR
 aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin "$REGISTRY" || true

 # skip build if image already exists
-if docker manifest inspect "$IMAGE" >/dev/null 2>&1; then
-  echo "Image found"
-else
+if [[ -z $(docker manifest inspect "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-arm64) ]]; then
  echo "Image not found, proceeding with build..."
-  # build for arm64 GPU targets: Grace/GH200 (sm_90),
-  # Blackwell/Thor (sm_100/sm_103/sm_110), and DGX Spark/GB10
-  # (sm_121, family-covered by 12.0 under CUDA 13)
-  docker build --file docker/Dockerfile \
-    --platform linux/arm64 \
-    --build-arg max_jobs=16 \
-    --build-arg nvcc_threads=4 \
-    --build-arg torch_cuda_arch_list="9.0 10.0 11.0 12.0" \
-    --build-arg USE_SCCACHE=1 \
-    --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
-    --tag "$IMAGE" \
-    --target test \
-    --progress plain .
-  # push
-  docker push "$IMAGE"
+else
+  echo "Image found"
+  exit 0
 fi

-.buildkite/scripts/annotate-image-build.sh "$IMAGE"
+# build (Grace/GH200 is the arm64 GPU target; sm_90)
+docker build --file docker/Dockerfile \
+  --platform linux/arm64 \
+  --build-arg max_jobs=16 \
+  --build-arg nvcc_threads=4 \
+  --build-arg torch_cuda_arch_list="9.0" \
+  --build-arg USE_SCCACHE=1 \
+  --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
+  --tag "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-arm64 \
+  --target test \
+  --progress plain .
+
+# push
+docker push "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-arm64
@@ -9,26 +9,26 @@ fi
 REGISTRY=$1
 REPO=$2
 BUILDKITE_COMMIT=$3
-IMAGE="$REGISTRY/$REPO:$BUILDKITE_COMMIT-cpu"

 # authenticate with AWS ECR
 aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin "$REGISTRY" || true

 # skip build if image already exists
-if docker manifest inspect "$IMAGE" >/dev/null 2>&1; then
-  echo "Image found"
-else
+if [[ -z $(docker manifest inspect "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-cpu) ]]; then
  echo "Image not found, proceeding with build..."
-  # build
-  docker build --file docker/Dockerfile.cpu \
-    --build-arg max_jobs=16 \
-    --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
-    --build-arg VLLM_CPU_X86=true \
-    --tag "$IMAGE" \
-    --target vllm-test \
-    --progress plain .
-  # push
-  docker push "$IMAGE"
+else
+  echo "Image found"
+  exit 0
 fi

-.buildkite/scripts/annotate-image-build.sh "$IMAGE"
+# build
+docker build --file docker/Dockerfile.cpu \
+  --build-arg max_jobs=16 \
+  --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
+  --build-arg VLLM_CPU_X86=true \
+  --tag "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-cpu \
+  --target vllm-test \
+  --progress plain .
+
+# push
+docker push "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-cpu
@@ -9,25 +9,25 @@ fi
 REGISTRY=$1
 REPO=$2
 BUILDKITE_COMMIT=$3
-IMAGE="$REGISTRY/$REPO:$BUILDKITE_COMMIT-arm64-cpu"

 # authenticate with AWS ECR
 aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin "$REGISTRY" || true

 # skip build if image already exists
-if docker manifest inspect "$IMAGE" >/dev/null 2>&1; then
-  echo "Image found"
-else
+if [[ -z $(docker manifest inspect "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-arm64-cpu) ]]; then
  echo "Image not found, proceeding with build..."
-  # build
-  docker build --file docker/Dockerfile.cpu \
-    --build-arg max_jobs=16 \
-    --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
-    --tag "$IMAGE" \
-    --target vllm-test \
-    --progress plain .
-  # push
-  docker push "$IMAGE"
+else
+  echo "Image found"
+  exit 0
 fi

-.buildkite/scripts/annotate-image-build.sh "$IMAGE"
+# build
+docker build --file docker/Dockerfile.cpu \
+  --build-arg max_jobs=16 \
+  --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
+  --tag "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-arm64-cpu \
+  --target vllm-test \
+  --progress plain .
+
+# push
+docker push "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-arm64-cpu
@@ -9,26 +9,26 @@ fi
 REGISTRY=$1
 REPO=$2
 BUILDKITE_COMMIT=$3
-IMAGE="$REGISTRY/$REPO:$BUILDKITE_COMMIT-hpu"

 # authenticate with AWS ECR
 aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin "$REGISTRY" || true

 # skip build if image already exists
-if docker manifest inspect "$IMAGE" >/dev/null 2>&1; then
-  echo "Image found"
-else
+if [[ -z $(docker manifest inspect "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-hpu) ]]; then
  echo "Image not found, proceeding with build..."
-  # build
-  docker build \
-    --file tests/pytorch_ci_hud_benchmark/Dockerfile.hpu \
-    --build-arg max_jobs=16 \
-    --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
-    --tag "$IMAGE" \
-    --progress plain \
-    https://github.com/vllm-project/vllm-gaudi.git
-  # push
-  docker push "$IMAGE"
+else
+  echo "Image found"
+  exit 0
 fi

-.buildkite/scripts/annotate-image-build.sh "$IMAGE"
+# build
+docker build \
+  --file tests/pytorch_ci_hud_benchmark/Dockerfile.hpu \
+  --build-arg max_jobs=16 \
+  --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
+  --tag "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-hpu \
+  --progress plain \
+  https://github.com/vllm-project/vllm-gaudi.git
+
+# push
+docker push "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-hpu
@@ -40,7 +40,6 @@ docker buildx ls
 echo "--- :mag: Checking if image already exists"
 if docker manifest inspect "$IMAGE_TAG" >/dev/null 2>&1; then
  echo "Image found: $IMAGE_TAG — skipping build"
-  .buildkite/scripts/annotate-image-build.sh "$IMAGE_TAG"
  exit 0
 fi
 echo "Image not found, proceeding with build..."
@@ -67,5 +66,3 @@ docker buildx build --file docker/Dockerfile \
  --progress plain .

 echo "--- :white_check_mark: Torch nightly image build complete: $IMAGE_TAG"
-
-.buildkite/scripts/annotate-image-build.sh "$IMAGE_TAG"
@@ -9,26 +9,26 @@ fi
 REGISTRY=$1
 REPO=$2
 BUILDKITE_COMMIT=$3
-IMAGE="$REGISTRY/$REPO:$BUILDKITE_COMMIT-xpu"

 # authenticate with AWS ECR
 aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin "$REGISTRY" || true
 aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin 936637512419.dkr.ecr.us-east-1.amazonaws.com || true

 # skip build if image already exists
-if docker manifest inspect "$IMAGE" &> /dev/null; then
-  echo "Image found"
-else
+if ! docker manifest inspect "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-xpu &> /dev/null; then
  echo "Image not found, proceeding with build..."
-  # build
-  docker build \
-    --file docker/Dockerfile.xpu \
-    --build-arg max_jobs=16 \
-    --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
-    --tag "$IMAGE" \
-    --progress plain .
-  # push
-  docker push "$IMAGE"
+else
+  echo "Image found"
+  exit 0
 fi

-.buildkite/scripts/annotate-image-build.sh "$IMAGE"
+# build
+docker build \
+  --file docker/Dockerfile.xpu \
+  --build-arg max_jobs=16 \
+  --build-arg buildkite_commit="$BUILDKITE_COMMIT" \
+  --tag "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-xpu \
+  --progress plain .
+
+# push
+docker push "$REGISTRY"/"$REPO":"$BUILDKITE_COMMIT"-xpu
@@ -1,27 +0,0 @@
-group: Basic Correctness
-depends_on:
-  - image-build-xpu
-steps:
- label: XPU Sleep Mode
-  timeout_in_minutes: 45
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/
-  - tests/basic_correctness/test_cumem.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      export VLLM_WORKER_MULTIPROC_METHOD=spawn &&
-      pytest -v -s basic_correctness/test_cpu_offload.py &&
-      pytest -v -s basic_correctness/test_mem.py::test_end_to_end'
@@ -1,26 +0,0 @@
-group: Benchmarks
-depends_on: 
-  - image-build-xpu
-steps:
- label: Benchmarks CLI Test
-  key: benchmarks-cli-test
-  timeout_in_minutes: 40
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/
-  - tests/benchmarks/
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s benchmarks/'
@@ -2,51 +2,9 @@ group: Engine Intel
 depends_on:
  - image-build-xpu
 steps:
- label: Engine
-  key: engine
-  timeout_in_minutes: 40
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/compilation/
-  - vllm/config/
-  - vllm/engine/
-  - vllm/entrypoints/logger.py
-  - vllm/envs.py
-  - vllm/logger.py
-  - vllm/logging_utils/
-  - vllm/platforms/
-  - vllm/sequence.py
-  - vllm/triton_utils/
-  - vllm/utils/
-  - tests/engine
-  - tests/test_sequence
-  - tests/test_config
-  - tests/test_logger
-  - tests/test_vllm_port
-  - tests/test_jit_monitor.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s engine/test_arg_utils.py test_sequence.py test_logger.py test_vllm_port.py test_jit_monitor.py'
-
 - label: Engine (1 GPU)
  timeout_in_minutes: 30
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
  no_plugin: true
  working_dir: "."
  env:
@@ -61,41 +19,3 @@ steps:
      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
      'cd tests &&
      pytest -v -s v1/engine --ignore v1/engine/test_preprocess_error_handling.py'
-
- label: V1 e2e (2 GPUs)
-  timeout_in_minutes: 30
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 2+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/compilation/
-    - vllm/config/
-    - vllm/distributed/
-    - vllm/engine/
-    - vllm/envs.py
-    - vllm/forward_context.py
-    - vllm/inputs/
-    - vllm/logger.py
-    - vllm/logging_utils/
-    - vllm/model_executor/
-    - vllm/multimodal/
-    - vllm/platforms/
-    - vllm/sampling_params.py
-    - vllm/transformers_utils/
-    - vllm/triton_utils/
-    - vllm/utils/
-    - vllm/v1/
-    - tests/v1/e2e/spec_decode
-  commands:
-  - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s v1/e2e/spec_decode/test_spec_decode.py -k "tensor_parallelism"'
@@ -1,27 +0,0 @@
-group: Expert Parallelism
-depends_on:
-  - image-build-xpu
-steps:
- label: EPLB Algorithm
-  key: eplb-algorithm
-  timeout_in_minutes: 45
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/distributed/eplb
-  - tests/distributed/test_eplb_algo.py
-  - tests/distributed/test_eplb_utils.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s distributed/test_eplb_algo.py'
@@ -5,10 +5,6 @@ steps:
 - label: vLLM IR Tests
  timeout_in_minutes: 30
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
  no_plugin: true
  working_dir: "."
  env:
@@ -5,10 +5,6 @@ steps:
 - label: LoRA Runtime + Utils
  timeout_in_minutes: 45
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
  no_plugin: true
  working_dir: "."
  env:
@@ -38,10 +34,6 @@ steps:
 - label: LoRA Fused/MoE Kernels
  timeout_in_minutes: 45
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
  no_plugin: true
  working_dir: "."
  env:
@@ -62,10 +54,6 @@ steps:
 - label: LoRA Punica Kernels
  timeout_in_minutes: 45
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
  no_plugin: true
  working_dir: "."
  env:
@@ -81,17 +69,11 @@ steps:
      'cd tests &&
      export VLLM_WORKER_MULTIPROC_METHOD=spawn &&
      set -o pipefail &&
-      pytest -v -s lora/test_punica_ops.py::test_kernels &&
-      pytest -v -s lora/test_punica_ops.py::test_kernels_hidden_size &&
-      pytest -v -s lora/test_punica_ops.py::test_add_lora_fused_moe_early_exit'
+      pytest -v -s lora/test_punica_ops.py --deselect="tests/lora/test_punica_ops.py::test_kernels_hidden_size[expand-0-xpu:0-dtype0-3-43264-32-4-4]" --deselect="tests/lora/test_punica_ops.py::test_kernels[shrink-0-xpu:0-dtype1-1-2049-64-128-16]" --deselect="tests/lora/test_punica_ops.py::test_kernels[shrink-0-xpu:0-dtype0-1-2049-128-1-32]" --deselect="tests/lora/test_punica_ops.py::test_kernels[shrink-0-xpu:0-dtype0-1-2049-256-1-4]" --deselect="tests/lora/test_punica_ops.py::test_kernels[shrink-0-xpu:0-dtype0-1-2049-256-8-4]" --deselect="tests/lora/test_punica_ops.py::test_kernels[expand-0-xpu:0-dtype0-3-2049-128-8-16]" --deselect="tests/lora/test_punica_ops.py::test_kernels[shrink-0-xpu:0-dtype0-1-2049-128-8-32]" --deselect="tests/lora/test_punica_ops.py::test_kernels[expand-0-xpu:0-dtype1-1-2049-256-128-32]" --deselect="tests/lora/test_punica_ops.py::test_kernels_hidden_size[shrink-0-xpu:0-dtype0-3-64256-32-4-4]" --deselect="tests/lora/test_punica_ops.py::test_kernels_hidden_size[shrink-0-xpu:0-dtype1-2-29696-32-4-4]" --deselect="tests/lora/test_punica_ops.py::test_kernels_hidden_size[shrink-0-xpu:0-dtype1-3-49408-32-4-4]" --deselect="tests/lora/test_punica_ops.py::test_kernels_hidden_size[shrink-0-xpu:0-dtype0-2-16384-32-4-4]" --deselect="tests/lora/test_punica_ops.py::test_kernels_hidden_size[expand-0-xpu:0-dtype0-2-51328-32-4-4]"'

 - label: LoRA Punica FP8/XPU Ops
-  timeout_in_minutes: 60
+  timeout_in_minutes: 45
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
  no_plugin: true
  working_dir: "."
  env:
@@ -112,10 +94,6 @@ steps:
 - label: LoRA Models
  timeout_in_minutes: 45
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 2+
-    mem: 24+
  no_plugin: true
  working_dir: "."
  env:
@@ -130,19 +108,15 @@ steps:
      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
      'cd tests &&
      export VLLM_WORKER_MULTIPROC_METHOD=spawn &&
+      (pytest -v -s lora/test_mixtral.py --deselect="tests/lora/test_mixtral.py::test_mixtral_lora[4]" || true) &&
      pytest -v -s lora/test_quant_model.py --deselect="tests/lora/test_quant_model.py::test_quant_model_lora[model0]" --deselect="tests/lora/test_quant_model.py::test_quant_model_lora[model1]" --deselect="tests/lora/test_quant_model.py::test_quant_model_tp_equality[model0]" &&
      pytest -v -s lora/test_transformers_model.py &&
      pytest -v -s lora/test_chatglm3_tp.py &&
-      pytest -v -s lora/test_llama_tp.py::test_llama_lora &&
      pytest -s -v lora/test_minicpmv_tp.py'

 - label: LoRA Multimodal
  timeout_in_minutes: 45
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
  no_plugin: true
  working_dir: "."
  env:
@@ -3,12 +3,8 @@ depends_on:
  - image-build-xpu
 steps:
 - label: V1 Core + KV + Metrics
-  timeout_in_minutes: 45
+  timeout_in_minutes: 30
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
  no_plugin: true
  working_dir: "."
  env:
@@ -33,12 +29,8 @@ steps:
      pytest -v -s v1/executor'

 - label: V1 Sample + Logits
-  timeout_in_minutes: 90
+  timeout_in_minutes: 30
  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
  no_plugin: true
  working_dir: "."
  env:
@@ -46,17 +38,7 @@ steps:
    REPO: "vllm-ci-test-repo"
    VLLM_TEST_DEVICE: "xpu"
  source_file_dependencies:
-    - vllm/config/
-    - vllm/distributed/
-    - vllm/engine/
-    - vllm/inputs/
-    - vllm/logger.py
-    - vllm/model_executor/
-    - vllm/platforms/
-    - vllm/sampling_params.py
-    - vllm/transformers_utils/
-    - vllm/utils/
-    - vllm/v1/
+    - vllm/
    - tests/v1/sample
    - tests/v1/logits_processors
    - tests/v1/test_oracle.py
@@ -65,222 +47,9 @@ steps:
  commands:
    - >-
      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'pip install lm_eval[api]>=0.4.12 &&
-      export VLLM_WORKER_MULTIPROC_METHOD=spawn &&
+      'export VLLM_WORKER_MULTIPROC_METHOD=spawn &&
      cd tests &&
      pytest -v -s v1/logits_processors --ignore=v1/logits_processors/test_custom_online.py --ignore=v1/logits_processors/test_custom_offline.py &&
      pytest -v -s v1/test_oracle.py &&
      pytest -v -s v1/test_request.py &&
-      pytest -v -s v1/test_outputs.py &&
-      pytest -v -s v1/sample'
-
- label: Basic Models Tests (Initialization)
-  timeout_in_minutes: 60
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/
-    - tests/models/test_initialization.py
-    - tests/models/registry.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'export VLLM_XPU_FUSED_MOE_USE_REF=1 &&
-      cd tests &&
-      pytest -v -s models/test_initialization.py::test_can_initialize_large_subset[Eagle3MiniMaxM2ForCausalLM]'
-
- label: XPU CPU Offload
-  timeout_in_minutes: 60
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/
-    - vllm/v1/kv_offload/
-    - vllm/v1/kv_connector/
-    - tests/v1/kv_offload/
-    - tests/v1/kv_connector/unit/test_offloading_connector.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'export VLLM_WORKER_MULTIPROC_METHOD=spawn &&
-      cd tests &&
-      pytest -v -s v1/kv_offload &&
-      pytest -v -s v1/kv_connector/unit/test_offloading_connector.py'
-
- label: NixlConnector PD accuracy (4 GPUs)
-  timeout_in_minutes: 60
-  num_devices: 4
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 4+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-    - vllm/v1/worker/kv_connector_model_runner_mixin.py
-    - tests/v1/kv_connector/nixl_integration/
-    - vllm/platforms/xpu.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      bash v1/kv_connector/nixl_integration/run_xpu_disagg_accuracy_test.sh &&
-      PREFILLER_TP_SIZE=2 DECODER_TP_SIZE=1 bash v1/kv_connector/nixl_integration/run_xpu_disagg_accuracy_test.sh &&
-      PREFILLER_TP_SIZE=1 DECODER_TP_SIZE=2 bash v1/kv_connector/nixl_integration/run_xpu_disagg_accuracy_test.sh &&
-      PREFILLER_TP_SIZE=2 DECODER_TP_SIZE=2 bash v1/kv_connector/nixl_integration/run_xpu_disagg_accuracy_test.sh'
-
- label: Regression
-  key: regression
-  timeout_in_minutes: 50
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/config/
-  - vllm/distributed/
-  - vllm/engine/
-  - vllm/inputs/
-  - vllm/model_executor/
-  - vllm/multimodal/
-  - vllm/platforms/
-  - vllm/sampling_params.py
-  - vllm/transformers_utils/
-  - vllm/utils/
-  - vllm/v1/
-  - tests/test_regression
-  commands:
-  - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'pip install modelscope\<1.38 &&
-      cd tests &&
-      pytest -v -s test_regression.py'
-
- label: Metrics, Tracing (2 GPUs)
-  key: metrics-tracing-2-gpus
-  timeout_in_minutes: 45
-  num_devices: 2
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 2+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/config/
-  - vllm/distributed/
-  - vllm/engine/
-  - vllm/inputs/
-  - vllm/model_executor/
-  - vllm/multimodal/
-  - vllm/platforms/
-  - vllm/sampling_params.py
-  - vllm/tracing/
-  - vllm/transformers_utils/
-  - vllm/utils/
-  - vllm/v1/
-  - tests/v1/tracing
-  commands:
-  - >-
-    bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-    'pip install opentelemetry-sdk\>=1.26.0 opentelemetry-api\>=1.26.0 opentelemetry-exporter-otlp\>=1.26.0 opentelemetry-semantic-conventions-ai\>=0.4.1 &&
-    cd tests &&
-    pytest -v -s v1/tracing'
-
- label: Async Engine, Inputs, Utils, Worker
-  key: async-engine-inputs-utils-worker
-  timeout_in_minutes: 55
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/assets/
-  - vllm/config/
-  - vllm/distributed/
-  - vllm/engine/
-  - vllm/inputs/
-  - vllm/model_executor/
-  - vllm/multimodal/
-  - vllm/platforms/
-  - vllm/sampling_params.py
-  - vllm/tokenizers/
-  - vllm/transformers_utils/
-  - vllm/utils/
-  - vllm/v1/
-  - tests/detokenizer
-  - tests/multimodal
-  - tests/utils_
-  commands:
-  - >-
-    bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-    'cd tests &&
-    pip install av &&
-    pytest -v -s detokenizer &&
-    pytest -v -s -m "not cpu_test" ./multimodal &&
-    pytest -v -s utils_ --ignore=utils_/test_mem_utils.py'
-
- label: Fusion Unit Tests
-  timeout_in_minutes: 30
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/compilation/
-    - tests/compile/passes/test_qk_norm_rope_fusion.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s compile/passes/test_qk_norm_rope_fusion.py'
+      pytest -v -s v1/test_outputs.py'
@@ -1,33 +0,0 @@
-group: Model Executor Intel
-depends_on:
-  - image-build-xpu
-steps:
- label: Model Executor (Intel)
-  key: model-executor-intel
-  timeout_in_minutes: 45
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/engine/arg_utils.py
-  - vllm/config/model.py
-  - vllm/model_executor
-  - tests/model_executor
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'apt-get update && apt-get install -y curl libsodium23 &&
-      pip3 install tensorizer==2.10.1 &&
-      pip3 install runai-model-streamer[s3,gcs,azure]\>=0.15.7 &&
-      export VLLM_WORKER_MULTIPROC_METHOD=spawn &&
-      export PYTHONFAULTHANDLER=1 &&
-      cd tests &&
-      pytest -v -s model_executor -m "not slow_test" --ignore="model_executor/layers/test_rocm_unquantized_gemm.py" --deselect="tests/model_executor/model_loader/test_reload.py::test_kv_scale_reload"'
@@ -1,116 +0,0 @@
-group: Model Runner V2 Intel
-depends_on:
-  - image-build-xpu
-steps:
- label: Model Runner V2 Core Tests (Intel)
-  timeout_in_minutes: 45
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 2+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/v1/worker/gpu/
-    - vllm/v1/worker/gpu_worker.py
-    - vllm/v1/core/sched/
-    - vllm/v1/attention/
-    - tests/v1/engine/test_llm_engine.py
-    - tests/v1/e2e/
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'export VLLM_USE_V2_MODEL_RUNNER=1 &&
-      cd tests &&
-      pytest -v -s v1/engine/test_llm_engine.py -k "not test_engine_metrics" &&
-      pytest -v -s v1/e2e/general/test_context_length.py &&
-      ENFORCE_EAGER=1 pytest -v -s v1/e2e/general/test_async_scheduling.py -k "not ngram" &&
-      pytest -v -s entrypoints/llm/test_struct_output_generate.py -k "xgrammar and not speculative_config6 and not speculative_config7 and not speculative_config8 and not speculative_config0" &&
-      pytest -v -s v1/e2e/general/test_min_tokens.py'
-
- label: Model Runner V2 Examples (Intel)
-  timeout_in_minutes: 45
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/v1/worker/gpu/
-    - vllm/v1/core/sched/
-    - vllm/v1/worker/gpu_worker.py
-    - examples/basic/offline_inference/
-    - examples/generate/multimodal/
-    - examples/features/
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'export VLLM_USE_V2_MODEL_RUNNER=1 &&
-      cd examples &&
-      python3 basic/offline_inference/chat.py &&
-      python3 basic/offline_inference/generate.py --model facebook/opt-125m &&
-      python3 generate/multimodal/vision_language_offline.py --seed 0 &&
-      python3 features/automatic_prefix_caching/prefix_caching_offline.py'
-
- label: Model Runner V2 Distributed (2 GPUs)
-  timeout_in_minutes: 50
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 2+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-    - vllm/v1/worker/gpu/
-    - vllm/v1/worker/gpu_worker.py
-    - tests/basic_correctness/test_basic_correctness.py
-    - tests/v1/distributed/test_async_llm_dp.py
-    - tests/v1/distributed/test_eagle_dp.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'export VLLM_USE_V2_MODEL_RUNNER=1 &&
-      cd tests &&
-      TARGET_TEST_SUITE=L4 pytest -v -s basic_correctness/test_basic_correctness.py -m "distributed\(num_gpus=2\)" -k "not ray and not True"'
-
- label: Model Runner V2 Spec Decode
-  timeout_in_minutes: 50
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/v1/worker/gpu/
-  - vllm/v1/worker/gpu_worker.py
-  - tests/v1/spec_decode/test_max_len.py
-  - tests/v1/spec_decode/test_rejection_sampler_utils.py
-  - tests/v1/e2e/spec_decode/test_spec_decode.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'export VLLM_USE_V2_MODEL_RUNNER=1 &&
-      cd tests &&
-      pytest -v -s v1/spec_decode/test_synthetic_rejection_sampler_utils.py'
@@ -1,27 +0,0 @@
-group: Models - Distributed
-depends_on: 
-  - image-build-xpu
-steps:
- label: Distributed Model Tests (2 GPUs)
-  key: distributed-model-tests-2-gpus
-  timeout_in_minutes: 65
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 2+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/model_executor/model_loader/sharded_state_loader.py
-  - vllm/model_executor/models/
-  - tests/model_executor/model_loader/test_sharded_state_loader.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s model_executor/model_loader/test_sharded_state_loader.py -m "not slow_test"'
@@ -1,127 +0,0 @@
-group: Models - Multimodal
-depends_on:
-  - image-build-xpu
-steps:
- label: "Multi-Modal Models (Standard) 1: qwen2"
-  key: multi-modal-models-standard-1-qwen2
-  timeout_in_minutes: 70
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/
-  - tests/models/multimodal
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'pip install av &&
-      cd tests &&
-      pytest -v -s models/multimodal/generation/test_common.py -m core_model -k "qwen2" &&
-      pytest -v -s models/multimodal/generation/test_ultravox.py -m core_model'
-
- label: "Multi-Modal Models (Standard) 2: qwen3 + gemma"
-  key: multi-modal-models-standard-2-qwen3-gemma
-  timeout_in_minutes: 70
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/
-  - tests/models/multimodal
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s models/multimodal/generation/test_qwen2_5_vl.py -m core_model'
-
- label: "Multi-Modal Models (Standard) 3: llava + qwen2_vl"
-  key: multi-modal-models-standard-3-llava-qwen2-vl
-  timeout_in_minutes: 65
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/
-  - tests/models/multimodal
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      pytest -v -s models/multimodal/generation/test_common.py -m core_model -k "not qwen2 and not qwen3 and not gemma" &&
-      pytest -v -s models/multimodal/generation/test_qwen2_vl.py -m core_model'
-
- label: "Multi-Modal Models (Standard) 4: other + whisper"
-  key: multi-modal-models-standard-4-other-whisper
-  timeout_in_minutes: 45
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/
-  - tests/models/multimodal
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'pip install av &&
-      cd tests &&
-      pytest -v -s models/multimodal -m core_model --ignore models/multimodal/generation/test_common.py --ignore models/multimodal/generation/test_ultravox.py --ignore models/multimodal/generation/test_qwen2_5_vl.py --ignore models/multimodal/generation/test_qwen2_vl.py --ignore models/multimodal/generation/test_whisper.py  --ignore models/multimodal/generation/test_memory_leak.py --ignore models/multimodal/processing'
-
- label: Multi-Modal Processor # 44min
-  key: multi-modal-processor
-  timeout_in_minutes: 60
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/
-  - tests/models/multimodal
-  - tests/models/registry.py
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'pip install av matplotlib ftfy &&
-      pip install open-clip-torch --no-deps &&
-      cd tests &&
-      pytest -v -s models/multimodal/processing/test_tensor_schema.py
-      --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB'
-  parallelism: 4
@@ -1,28 +0,0 @@
-group: Quantization
-depends_on:
-  - image-build-xpu
-steps:
- label: Quantization
-  key: quantization
-  timeout_in_minutes: 30
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  no_plugin: true
-  working_dir: "."
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 16+
-  source_file_dependencies:
-  - csrc/
-  - vllm/model_executor/layers/quantization
-  - tests/quantization
-  commands:
-  # - VLLM_TEST_FORCE_LOAD_FORMAT=auto pytest -v -s quantization/ --ignore quantization/test_blackwell_moe.py
-  - >-
-    bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-    'VLLM_TEST_FORCE_LOAD_FORMAT=auto pytest -v -s tests/quantization/test_per_token_kv_cache.py --deselect="tests/quantization/test_per_token_kv_cache.py::test_triton_unified_attention_per_token_head_scale[int4-16-128-num_heads0-seq_lens1]"'
-
@@ -1,29 +0,0 @@
-group: Samplers Intel
-depends_on:
-  - image-build-xpu
-steps:
- label: Samplers Test (FlashInfer)
-  key: samplers-test-flashinfer-intel
-  timeout_in_minutes: 40
-  device: intel_gpu
-  agent_tags:
-    label: production
-    gpu: 1+
-    mem: 24+
-  no_plugin: true
-  working_dir: "."
-  env:
-    REGISTRY: "public.ecr.aws/q9t5s3a7"
-    REPO: "vllm-ci-test-repo"
-    VLLM_TEST_DEVICE: "xpu"
-  source_file_dependencies:
-  - vllm/model_executor/layers
-  - vllm/sampling_metadata.py
-  - tests/samplers
-  - tests/conftest.py
-  - vllm/entrypoints/generate/beam_search
-  commands:
-    - >-
-      bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-      'cd tests &&
-      VLLM_USE_FLASHINFER_SAMPLER=1 pytest -v -s samplers'
@@ -17,12 +17,8 @@ steps:
  - label: "XPU example Test"
    depends_on:
      - image-build-xpu
-    timeout_in_minutes: 50
+    timeout_in_minutes: 30
    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 2+
-      mem: 24+
    no_plugin: true
    env:
      REGISTRY: "public.ecr.aws/q9t5s3a7"
@@ -42,46 +38,15 @@ steps:
        python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager --kv-cache-dtype fp8 &&
        python3 examples/basic/offline_inference/generate.py --model nvidia/Llama-3.1-8B-Instruct-FP8 --block-size 64 --enforce-eager --quantization modelopt --kv-cache-dtype fp8 --attention-backend TRITON_ATTN --max-model-len 4096 &&
        python3 examples/basic/offline_inference/generate.py --model superjob/Qwen3-4B-Instruct-2507-GPTQ-Int4 --block-size 64 --enforce-eager --max-model-len 8192 &&
-        python3 examples/basic/offline_inference/generate.py --model TheBloke/TinyLlama-1.1B-Chat-v0.3-AWQ --block-size 64 --enforce-eager &&
        python3 examples/basic/offline_inference/generate.py --model ibm-research/PowerMoE-3b --block-size 64 --enforce-eager -tp 2 &&
        python3 examples/basic/offline_inference/generate.py --model ibm-research/PowerMoE-3b --block-size 64 --enforce-eager -tp 2 --enable-expert-parallel &&
-        python3 examples/basic/offline_inference/generate.py --model superjob/Qwen3-4B-Instruct-2507-GPTQ-Int4 --max-model-len 8192 &&
-        VLLM_XPU_FUSED_MOE_USE_REF=1 python3 examples/basic/offline_inference/generate.py --model Qwen/Qwen3-30B-A3B-Instruct-2507-FP8 --enforce-eager -tp 2 --max-model-len 8192 &&
-        python3 examples/basic/offline_inference/generate.py --model INCModel/Qwen3-30B-A3B-Instruct-2507-MXFP4-LLMC --enforce-eager -tp 2 --max-model-len 8192
-        '
-  - label: "XPU W8A8 FP8 Linear Examples"
-    depends_on:
-      - image-build-xpu
-    timeout_in_minutes: 60
-    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 24+
-    no_plugin: true
-    env:
-      REGISTRY: "public.ecr.aws/q9t5s3a7"
-      REPO: "vllm-ci-test-repo"
-      VLLM_TEST_DEVICE: "xpu"
-    source_file_dependencies:
-      - vllm/
-      - .buildkite/intel_jobs/test-intel.yaml
-    commands:
-      - >-
-        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-        'python3 examples/basic/offline_inference/generate.py --linear-backend xpu --model RedHatAI/Meta-Llama-3.1-8B-Instruct-FP8 --enforce-eager --max-model-len 4096 &&
-        python3 examples/basic/offline_inference/generate.py --linear-backend xpu --model neuralmagic/Llama-3.2-1B-Instruct-FP8-dynamic --enforce-eager --max-model-len 4096 &&
-        python3 examples/basic/offline_inference/generate.py --linear-backend xpu --model meta-llama/Llama-3.2-1B-Instruct --quantization fp8 --enforce-eager --max-model-len 4096
+        python3 examples/basic/offline_inference/generate.py --model superjob/Qwen3-4B-Instruct-2507-GPTQ-Int4 --max-model-len 8192
        '
  - label: "XPU V1 test"
    depends_on:
      - image-build-xpu
-    timeout_in_minutes: 70
+    timeout_in_minutes: 30
    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 24+
    no_plugin: true
    env:
      REGISTRY: "public.ecr.aws/q9t5s3a7"
@@ -99,18 +64,13 @@ steps:
        pytest -v -s v1/worker --ignore=v1/worker/test_gpu_model_runner.py --ignore=v1/worker/test_worker_memory_snapshot.py &&
        pytest -v -s v1/structured_output &&
        pytest -v -s v1/test_serial_utils.py &&
-        pytest -v -s v1/e2e/general/test_correctness_sliding_window.py --deselect="tests/v1/e2e/general/test_correctness_sliding_window.py::test_sliding_window_retrieval[True-1-5-google/gemma-3-1b-it]" &&
-        pytest -v -s v1/spec_decode --ignore=v1/spec_decode/test_max_len.py --ignore=v1/spec_decode/test_speculators_eagle3.py --ignore=v1/spec_decode/test_acceptance_length.py --ignore=v1/spec_decode/test_speculators_correctness.py &&
+        pytest -v -s v1/spec_decode --ignore=v1/spec_decode/test_max_len.py --ignore=v1/spec_decode/test_speculators_eagle3.py --ignore=v1/spec_decode/test_acceptance_length.py &&
        pytest -v -s v1/kv_connector/unit --ignore=v1/kv_connector/unit/test_multi_connector.py --ignore=v1/kv_connector/unit/test_example_connector.py --ignore=v1/kv_connector/unit/test_lmcache_integration.py --ignore=v1/kv_connector/unit/test_hf3fs_client.py --ignore=v1/kv_connector/unit/test_hf3fs_connector.py --ignore=v1/kv_connector/unit/test_hf3fs_metadata_server.py --ignore=v1/kv_connector/unit/test_offloading_connector.py'
  - label: "XPU server test"
    depends_on:
      - image-build-xpu
-    timeout_in_minutes: 45
+    timeout_in_minutes: 30
    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 16+
    no_plugin: true
    env:
      REGISTRY: "public.ecr.aws/q9t5s3a7"
@@ -123,74 +83,5 @@ steps:
        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
        'pip install av &&
        cd tests &&
-        pytest -v -s entrypoints/multimodal/openai/chat_completion/test_audio_in_video.py &&
+        pytest -v -s entrypoints/openai/chat_completion/test_audio_in_video.py &&
        pytest -v -s benchmarks/test_serve_cli.py'
-  - label: "XPU quantization test"
-    depends_on:
-      - image-build-xpu
-    timeout_in_minutes: 30
-    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 16+
-    no_plugin: true
-    env:
-      REGISTRY: "public.ecr.aws/q9t5s3a7"
-      REPO: "vllm-ci-test-repo"
-    source_file_dependencies:
-      - vllm/
-      - .buildkite/intel_jobs/test-intel.yaml 
-    commands:
-      - >-
-        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-        'cd tests &&
-        pytest -v -s quantization/test_auto_round.py &&
-        pytest -v -s quantization/test_online.py'
-  - label: "XPU GPQA Eval (GPT-OSS)"
-    depends_on:
-      - image-build-xpu
-    timeout_in_minutes: 60
-    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 24+
-    no_plugin: true
-    env:
-      REGISTRY: "public.ecr.aws/q9t5s3a7"
-      REPO: "vllm-ci-test-repo"
-      VLLM_TEST_DEVICE: "xpu"
-    source_file_dependencies:
-      - vllm/
-      - tests/evals/gpt_oss/
-      - .buildkite/intel_jobs/test-intel.yaml
-    commands:
-      - >-
-        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-        'pip install "gpt-oss[eval]==0.0.5" &&
-        cd tests &&
-        pytest -s -v evals/gpt_oss/test_gpqa_correctness.py --config-list-file=configs/models-xpu.txt'
-  - label: "XPU compressed tensors FP8 test"
-    depends_on:
-      - image-build-xpu
-    timeout_in_minutes: 60
-    device: intel_gpu
-    agent_tags:
-      label: production
-      gpu: 1+
-      mem: 16+
-    no_plugin: true
-    env:
-      REGISTRY: "public.ecr.aws/q9t5s3a7"
-      REPO: "vllm-ci-test-repo"
-      VLLM_TEST_DEVICE: "xpu"
-    source_file_dependencies:
-      - vllm/
-      - tests/quantization/test_compressed_tensors.py
-      - .buildkite/intel_jobs/test-intel.yaml
-    commands:
-      - >-
-        bash .buildkite/scripts/hardware_ci/run-intel-test.sh
-        'cd tests &&
-        pytest -v -s quantization/test_compressed_tensors.py::test_compressed_tensors_fp8'
@@ -1,7 +1,6 @@
 # For hf script, without -t option (tensor parallel size).
 # bash .buildkite/lm-eval-harness/run-lm-eval-mmlupro-vllm-baseline.sh -m meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8 -l 250 -t 8 -f 5
 model_name: "meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8"
-rocm_safetensors_load_strategy: lazy
 required_gpu_arch:
  - gfx942
  - gfx950
@@ -6,7 +6,9 @@ tasks:
    value: 0.7142
  - name: "exact_match,flexible-extract"
    value: 0.4579
-moe_backend: "flashinfer_cutlass"
+env_vars:
+  VLLM_USE_FLASHINFER_MOE_FP8: "1"
+  VLLM_FLASHINFER_MOE_BACKEND: "throughput"
 limit: 1319
 num_fewshot: 5
 max_model_len: 262144
@@ -68,15 +68,6 @@ def launch_lm_eval(eval_config, tp_size):
    if current_platform.is_rocm() and "Nemotron-3" in eval_config["model_name"]:
        model_args += "attention_backend=TRITON_ATTN"

-    moe_backend = eval_config.get("moe_backend", None)
-    if moe_backend is not None:
-        model_args += f"moe_backend={moe_backend},"
-
-    if current_platform.is_rocm():
-        rocm_load_strategy = eval_config.get("rocm_safetensors_load_strategy")
-        if rocm_load_strategy is not None:
-            model_args += f"safetensors_load_strategy={rocm_load_strategy},"
-
    env_vars = eval_config.get("env_vars", None)
    with scoped_env_vars(env_vars):
        results = lm_eval.simple_evaluate(
@@ -2,6 +2,7 @@
    {
        "test_name": "latency_llama8B_tp1",
        "environment_variables": {
+            "VLLM_RPC_TIMEOUT": 100000,
            "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
            "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
            "VLLM_CPU_KVCACHE_SPACE": 40
@@ -2,6 +2,7 @@
    {
        "test_name": "latency_llama8B_tp2",
        "environment_variables": {
+            "VLLM_RPC_TIMEOUT": 100000,
 	    "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
 	    "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
 	    "VLLM_CPU_SGL_KERNEL": 1,
@@ -13,6 +13,7 @@
      200
    ],
    "server_environment_variables": {
+      "VLLM_RPC_TIMEOUT": 100000,
      "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
      "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
      "VLLM_CPU_SGL_KERNEL": 1,
@@ -5,6 +5,7 @@
    ],
    "max_concurrency_list": [12, 16, 24, 32, 64, 128, 200],
    "server_environment_variables": {
+      "VLLM_RPC_TIMEOUT": 100000,
      "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120
    },
    "server_parameters": {
@@ -9,6 +9,7 @@
      128
    ],
    "server_environment_variables": {
+      "VLLM_RPC_TIMEOUT": 100000,
      "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
      "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
      "VLLM_CPU_SGL_KERNEL": 1,
@@ -5,6 +5,7 @@
    ],
    "max_concurrency_list": [12, 16, 24, 32, 64, 128, 200],
    "server_environment_variables": {
+      "VLLM_RPC_TIMEOUT": 100000,
      "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
      "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
      "VLLM_CPU_SGL_KERNEL": 1,
@@ -5,6 +5,7 @@
    ],
    "max_concurrency_list": [12, 16, 24, 32, 64, 128, 200],
    "server_environment_variables": {
+      "VLLM_RPC_TIMEOUT": 100000,
      "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
      "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
      "VLLM_CPU_SGL_KERNEL": 1,
@@ -28,6 +28,11 @@
        "dataset_path": "./ShareGPT_V3_unfiltered_cleaned_split.json"
      }
    },
+    {
+        "dataset_name": "sharegpt",
+        "dataset_path": "./ShareGPT_V3_unfiltered_cleaned_split.json"
+      }
+    },
    {
      "test_name": "serving_llama8B_tp1_random_128_128",
      "server_parameters": {
@@ -2,6 +2,7 @@
    {
        "test_name": "throughput_llama8B_tp1",
        "environment_variables": {
+            "VLLM_RPC_TIMEOUT": 100000,
            "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
            "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
            "VLLM_CPU_KVCACHE_SPACE": 40
@@ -2,6 +2,7 @@
    {
        "test_name": "throughput_llama8B_tp2",
        "environment_variables": {
+            "VLLM_RPC_TIMEOUT": 100000,
 	    "VLLM_ALLOW_LONG_MAX_MODEL_LEN": 1,
 	    "VLLM_ENGINE_ITERATION_TIMEOUT_S": 120,
 	    "VLLM_CPU_SGL_KERNEL": 1,
@@ -3,8 +3,7 @@
 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project
 #
 # Append a build artifact line to the Buildkite annotation.
-# Usage: annotate-build-artifact.sh <label> <value> <context>
+# Usage: annotate-build-artifact.sh <label> <value>
 set -e
 echo "- **${1}**: \`${2}\`" | \
-  buildkite-agent annotate --append --style 'info' \
-    --context "${3:?context is required}"
+  buildkite-agent annotate --append --style 'info' --context 'release-artifacts'
@@ -1,36 +0,0 @@
-#!/bin/bash
-# SPDX-License-Identifier: Apache-2.0
-# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
-#
-# Append the Docker image tag(s) an image-build step pushed to a Buildkite
-# annotation, so the built image tags show up on the build page instead of
-# being buried in the job logs.
-#
-# Usage: annotate-image-build.sh <image_tag> [<image_tag> ...]
-set -euo pipefail
-
-# buildkite-agent only exists on Buildkite agents; no-op elsewhere so the
-# image build scripts stay runnable locally.
-if ! command -v buildkite-agent >/dev/null 2>&1; then
-    echo "buildkite-agent not found; skipping image tag annotation"
-    exit 0
-fi
-
-label="${BUILDKITE_LABEL:-Image build}"
-content=""
-for image in "$@"; do
-    [[ -n "$image" ]] || continue
-    content+="- **${label}**: \`${image}\`"$'\n'
-done
-
-if [[ -z "$content" ]]; then
-    echo "No image tags provided; nothing to annotate"
-    exit 0
-fi
-
-# Best-effort: a flaky annotation must never fail an otherwise successful
-# (and expensive) image build.
-if ! printf '%s' "$content" | \
-    buildkite-agent annotate --append --style 'info' --context 'docker-images'; then
-    echo "warning: failed to annotate build with image tags"
-fi
@@ -1,35 +0,0 @@
-#!/usr/bin/env bash
-# SPDX-License-Identifier: Apache-2.0
-# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
-#
-# Build the macOS arm64 CPU wheel natively on a macOS agent (the `macmini`
-# queue) into artifacts/dist/ for upload-nightly-wheels.sh.
-
-set -euo pipefail
-
-# The macmini queue uses persistent checkouts, so refresh tags for setuptools-scm.
-git fetch --tags --force origin
-
-# The Rust frontend build needs protoc.
-if ! command -v protoc >/dev/null 2>&1; then
-  brew install protobuf
-fi
-
-# upload-nightly-wheels.sh expects exactly one wheel.
-rm -rf artifacts/dist
-mkdir -p artifacts/dist
-
-export VLLM_TARGET_DEVICE=cpu
-export VLLM_REQUIRE_RUST_FRONTEND=1
-export MACOSX_DEPLOYMENT_TARGET=11.0
-# uv's CPython is universal2; force an arm64-only build and tag so the wheel
-# isn't mislabelled universal2 and installed on Intel Macs where import fails.
-export ARCHFLAGS="-arch arm64"
-export _PYTHON_HOST_PLATFORM="macosx-11.0-arm64"
-export CMAKE_BUILD_PARALLEL_LEVEL="${CMAKE_BUILD_PARALLEL_LEVEL:-4}"
-
-uv venv --python 3.12
-uv pip install -r requirements/build/cpu.txt --index-strategy unsafe-best-match
-uv build --wheel --no-build-isolation -o artifacts/dist
-
-ls -l artifacts/dist/*.whl
@@ -29,11 +29,7 @@ if python3 -c "import torch; assert torch.version.hip" 2>/dev/null; then
        TORCH_INDEX_URL=""
    fi
 else
-    if [ "${TORCH_NIGHTLY:-0}" = "1" ]; then
-        TORCH_INDEX_URL="https://download.pytorch.org/whl/nightly/cu130"
-    else
-        TORCH_INDEX_URL="https://download.pytorch.org/whl/cu130"
-    fi
+    TORCH_INDEX_URL="https://download.pytorch.org/whl/cu130"
 fi
 echo ">>> Using PyTorch index: ${TORCH_INDEX_URL:-PyPI default}"

@@ -13,8 +13,5 @@ INPUT_FILE="$1"
 # Strip timestamps
 sed -i 's/^\[[0-9]\{4\}-[0-9]\{2\}-[0-9]\{2\}T[0-9]\{2\}:[0-9]\{2\}:[0-9]\{2\}Z\] //' "$INPUT_FILE"

-# Strip Buildkite inline timestamp markers (ESC _bk;t=<ms> BEL)
-sed -i 's/\x1B_bk;t=[0-9]*\x07//g' "$INPUT_FILE"
-
 # Strip colorization
 sed -i -r 's/\x1B\[[0-9;]*[mK]//g' "$INPUT_FILE"
@@ -1,178 +1,55 @@
 #!/bin/bash
-# Fetch vLLM Buildkite CI logs (public; no login required).
+# Usage: ./ci-fetch-log.sh <buildkite_job_url> [output_file]
+#        ./ci-fetch-log.sh <build_number> <job_uuid> [output_file]
 #
-# Usage:
-#   ci-fetch-log.sh [--soft|--all] --pr [<PR>]  failed jobs in the PR's latest
-#                                               build (current branch if omitted)
-#   ci-fetch-log.sh [--soft|--all] <build_url>  failed jobs in that build
-#   ci-fetch-log.sh <job_url> [output]          one job; both #<job_uuid> and
-#                                               ?sid=<id> URL forms work
-#   ci-fetch-log.sh <build> <job_uuid> [output]
+# Downloads the raw log for a Buildkite job from the public, unauthenticated
+# /organizations/<org>/pipelines/<pipeline>/builds/<n>/jobs/<uuid>/download
+# endpoint, then strips ANSI/timestamps via ci-clean-log.sh.
 #
-# --soft also fetches soft-failed jobs; --all fetches every finished job.
-# Saves each log as ci-<build>-<job-name>.log (ANSI/timestamps stripped) and
-# prints "<file>\t<job name>" per job. [output] is single-job only; "-"
-# streams to stdout. Existing files are kept; CI_FETCH_LOG_FORCE=1 refetches.
+# Find <build_number> and <job_uuid> via:
+#   gh pr checks <PR> --repo vllm-project/vllm
+# Each failing row's URL is .../builds/<build_number>#<job_uuid>.

 set -euo pipefail

 ORG="vllm"
 PIPELINE="ci"
-UA="vllm-ci-fetch-log"
-UUID_RE='[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}'

 usage() {
-    sed -n '2,15p' "$0" | sed 's/^# \{0,1\}//'
+    echo "Usage: $0 <buildkite_job_url> [output_file]"
+    echo "       $0 <build_number> <job_uuid> [output_file]"
    exit 1
 }

-die() {
-    echo "$1" >&2
-    exit 1
-}
+if [ $# -lt 1 ]; then usage; fi

-BUILD="" JOB="" SID="" OUT=""
-SCOPE="failed"
-
-while :; do
-    case "${1:-}" in
-    --soft) SCOPE="soft" ;;
-    --all) SCOPE="all" ;;
-    *) break ;;
-    esac
-    shift
-done
-
-case "${1:-}" in
--pr)
-    PR="${2:-}"
-    # gh pr checks exits non-zero when checks are failing; that is the
-    # expected case here.
-    URL=$(gh pr checks ${PR:+"$PR"} --repo vllm-project/vllm 2>/dev/null |
-        grep -oE "https://buildkite.com/${ORG}/${PIPELINE}/builds/[0-9]+" |
-        sort -t/ -k7 -n | tail -1 || true)
-    [ -n "$URL" ] || die "No Buildkite build found via: gh pr checks ${PR:-<current branch>}"
-    BUILD="${URL##*/}"
-    ;;
-https://*)
+if [[ "$1" == https://* ]]; then
    BUILD=$(echo "$1" | sed -nE 's#.*/builds/([0-9]+).*#\1#p')
-    JOB=$(echo "$1" | grep -oE "#${UUID_RE}" | head -n 1 | cut -c2- || true)
-    SID=$(echo "$1" | grep -oE "[?&]sid=${UUID_RE}" | head -n 1 | sed 's/.*sid=//' || true)
-    OUT="${2:-}"
-    [ -n "$BUILD" ] || die "Could not parse build number from: $1"
-    ;;
-[0-9]*)
-    [ $# -ge 2 ] || usage
+    JOB=$(echo "$1" | grep -oE '[0-9a-f]{8}-[0-9a-f-]+' | head -n 1)
+    OUT="${2:-ci-${BUILD}-${JOB:0:8}.log}"
+else
+    if [ $# -lt 2 ]; then usage; fi
    BUILD="$1"
    JOB="$2"
-    OUT="${3:-}"
-    ;;
-*)
+    OUT="${3:-ci-${BUILD}-${JOB:0:8}.log}"
+fi
+
+if [ -z "$BUILD" ] || [ -z "$JOB" ]; then
+    echo "Could not parse build number or job UUID from: $1" >&2
    usage
-    ;;
-esac
+fi

 COOKIES=$(mktemp)
-JOBS_TSV=$(mktemp)
-trap 'rm -f "$COOKIES" "$JOBS_TSV"' EXIT
+trap 'rm -f "$COOKIES"' EXIT

-# Buildkite issues a session cookie on first hit; later requests need it.
-curl -fsSL -c "$COOKIES" -A "$UA" \
+# Buildkite issues a session cookie on first hit; subsequent /download needs it.
+curl -fsSL -c "$COOKIES" -A "vllm-ci-fetch-log" \
    "https://buildkite.com/${ORG}/${PIPELINE}/builds/${BUILD}" -o /dev/null

-# The build's job list (id, step uuid, state, name) is served as JSON from
-# the user-facing /data/jobs endpoint. Flatten it to TSV for easy filtering:
-#   job_id  step_uuid  failed  soft_failed  finished  slug  name
-curl -fsSL -b "$COOKIES" -A "$UA" \
-    "https://buildkite.com/${ORG}/${PIPELINE}/builds/${BUILD}/data/jobs" |
-    python3 -c '
-import json, re, sys
+curl -fsSL -b "$COOKIES" -A "vllm-ci-fetch-log" \
+    "https://buildkite.com/organizations/${ORG}/pipelines/${PIPELINE}/builds/${BUILD}/jobs/${JOB}/download" \
+    -o "$OUT"

-data = json.load(sys.stdin)
-if data.get("has_next_page"):
-    print("warning: job list is paginated; some jobs not shown", file=sys.stderr)
-for r in data["records"]:
-    if r.get("type") != "script":
-        continue
-    name = (r.get("name") or "").replace("\t", " ").replace("\n", " ")
-    slug = re.sub(r"[^a-z0-9]+", "-", name.lower()).strip("-")[:60]
-    print("\t".join([
-        r["id"],
-        r.get("step_uuid") or "",
-        str(r.get("passed") is False),
-        str(bool(r.get("soft_failed"))),
-        str(bool(r.get("finished_at"))),
-        slug,
-        name,
-    ]))
-' >"$JOBS_TSV" || die "Could not list jobs for build ${BUILD}"
+bash "$(dirname "$0")/ci-clean-log.sh" "$OUT"

-if [ -n "$SID" ] && [ -z "$JOB" ]; then
-    # The ?sid= in builds/<N>/list URLs is the *step* uuid, not the job uuid.
-    JOB=$(awk -F'\t' -v s="$SID" '$1 == s || $2 == s {print $1; exit}' "$JOBS_TSV")
-    [ -n "$JOB" ] || die "No job matching sid=${SID} in build ${BUILD}"
-fi
-
-fetch_job() { # <job_uuid> <output_file>
-    curl -fsSL -b "$COOKIES" -A "$UA" \
-        "https://buildkite.com/organizations/${ORG}/pipelines/${PIPELINE}/builds/${BUILD}/jobs/$1/download" \
-        -o "$2"
-    bash "$(dirname "$0")/ci-clean-log.sh" "$2"
-}
-
-if [ -n "$JOB" ]; then
-    # Single-job mode.
-    NAME=$(awk -F'\t' -v j="$JOB" '$1 == j {print $7; exit}' "$JOBS_TSV")
-    SLUG=$(awk -F'\t' -v j="$JOB" '$1 == j {print $6; exit}' "$JOBS_TSV")
-    [ -n "$OUT" ] || OUT="ci-${BUILD}-${SLUG:-${JOB:0:13}}.log"
-    if [ "$OUT" = "-" ]; then
-        TMP=$(mktemp)
-        fetch_job "$JOB" "$TMP"
-        cat "$TMP"
-        rm -f "$TMP"
-        exit 0
-    fi
-    if [ -e "$OUT" ] && [ -z "${CI_FETCH_LOG_FORCE:-}" ]; then
-        die "Refusing to overwrite existing ${OUT} (set CI_FETCH_LOG_FORCE=1 or pass an output path)."
-    fi
-    fetch_job "$JOB" "$OUT"
-    printf '%s\t%s\n' "$OUT" "${NAME:-$JOB}"
-    exit 0
-fi
-
-# Build-wide mode: fetch finished jobs matching $SCOPE.
-[ -z "$OUT" ] || die "[output_file] is only valid when fetching a single job."
-
-case "$SCOPE" in
-failed) FILTER='$3 == "True" && $4 == "False" && $5 == "True"' ;;
-soft) FILTER='$3 == "True" && $5 == "True"' ;;
-all) FILTER='$5 == "True"' ;;
-esac
-
-if [ "$SCOPE" = "failed" ]; then
-    SOFT=$(awk -F'\t' '$3 == "True" && $4 == "True"' "$JOBS_TSV" | wc -l)
-    [ "$SOFT" -eq 0 ] || echo "Skipping ${SOFT} soft-failed job(s); use --soft to include them." >&2
-fi
-
-FOUND=0
-EMITTED=" "
-while IFS=$'\t' read -r job_id _ _ _ _ slug name; do
-    FOUND=$((FOUND + 1))
-    out="ci-${BUILD}-${slug:-${job_id:0:13}}.log"
-    # Retries share a name with the original job; disambiguate by uuid.
-    case "$EMITTED" in
-    *" $out "*) out="ci-${BUILD}-${slug:-job}-${job_id:0:13}.log" ;;
-    esac
-    EMITTED="${EMITTED}${out} "
-    if [ -e "$out" ] && [ -z "${CI_FETCH_LOG_FORCE:-}" ]; then
-        echo "Keeping existing ${out} (set CI_FETCH_LOG_FORCE=1 to refetch)." >&2
-    elif ! fetch_job "$job_id" "$out"; then
-        echo "Failed to download log for job ${job_id} (${name})." >&2
-        continue
-    fi
-    printf '%s\t%s\n' "$out" "$name"
-done < <(awk -F'\t' "$FILTER" "$JOBS_TSV")
-
-if [ "$FOUND" -eq 0 ]; then
-    echo "No matching jobs in build ${BUILD} (scope: ${SCOPE})." >&2
-fi
+echo "$OUT"
@@ -45,10 +45,8 @@ $PYTHON .buildkite/scripts/generate-nightly-index.py --version "$SUBPATH" --curr
 echo "Uploading indices to $S3_COMMIT_PREFIX"
 aws s3 cp --recursive "$INDICES_OUTPUT_DIR/" "$S3_COMMIT_PREFIX"

-# copy to /nightly/ only when enabled for a main branch build that is not a PR
-if [[ "${UPDATE_NIGHTLY_INDEX:-1}" == "1" && \
-      "$BUILDKITE_BRANCH" == "main" && \
-      "$BUILDKITE_PULL_REQUEST" == "false" ]]; then
+# copy to /nightly/ only if it is on the main branch and not a PR
+if [[ "$BUILDKITE_BRANCH" == "main" && "$BUILDKITE_PULL_REQUEST" == "false" ]]; then
    echo "Uploading indices to overwrite /nightly/"
    aws s3 cp --recursive "$INDICES_OUTPUT_DIR/" "s3://$BUCKET/nightly/"
 fi
@@ -69,7 +67,7 @@ pure_version="${version%%+*}"
 echo "Pure version (without variant): $pure_version"

 # re-generate and copy to /<pure_version>/ only if it does not have "dev" in the version
-if [[ "${UPDATE_VERSION_INDEX:-1}" == "1" && "$version" != *"dev"* ]]; then
+if [[ "$version" != *"dev"* ]]; then
    echo "Re-generating indices for /$pure_version/"
    rm -rf "${INDICES_OUTPUT_DIR:?}"
    mkdir -p "$INDICES_OUTPUT_DIR"
@@ -1,7 +1,7 @@
 #!/bin/bash

-# This script runs ROCm tests either directly in a native CI pod or inside the
-# corresponding Docker container. Multi-node tests continue to use Docker.
+# This script runs tests inside the corresponding ROCm docker container.
+# It handles both single-node and multi-node test configurations.
 #
 # Multi-node detection: Instead of matching on fragile group names, we detect
 # multi-node jobs structurally by looking for the bracket command syntax
@@ -28,38 +28,8 @@
 ###############################################################################
 set -o pipefail

-: "${BUILDKIT_PROGRESS:=plain}"
-: "${TERM:=xterm-256color}"
-: "${FORCE_COLOR:=1}"
-: "${CLICOLOR_FORCE:=1}"
-: "${PY_COLORS:=1}"
-: "${ROCM_DOCKER_TTY:=1}"
-: "${PYTHONFAULTHANDLER:=1}"
-: "${PYTEST_TIMEOUT:=2400}"
-if [[ " ${PYTEST_ADDOPTS:-} " != *" --color"* ]]; then
-  PYTEST_ADDOPTS="${PYTEST_ADDOPTS:+${PYTEST_ADDOPTS} }--color=yes"
-fi
-if [[ " ${PYTEST_ADDOPTS:-} " != *" --durations="* ]]; then
-  PYTEST_ADDOPTS="${PYTEST_ADDOPTS:+${PYTEST_ADDOPTS} }--durations=25"
-fi
-if [[ " ${PYTEST_ADDOPTS:-} " != *" --durations-min="* ]]; then
-  PYTEST_ADDOPTS="${PYTEST_ADDOPTS:+${PYTEST_ADDOPTS} }--durations-min=1.0"
-fi
-# Dump stacks after 25 minutes, then stop an individual test after 40 minutes.
-if [[ " ${PYTEST_ADDOPTS:-} " != *" faulthandler_timeout="* ]]; then
-  PYTEST_ADDOPTS="${PYTEST_ADDOPTS:+${PYTEST_ADDOPTS} }-o faulthandler_timeout=1500"
-fi
-if [[ " ${PYTEST_ADDOPTS:-} " != *" --timeout-method="* &&
-  " ${PYTEST_ADDOPTS:-} " != *" --timeout-method "* ]]; then
-  PYTEST_ADDOPTS="${PYTEST_ADDOPTS:+${PYTEST_ADDOPTS} }--timeout-method=thread"
-fi
-export BUILDKIT_PROGRESS TERM FORCE_COLOR CLICOLOR_FORCE PY_COLORS PYTEST_ADDOPTS PYTEST_TIMEOUT ROCM_DOCKER_TTY
-export PYTHONFAULTHANDLER
-
-# Export Python path for commands that run directly on the host. Containerized
-# tests set this to /vllm-workspace below so spawned Python processes do not
-# depend on their current working directory.
-export PYTHONPATH="${PYTHONPATH:-..}"
+# Export Python path
+export PYTHONPATH=".."

 ###############################################################################
 # Helper Functions
@@ -70,28 +40,6 @@ report_docker_usage() {
  docker system df || true
 }

-clear_ci_orchestration_env() {
-  unset -v \
-    VLLM_TEST_GROUP_NAME \
-    VLLM_CI_REQUIRE_PERSISTENT_HF_CACHE \
-    VLLM_CI_ARTIFACT_STEP \
-    VLLM_TEST_CACHE \
-    VLLM_CI_EXECUTION_MODE \
-    VLLM_CI_WORKSPACE \
-    VLLM_CI_REQUIRE_WORKSPACE_MOUNT \
-    VLLM_TEST_COMMANDS \
-    VLLM_CI_BRANCH \
-    VLLM_CI_BASE_IMAGE \
-    VLLM_CI_FALLBACK_IMAGE \
-    VLLM_CI_DOCKER_DISABLED \
-    VLLM_CI_ARTIFACT_GLOB \
-    VLLM_CI_ARTIFACT_CHECKSUM_GLOB \
-    VLLM_CI_EXPECTED_GPU_COUNT \
-    VLLM_CI_USE_ARTIFACTS \
-    VLLM_CI_RESULTS_ROOT \
-    VLLM_ALLOW_DEPRECATED_BEAM_SEARCH
-}
-
 cleanup_network() {
  local max_nodes=${NUM_NODES:-2}
  for node in $(seq 0 $((max_nodes - 1))); do
@@ -104,383 +52,6 @@ cleanup_network() {
  fi
 }

-prepare_artifact_image() {
-  if [[ "${VLLM_CI_USE_ARTIFACTS:-0}" != "1" ]]; then
-    return 1
-  fi
-  if ! command -v buildkite-agent >/dev/null 2>&1; then
-    echo "buildkite-agent not found; cannot download ROCm wheel artifact"
-    return 1
-  fi
-
-  local artifact_glob="${VLLM_CI_ARTIFACT_GLOB:-artifacts/vllm-rocm-install/vllm-rocm-install.tar.gz}"
-  local archive=""
-  local metadata_file=""
-  local base_image="${VLLM_CI_BASE_IMAGE:-rocm/vllm-dev:ci_base}"
-  local artifact_image=""
-  local artifact_key=""
-  local base_digest=""
-  local wheel_dir=""
-  local context_dir=""
-  local workspace_dir=""
-
-  artifact_work_dir=$(mktemp -d -t vllm-rocm-artifact.XXXXXX)
-  wheel_dir="${artifact_work_dir}/wheels"
-  context_dir="${artifact_work_dir}/context"
-  workspace_dir="${context_dir}/workspace"
-  mkdir -p "${wheel_dir}" "${context_dir}/wheels" "${workspace_dir}"
-
-  echo "--- Downloading ROCm wheel artifact"
-  if ! buildkite-agent artifact download "${artifact_glob}" "${artifact_work_dir}"; then
-    echo "Failed to download ${artifact_glob}"
-    return 1
-  fi
-  buildkite-agent artifact download \
-    "artifacts/vllm-rocm-install/ci-base-image.txt" \
-    "${artifact_work_dir}" >/dev/null 2>&1 || true
-
-  archive=$(find "${artifact_work_dir}" -name "vllm-rocm-install.tar.gz" -type f | head -1)
-  if [[ -z "${archive}" || ! -f "${archive}" ]]; then
-    echo "ROCm wheel artifact archive was not found"
-    return 1
-  fi
-
-  metadata_file=$(find "${artifact_work_dir}" -name "ci-base-image.txt" -type f | head -1)
-  if [[ -n "${metadata_file}" && -s "${metadata_file}" ]]; then
-    base_image=$(tr -d '[:space:]' < "${metadata_file}")
-  fi
-
-  echo "--- Preparing local ROCm test image"
-  echo "Base image: ${base_image}"
-  docker pull "${base_image}" || return 1
-  base_digest=$(
-    docker image inspect \
-      --format='{{if .RepoDigests}}{{index .RepoDigests 0}}{{else}}{{.Id}}{{end}}' \
-      "${base_image}" 2>/dev/null || printf '%s' "${base_image}"
-  )
-
-  artifact_key=$(
-    {
-      printf 'base-image:%s\n' "${base_digest}"
-      sha256sum "${archive}"
-    } | sha256sum | cut -c1-24
-  )
-  artifact_image="rocm/vllm-ci-artifact:${artifact_key}"
-
-  if docker image inspect "${artifact_image}" >/dev/null 2>&1; then
-    echo "Using existing local ROCm artifact image: ${artifact_image}"
-    image_name="${artifact_image}"
-    return 0
-  fi
-
-  tar -xzf "${archive}" -C "${wheel_dir}" || return 1
-  if ! ls "${wheel_dir}"/*.whl >/dev/null 2>&1; then
-    echo "ROCm wheel artifact did not contain a wheel"
-    return 1
-  fi
-  if [[ ! -d "${wheel_dir}/tests" ]]; then
-    echo "ROCm wheel artifact did not contain the test workspace"
-    return 1
-  fi
-
-  cp "${wheel_dir}"/*.whl "${context_dir}/wheels/" || return 1
-  tar -C "${wheel_dir}" \
-    --exclude='*.whl' \
-    --exclude='.vllm-ci-artifact' \
-    --exclude='./.vllm-ci-artifact' \
-    -cf - . \
-    | tar -C "${workspace_dir}" -xf - || return 1
-  cat > "${context_dir}/Dockerfile" <<'EOF'
-ARG BASE_IMAGE
-FROM ${BASE_IMAGE}
-COPY wheels/ /tmp/vllm-wheels/
-COPY workspace/ /vllm-workspace/
-RUN python3 -m pip install --no-deps --force-reinstall /tmp/vllm-wheels/*.whl \
-    && rm -rf /tmp/vllm-wheels
-WORKDIR /vllm-workspace
-EOF
-
-  echo "--- Building local ROCm test image"
-  docker build \
-    --pull=false \
-    --progress "${BUILDKIT_PROGRESS}" \
-    --build-arg "BASE_IMAGE=${base_image}" \
-    -t "${artifact_image}" \
-    "${context_dir}" || return 1
-  image_name="${artifact_image}"
-  return 0
-}
-
-is_native_runtime() {
-  [[ "${AMD_CI_RUNTIME:-}" == "native" || "${NATIVE_CI:-}" == "true" ]]
-}
-
-validate_native_workspace() {
-  local workspace_dir="${VLLM_CI_WORKSPACE:-/vllm-workspace}"
-  local workspace_real=""
-  local checkout_real=""
-  local workspace_mount=""
-
-  mkdir -p "${workspace_dir}" || return 1
-  workspace_real=$(readlink -m "${workspace_dir}") || return 1
-  if [[ -n "${BUILDKITE_BUILD_CHECKOUT_PATH:-}" ]]; then
-    checkout_real=$(readlink -m "${BUILDKITE_BUILD_CHECKOUT_PATH}") || return 1
-    if [[ "${checkout_real}" == "${workspace_real}" \
-      || "${checkout_real}" == "${workspace_real}/"* \
-      || "${workspace_real}" == "${checkout_real}/"* ]]; then
-      echo "Refusing to replace ${workspace_real}; it overlaps the Buildkite checkout ${checkout_real}" >&2
-      return 1
-    fi
-  fi
-  if [[ "${VLLM_CI_REQUIRE_WORKSPACE_MOUNT:-1}" == "1" ]]; then
-    if ! command -v findmnt >/dev/null 2>&1; then
-      echo "findmnt is required to verify the native workspace mount" >&2
-      return 1
-    fi
-    workspace_mount=$(findmnt -n -T "${workspace_real}" -o TARGET 2>/dev/null || true)
-    if [[ "$(readlink -m "${workspace_mount:-/}")" != "${workspace_real}" ]]; then
-      echo "Native CI requires a dedicated volume mounted at ${workspace_real}" >&2
-      return 1
-    fi
-  fi
-}
-
-prepare_native_workspace() {
-  if [[ "${VLLM_CI_USE_ARTIFACTS:-0}" != "1" ]]; then
-    echo "Native CI requires VLLM_CI_USE_ARTIFACTS=1"
-    return 1
-  fi
-  if ! command -v buildkite-agent >/dev/null 2>&1; then
-    echo "buildkite-agent not found; cannot download ROCm wheel artifact"
-    return 1
-  fi
-  validate_native_workspace || return 1
-
-  local artifact_glob="${VLLM_CI_ARTIFACT_GLOB:-artifacts/vllm-rocm-install/vllm-rocm-install.tar.gz}"
-  local artifact_checksum_glob="${VLLM_CI_ARTIFACT_CHECKSUM_GLOB:-${artifact_glob}.sha256}"
-  local artifact_step="${VLLM_CI_ARTIFACT_STEP:-image-build-amd}"
-  local archive=""
-  local checksum=""
-  local download_dir=""
-  local metadata_dir=""
-  local recorded_base=""
-  local recorded_commit=""
-  local recorded_wheel=""
-  local workspace_dir="${VLLM_CI_WORKSPACE:-/vllm-workspace}"
-  local wheel_dir=""
-  local attempt=0
-  local attempt_dir=""
-  local -a archives=()
-  local -a checksums=()
-  local -a wheels=()
-
-  artifact_work_dir=$(mktemp -d -t vllm-rocm-artifact.XXXXXX) || return 1
-  wheel_dir="${artifact_work_dir}/wheels"
-  mkdir -p "${wheel_dir}" || return 1
-
-  echo "--- Downloading ROCm wheel artifact from ${artifact_step} (native in-pod)"
-  for attempt in 1 2 3; do
-    attempt_dir="${artifact_work_dir}/download-${attempt}"
-    rm -rf "${attempt_dir}" || return 1
-    mkdir -p "${attempt_dir}" || return 1
-    if buildkite-agent artifact download \
-      "${artifact_glob}" "${attempt_dir}" --step "${artifact_step}" \
-      && buildkite-agent artifact download \
-        "${artifact_checksum_glob}" "${attempt_dir}" --step "${artifact_step}"; then
-      download_dir="${attempt_dir}"
-      break
-    fi
-    echo "Artifact download attempt ${attempt}/3 failed"
-    if [[ "${attempt}" -lt 3 ]]; then
-      sleep $((attempt * 2))
-    fi
-  done
-  if [[ -z "${download_dir}" ]]; then
-    echo "Failed to download ${artifact_glob} and ${artifact_checksum_glob} from ${artifact_step}"
-    return 1
-  fi
-
-  mapfile -t archives < <(
-    find "${download_dir}" -name "vllm-rocm-install.tar.gz" -type f -print
-  )
-  mapfile -t checksums < <(
-    find "${download_dir}" -name "vllm-rocm-install.tar.gz.sha256" -type f -print
-  )
-  if [[ ${#archives[@]} -ne 1 || ${#checksums[@]} -ne 1 ]]; then
-    echo "Expected exactly one ROCm archive and checksum; found ${#archives[@]} archive(s) and ${#checksums[@]} checksum(s)" >&2
-    return 1
-  fi
-  archive="${archives[0]}"
-  checksum="${checksums[0]}"
-  if [[ "$(dirname "${archive}")" != "$(dirname "${checksum}")" ]]; then
-    echo "ROCm archive and checksum were downloaded to different directories" >&2
-    return 1
-  fi
-  (
-    cd "$(dirname "${archive}")"
-    sha256sum -c "$(basename "${checksum}")"
-  ) || return 1
-
-  tar --no-same-owner -xzf "${archive}" -C "${wheel_dir}" || return 1
-  mapfile -t wheels < <(
-    find "${wheel_dir}" -maxdepth 1 -type f -name '*.whl' -print
-  )
-  if [[ ${#wheels[@]} -ne 1 ]]; then
-    echo "ROCm artifact must contain exactly one top-level wheel; found ${#wheels[@]}" >&2
-    return 1
-  fi
-  metadata_dir="${wheel_dir}/.vllm-ci-artifact"
-  for metadata_file in commit.txt native-base-image.txt wheel-filename.txt; do
-    if [[ ! -s "${metadata_dir}/${metadata_file}" ]]; then
-      echo "ROCm artifact metadata is missing ${metadata_file}" >&2
-      return 1
-    fi
-  done
-  for metadata_file in ci-base-image.txt fallback-image.txt; do
-    if [[ ! -f "${metadata_dir}/${metadata_file}" ]]; then
-      echo "ROCm artifact metadata is missing ${metadata_file}" >&2
-      return 1
-    fi
-  done
-
-  recorded_commit=$(tr -d '\r\n' < "${metadata_dir}/commit.txt")
-  recorded_base=$(tr -d '\r\n' < "${metadata_dir}/native-base-image.txt")
-  recorded_wheel=$(tr -d '\r\n' < "${metadata_dir}/wheel-filename.txt")
-  if [[ -z "${BUILDKITE_COMMIT:-}" || "${recorded_commit}" != "${BUILDKITE_COMMIT}" ]]; then
-    echo "ROCm artifact commit ${recorded_commit} does not match ${BUILDKITE_COMMIT:-unset}" >&2
-    return 1
-  fi
-  if [[ -z "${VLLM_CI_BASE_IMAGE:-}" || "${recorded_base}" != "${VLLM_CI_BASE_IMAGE}" ]]; then
-    echo "ROCm artifact base ${recorded_base} does not match ${VLLM_CI_BASE_IMAGE:-unset}" >&2
-    return 1
-  fi
-  if [[ "${recorded_wheel}" != "$(basename "${wheels[0]}")" ]]; then
-    echo "ROCm artifact wheel manifest ${recorded_wheel} does not match $(basename "${wheels[0]}")" >&2
-    return 1
-  fi
-  for required_dir in tests .buildkite requirements; do
-    if [[ ! -d "${wheel_dir}/${required_dir}" ]]; then
-      echo "ROCm wheel artifact did not contain ${required_dir}/" >&2
-      return 1
-    fi
-  done
-
-  echo "--- Installing ROCm wheel into pod environment"
-  python3 -m pip install --no-deps --force-reinstall "${wheels[0]}" || return 1
-
-  echo "--- Preparing ${workspace_dir} from artifact"
-  find "${workspace_dir}" -mindepth 1 -maxdepth 1 -exec rm -rf -- {} + || return 1
-  tar -C "${wheel_dir}" \
-    --exclude='*.whl' \
-    --exclude='.vllm-ci-artifact' \
-    --exclude='./.vllm-ci-artifact' \
-    -cf - . | tar --no-same-owner -C "${workspace_dir}" -xf - || return 1
-  if [[ ! -d "${workspace_dir}/tests" ]]; then
-    echo "Failed to stage the native test workspace" >&2
-    return 1
-  fi
-
-  return 0
-}
-
-initialize_native_environment() {
-  local job_id="${BUILDKITE_JOB_ID:-${BUILDKITE_PARALLEL_JOB:-local}}"
-  local job_id_suffix=""
-  local native_root=""
-  local hf_fstype=""
-  local hf_mount=""
-
-  if [[ "$(id -u)" -ne 0 ]]; then
-    echo "Native ROCm CI currently requires the ci_base container to run as root" >&2
-    return 1
-  fi
-
-  job_id="${job_id//[^A-Za-z0-9_.-]/_}"
-  job_id_suffix="${job_id##*-}"
-  job_id_suffix="${job_id_suffix:0:12}"
-  native_root="/tmp/vllm-native-${job_id}"
-  TMPDIR="/tmp/vllm-${job_id_suffix}/tmp"
-  VLLM_RPC_BASE_PATH="/tmp"
-  TORCHINDUCTOR_CACHE_DIR="${native_root}/cache/torchinductor"
-  TRITON_CACHE_DIR="${native_root}/cache/triton"
-  VLLM_CACHE_ROOT="${native_root}/cache/vllm"
-  XDG_CACHE_HOME="${native_root}/cache/xdg"
-  : "${HF_HOME:=/home/buildkite-agent/huggingface}"
-  # datasets uses POSIX locks that are unsupported by the shared HF NFS cache.
-  # Keep processed datasets job-local while retaining the persistent Hub cache.
-  HF_DATASETS_CACHE="${native_root}/cache/huggingface/datasets"
-  : "${HF_HUB_DOWNLOAD_TIMEOUT:=300}"
-  : "${HF_HUB_ETAG_TIMEOUT:=60}"
-  export TMPDIR VLLM_RPC_BASE_PATH
-  export TORCHINDUCTOR_CACHE_DIR TRITON_CACHE_DIR VLLM_CACHE_ROOT XDG_CACHE_HOME
-  export HF_HOME HF_DATASETS_CACHE HF_HUB_DOWNLOAD_TIMEOUT HF_HUB_ETAG_TIMEOUT
-  export PYTORCH_ROCM_ARCH=""
-
-  mkdir -p "${TMPDIR}" \
-    "${TORCHINDUCTOR_CACHE_DIR}" \
-    "${TRITON_CACHE_DIR}" \
-    "${VLLM_CACHE_ROOT}" \
-    "${XDG_CACHE_HOME}" \
-    "${HF_HOME}" \
-    "${HF_DATASETS_CACHE}" || return 1
-
-  echo "Native compile caches: VLLM_CACHE_ROOT=${VLLM_CACHE_ROOT} TORCHINDUCTOR_CACHE_DIR=${TORCHINDUCTOR_CACHE_DIR}"
-
-  if [[ "${VLLM_CI_REQUIRE_PERSISTENT_HF_CACHE:-0}" == "1" ]]; then
-    if ! command -v findmnt >/dev/null 2>&1; then
-      echo "findmnt is required to verify the native Hugging Face cache mount" >&2
-      return 1
-    fi
-    hf_mount=$(findmnt -n -T "${HF_HOME}" -o TARGET 2>/dev/null || true)
-    if [[ -z "${hf_mount}" || "${hf_mount}" == "/" ]]; then
-      echo "Native CI requires a persistent volume mounted at or above ${HF_HOME}" >&2
-      return 1
-    fi
-  fi
-
-  if command -v findmnt >/dev/null 2>&1; then
-    hf_fstype=$(findmnt -n -T "${HF_HOME}" -o FSTYPE 2>/dev/null || true)
-  fi
-  if [[ "${hf_fstype}" == nfs || "${hf_fstype}" == nfs4 ]]; then
-    # Keep hf-xet state local and avoid vectored writes on shared NFS.
-    export HF_XET_CACHE="${native_root}/cache/hf-xet"
-    export HF_XET_HIGH_PERFORMANCE=0
-    export HF_XET_RECONSTRUCTION_USE_VECTORED_WRITE=0
-    mkdir -p "${HF_XET_CACHE}" || return 1
-    echo "Configured hf-xet for shared ${hf_fstype} cache at ${HF_HOME}"
-  fi
-}
-
-run_native_preflight() {
-  local expected_gpus="${VLLM_CI_EXPECTED_GPU_COUNT:-1}"
-
-  if [[ ! "${expected_gpus}" =~ ^[0-9]+$ ]]; then
-    echo "Invalid VLLM_CI_EXPECTED_GPU_COUNT=${expected_gpus}" >&2
-    return 1
-  fi
-
-  python3 -c "import encodings, importlib.metadata as im, importlib.util as iu; [im.version(d) for d in ('transformers', 'torch', 'ray', 'sympy', 'markupsafe', 'vllm')]; missing=[m for m in ('torch.utils.model_zoo', 'transformers.models.nomic_bert', 'ray.dag', 'sympy.physics', 'markupsafe._speedups') if iu.find_spec(m) is None]; assert not missing, missing" || return 1
-
-  if [[ "${expected_gpus}" == "0" ]]; then
-    echo "Native CPU-only AMD job: skipping ROCm device validation"
-    return 0
-  fi
-
-  echo "--- ROCm info"
-  rocminfo || return 1
-  VLLM_CI_EXPECTED_GPU_COUNT="${expected_gpus}" python3 - <<'PY'
-import os
-
-import torch
-
-expected = int(os.environ["VLLM_CI_EXPECTED_GPU_COUNT"])
-assert torch.version.hip, "PyTorch is not a ROCm build"
-assert torch.cuda.is_available(), "ROCm GPU is not available to PyTorch"
-actual = torch.cuda.device_count()
-assert actual == expected, f"Expected {expected} ROCm GPU(s), found {actual}"
-PY
-}
-
 is_multi_node() {
  local cmds="$1"
  # Primary signal: NUM_NODES environment variable set by the pipeline
@@ -663,58 +234,7 @@ re_quote_pytest_markers() {
 # Main
 ###############################################################################

-if is_native_runtime; then
-  echo "--- Native in-pod ROCm CI (AMD_CI_RUNTIME=${AMD_CI_RUNTIME:-unset}, NATIVE_CI=${NATIVE_CI:-unset})"
-  artifact_work_dir=""
-
-  cleanup_native_workspace() {
-    if [[ -n "${artifact_work_dir}" ]]; then
-      rm -rf "${artifact_work_dir}"
-    fi
-  }
-  trap cleanup_native_workspace EXIT
-
-  if [[ -n "${VLLM_TEST_COMMANDS:-}" ]]; then
-    commands="${VLLM_TEST_COMMANDS}"
-    commands_source="env"
-  else
-    commands="$*"
-    commands_source="argv"
-    if [[ -z "$commands" ]]; then
-      echo "Error: No test commands provided for native CI." >&2
-      exit 1
-    fi
-  fi
-
-  if [[ "$commands_source" == "argv" ]]; then
-    commands=$(re_quote_pytest_markers "$commands")
-  fi
-
-  if is_multi_node "$commands"; then
-    echo "Native CI does not support multi-node jobs yet."
-    exit 1
-  fi
-
-  if ! initialize_native_environment; then
-    echo "Failed to initialize the native test environment"
-    exit 1
-  fi
-  if ! prepare_native_workspace; then
-    echo "Failed to prepare native test workspace"
-    exit 1
-  fi
-
-  export PYTHONPATH="${VLLM_CI_WORKSPACE:-/vllm-workspace}"
-
-  echo "Native test commands: $commands"
-  run_native_preflight || exit 1
-  # Keep AMD CI orchestration variables out of vLLM's runtime environment.
-  clear_ci_orchestration_env
-  /bin/bash -o pipefail -c "${commands}"
-  handle_pytest_exit "$?"
-fi
-
-# --- GPU initialization for legacy Docker execution ---
+# --- GPU initialization ---
 echo "--- ROCm info"
 rocminfo

@@ -723,44 +243,22 @@ report_docker_usage

 # --- Pull test image ---
 echo "--- Pulling container"
-image_name="${VLLM_CI_FALLBACK_IMAGE:-rocm/vllm-ci:${BUILDKITE_COMMIT:-local}}"
-artifact_work_dir=""
+image_name="rocm/vllm-ci:${BUILDKITE_COMMIT}"
 container_name="rocm_${BUILDKITE_COMMIT}_$(tr -dc A-Za-z0-9 < /dev/urandom | head -c 10; echo)"
+docker pull "${image_name}"

 remove_docker_container() {
-  if docker container inspect "${container_name}" >/dev/null 2>&1; then
-    docker rm -f "${container_name}" || true
-  fi
-  if [[ "${VLLM_CI_REMOVE_TEST_IMAGE:-0}" == "1" ]]; then
-    docker image rm -f "${image_name}" || true
-  else
-    # Keep images by default so later jobs on the same AMD node can reuse layers.
-    echo "Keeping ROCm test image locally: ${image_name}"
-  fi
-  if [[ -n "${artifact_work_dir}" ]]; then
-    rm -rf "${artifact_work_dir}"
-  fi
+  # docker run uses --rm, so the container is normally already gone when the
+  # EXIT trap runs. Cleanup is best-effort and must not affect the test result.
+  docker rm -f "${container_name}" >/dev/null 2>&1 || true
 }
-trap remove_docker_container EXIT

-# python_only_compile.sh runs `python setup.py develop` and needs the full repo tree
-# under /vllm-workspace (Dockerfile.rocm test stage: mkdir src && mv vllm).
-# The ROCm wheel artifact tarball only ships a thin tree (tests, etc.), so
-# artifact images cannot satisfy that test — use the full rocm/vllm-ci image.
-_cmd_probe="${VLLM_TEST_COMMANDS:-}"
-if [[ -z "${_cmd_probe}" ]]; then
-  _cmd_probe="$*"
-fi
-if [[ "${VLLM_CI_USE_ARTIFACTS:-0}" == "1" && "${_cmd_probe}" == *python_only_compile.sh* ]]; then
-  echo "INFO: disabling VLLM_CI_USE_ARTIFACTS for python_only_compile (requires full /vllm-workspace tree)"
-  export VLLM_CI_USE_ARTIFACTS=0
-fi
-unset -v _cmd_probe
-
-if ! prepare_artifact_image; then
-  echo "Using full ROCm CI image: ${image_name}"
-  docker pull "${image_name}" || exit 1
-fi
+on_exit() {
+  local exit_code=$?
+  remove_docker_container
+  exit "$exit_code"
+}
+trap on_exit EXIT

 # --- Prepare commands ---
 echo "--- Running container"
@@ -769,14 +267,6 @@ HF_CACHE="$(realpath ~)/huggingface"
 mkdir -p "${HF_CACHE}"
 HF_MOUNT="/root/.cache/huggingface"

-# Hugging Face Hub defaults to 10s request/download timeouts, while the ROCm
-# CI image currently raises downloads to 60s. AMD model-test jobs routinely
-# start from a cold or partially-populated shared cache, and the 60s read cap
-# has still timed out before pytest reached the vLLM behavior under test.
-# Keep the CI default explicit and overridable from the Buildkite environment.
-: "${HF_HUB_DOWNLOAD_TIMEOUT:=300}"
-: "${HF_HUB_ETAG_TIMEOUT:=60}"
-
 # ---- Command source selection ----
 # Prefer VLLM_TEST_COMMANDS (preserves all inner quoting intact).
 # Fall back to $* for backward compatibility, but warn that inner
@@ -816,36 +306,7 @@ fi

 echo "Final commands: $commands"

-standalone_merge_base_env=()
-if [[ "$commands" == *python_only_compile.sh* ]]; then
-  # The ROCm test image often ships /vllm-workspace without .git. Resolve the
-  # wheels.vllm.ai commit from the agent checkout for this test only.
-  vllm_standalone_merge_base=""
-  checkout="${BUILDKITE_BUILD_CHECKOUT_PATH:-}"
-  if [[ -z "${checkout}" || ! -d "${checkout}" ]]; then
-    checkout="."
-  fi
-  # Pass safe.directory per-command because Buildkite uses mixed user IDs.
-  if git -c "safe.directory=${checkout}" -C "${checkout}" rev-parse --is-inside-work-tree >/dev/null 2>&1; then
-    vllm_standalone_merge_base="$(
-      git -c "safe.directory=${checkout}" -C "${checkout}" merge-base HEAD origin/main 2>/dev/null || true
-    )"
-  fi
-  if [[ -z "${vllm_standalone_merge_base}" ]]; then
-    vllm_standalone_merge_base="${BUILDKITE_COMMIT:-}"
-  fi
-  echo "INFO: passing CI_STANDALONE_MERGE_BASE into container: ${vllm_standalone_merge_base}"
-  standalone_merge_base_env=(-e "CI_STANDALONE_MERGE_BASE=${vllm_standalone_merge_base}")
-fi
-
-MYPYTHONPATH="/vllm-workspace"
-
-container_job_id="${BUILDKITE_JOB_ID:-${BUILDKITE_PARALLEL_JOB:-0}}"
-container_job_id="${container_job_id//[^A-Za-z0-9_.-]/_}"
-container_job_id_short="${container_job_id:0:8}"
-CONTAINER_TMPDIR="/tmp/vllm-${container_job_id_short}"
-CONTAINER_CACHE_ROOT="/tmp/vllm-buildkite-${container_job_id}/cache"
-CONTAINER_PREFLIGHT="mkdir -p \"\$TMPDIR\" \"\$TORCHINDUCTOR_CACHE_DIR\" \"\$TRITON_CACHE_DIR\" \"\$VLLM_CACHE_ROOT\" \"\$XDG_CACHE_HOME\" && python -c \"import encodings, importlib.metadata as im, importlib.util as iu; [im.version(d) for d in ('transformers', 'torch', 'ray', 'sympy', 'markupsafe', 'vllm')]; missing=[m for m in ('torch.utils.model_zoo', 'transformers.models.nomic_bert', 'ray.dag', 'sympy.physics', 'markupsafe._speedups') if iu.find_spec(m) is None]; assert not missing, missing\""
+MYPYTHONPATH=".."

 # Verify GPU access
 render_gid=$(getent group render | cut -d: -f3)
@@ -867,7 +328,6 @@ else
 fi

 # --- Route: multi-node vs single-node ---
-clear_ci_orchestration_env
 if is_multi_node "$commands"; then
  echo "--- Multi-node job detected"
  export DCKR_VER=$(docker --version | sed 's/Docker version \(.*\), build .*/\1/')
@@ -914,64 +374,26 @@ if is_multi_node "$commands"; then
 else
  echo "--- Single-node job"
  echo "Render devices: $BUILDKITE_AGENT_META_DATA_RENDER_DEVICES"
-  docker_run_terminal_args=(-i)
-  if [[ "${ROCM_DOCKER_TTY}" == "1" ]]; then
-    docker_run_terminal_args+=(-t)
-    echo "Docker interactive stdin: enabled; TTY allocation: enabled"
-  else
-    echo "Docker interactive stdin: enabled; TTY allocation: disabled"
-  fi
-
-  ulimit_core_hard=$(ulimit -H -c)
-  if [[ "$ulimit_core_hard" == "unlimited" ]]; then
-    # docker run can't pass "unlimited" to --ulimit
-    ulimit_core_hard="-1"
-  fi
-   # Disable core dumps in the ROCm test container unless the ROCm debug agent is enabled
-  coredump_flags="--ulimit core=0:$ulimit_core_hard"
-  if [[ "$commands" == *"ROCm debug agent enabled"* ]]; then
-    # Works around https://github.com/rocm/rocm-systems/issues/6206
-    coredump_flags='-e HSA_COREDUMP_PATTERN="/tmp/gpucore.%p"'
-  else
-    echo "ROCm debug agent not enabled, coredumps are disabled in the test container."
-  fi

  docker run \
-    "${docker_run_terminal_args[@]}" \
    --device /dev/kfd $BUILDKITE_AGENT_META_DATA_RENDER_DEVICES \
    $RDMA_FLAGS \
    --network=host \
    --shm-size=16gb \
    --group-add "$render_gid" \
    --rm \
-    $coredump_flags \
    -e HF_TOKEN \
-    -e "HF_HUB_DOWNLOAD_TIMEOUT=${HF_HUB_DOWNLOAD_TIMEOUT}" \
-    -e "HF_HUB_ETAG_TIMEOUT=${HF_HUB_ETAG_TIMEOUT}" \
    -e AWS_ACCESS_KEY_ID \
    -e AWS_SECRET_ACCESS_KEY \
    -e BUILDKITE_PARALLEL_JOB \
    -e BUILDKITE_PARALLEL_JOB_COUNT \
-    -e TERM \
-    -e FORCE_COLOR \
-    -e CLICOLOR_FORCE \
-    -e PY_COLORS \
-    -e PYTHONFAULTHANDLER \
-    -e PYTEST_ADDOPTS \
-    -e PYTEST_TIMEOUT \
    -v "${HF_CACHE}:${HF_MOUNT}" \
    -e "HF_HOME=${HF_MOUNT}" \
    -e "PYTHONPATH=${MYPYTHONPATH}" \
-    -e "TMPDIR=${CONTAINER_TMPDIR}/tmp" \
-    -e "TORCHINDUCTOR_CACHE_DIR=${CONTAINER_CACHE_ROOT}/torchinductor" \
-    -e "TRITON_CACHE_DIR=${CONTAINER_CACHE_ROOT}/triton" \
-    -e "VLLM_CACHE_ROOT=${CONTAINER_CACHE_ROOT}/vllm" \
-    -e "XDG_CACHE_HOME=${CONTAINER_CACHE_ROOT}/xdg" \
    -e "PYTORCH_ROCM_ARCH=" \
-    "${standalone_merge_base_env[@]}" \
    --name "${container_name}" \
    "${image_name}" \
-    /bin/bash -c "${CONTAINER_PREFLIGHT} && ${commands}"
+    /bin/bash -c "${commands}"

  exit_code=$?
  handle_pytest_exit "$exit_code"
@@ -1,11 +1,10 @@
 #!/bin/bash
 set -euox pipefail

-export VLLM_CPU_KVCACHE_SPACE=1
+export VLLM_CPU_KVCACHE_SPACE=1 
 export VLLM_CPU_CI_ENV=1
-# Skip torch.compile via vLLM's --enforce-eager flag (passed below) instead of
-# TORCH_COMPILE_DISABLE=1, which torch 2.12 no longer treats as a silent no-op
-# when callers specify fullgraph=True.
+# Reduce sub-processes for acceleration
+export TORCH_COMPILE_DISABLE=1 
 export VLLM_ENABLE_V1_MULTIPROCESSING=0

 SDE_ARCHIVE="sde-external-10.7.0-2026-02-18-lin.tar.xz"
@@ -50,15 +49,15 @@ wait_for_pid_and_check_log() {
 }

 # Test Sky Lake (AVX512F)
-./sde/sde64 -skl -- python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --dtype bfloat16 --enforce-eager > test_0.log 2>&1 &
+./sde/sde64 -skl -- python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --dtype bfloat16 > test_0.log 2>&1 &
 PID_TEST_0=$!

 # Test Cascade Lake (AVX512F + VNNI)
-./sde/sde64 -clx -- python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --dtype bfloat16 --enforce-eager > test_1.log 2>&1 &
+./sde/sde64 -clx -- python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --dtype bfloat16 > test_1.log 2>&1 &
 PID_TEST_1=$!

 # Test Cooper Lake (AVX512F + VNNI + BF16)
-./sde/sde64 -cpx -- python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --dtype bfloat16 --enforce-eager > test_2.log 2>&1 &
+./sde/sde64 -cpx -- python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --dtype bfloat16 > test_2.log 2>&1 &
 PID_TEST_2=$!

 wait_for_pid_and_check_log $PID_TEST_0 test_0.log
@@ -8,7 +8,7 @@ set -ex
 CORE_RANGE=${CORE_RANGE:-0-31}
 OMP_CORE_RANGE=${OMP_CORE_RANGE:-0-31}

-export CMAKE_BUILD_PARALLEL_LEVEL=32
+export CMAKE_BUILD_PARALLEL_LEVEL=16

 # Setup cleanup
 remove_docker_container() {
@@ -37,12 +37,7 @@ function cpu_tests() {
    pytest -x -v -s tests/kernels/test_onednn.py
    pytest -x -v -s tests/kernels/attention/test_cpu_attn.py
    pytest -x -v -s tests/kernels/core/test_cpu_activation.py
-    pytest -x -v -s tests/kernels/moe/test_cpu_fused_moe.py
-    pytest -x -v -s tests/kernels/mamba/cpu/test_cpu_gdn_ops.py
-    pytest -x -v -s tests/kernels/moe/test_cpu_int4_moe.py
-    pytest -x -v -s tests/kernels/mamba/test_cpu_short_conv.py
-    pytest -x -v -s tests/kernels/mamba/test_causal_conv1d.py
-    pytest -x -v -s tests/kernels/mamba/test_mamba_ssm.py"
+    pytest -x -v -s tests/kernels/moe/test_moe.py -k test_cpu_fused_moe_basic"

  # skip tests requiring model downloads if HF_TOKEN is not set
  # due to rate-limits
@@ -66,6 +61,7 @@ function cpu_tests() {
    set -e
    pytest -x -v -s tests/quantization/test_compressed_tensors.py::test_compressed_tensors_w8a8_logprobs"

+
  # basic online serving
  docker exec cpu-test bash -c '
    set -e
@@ -99,4 +95,3 @@ function cpu_tests() {
 # All of CPU tests are expected to be finished less than 40 mins.
 export -f cpu_tests
 timeout 2h bash -c cpu_tests
-
@@ -7,49 +7,10 @@ set -euox pipefail
 # allow to bind to different cores
 CORE_RANGE=${CORE_RANGE:-48-95}
 NUMA_NODE=${NUMA_NODE:-1}
-AGENT_SLOT=${AGENT_SLOT:-}
-IMAGE_NAME="cpu-test-${NUMA_NODE}${AGENT_SLOT:+-${AGENT_SLOT}}"
+IMAGE_NAME="cpu-test-$NUMA_NODE"
 TIMEOUT_VAL=$1
 TEST_COMMAND=$2

-# Disk hygiene knobs. Reclaim space only once the Docker root filesystem crosses
-# DISK_USAGE_THRESHOLD percent, and cap the shared BuildKit cache at
-# BUILDKIT_CACHE_MAX so subsequent builds keep reusing the hottest layers.
-DISK_USAGE_THRESHOLD=${DISK_USAGE_THRESHOLD:-70}
-BUILDKIT_CACHE_MAX=${BUILDKIT_CACHE_MAX:-80GB}
-
-# Reclaim disk only when the host is under pressure. We trim (not purge) the
-# shared BuildKit cache so cross-job/cross-agent reuse stays intact, and only
-# touch dangling images; other agents' uniquely tagged images are left alone.
-prune_if_disk_pressure() {
-    local docker_root disk_usage
-    docker_root=$(docker info -f '{{.DockerRootDir}}' 2>/dev/null || true)
-    if [ -z "$docker_root" ]; then
-        return 0
-    fi
-    disk_usage=$(df "$docker_root" 2>/dev/null | tail -1 | awk '{print $5}' | tr -d '%')
-    if [ "${disk_usage:-0}" -gt "$DISK_USAGE_THRESHOLD" ]; then
-        echo "--- :broom: Disk usage ${disk_usage}% exceeds ${DISK_USAGE_THRESHOLD}%, reclaiming space"
-        docker image prune -f || true
-        docker builder prune -f --keep-storage="$BUILDKIT_CACHE_MAX" || true
-    else
-        echo "Disk usage ${disk_usage:-unknown}% within ${DISK_USAGE_THRESHOLD}% threshold; skipping prune"
-    fi
-}
-
-# Always drop this agent's image once the job ends (the default builder never
-# uses it as a cache source, so removing it costs no rebuild speed), then
-# reclaim space if needed. Guard every docker call with `|| true` so the trap
-# never overrides the test's exit code.
-cleanup() {
-    docker image rm -f "$IMAGE_NAME" || true
-    prune_if_disk_pressure
-}
-trap cleanup EXIT
-
-# Free space up front so a nearly-full host doesn't fail the build.
-prune_if_disk_pressure
-
 # building the docker image
 echo "--- :docker: Building Docker image"
 docker build --progress plain --tag "$IMAGE_NAME" --target vllm-test -f docker/Dockerfile.cpu .
@@ -1,53 +0,0 @@
-#!/bin/bash
-
-set -euo pipefail
-
-test_suite="${1:-}"
-
-if [[ -z "${test_suite}" ]]; then
-  echo "Usage: $0 <example|v1|server>" >&2
-  exit 1
-fi
-
-case "${test_suite}" in
-  example)
-    pip install tblib==3.1.0
-
-    python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager
-    python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --block-size 64 -O3 -cc.cudagraph_mode=NONE
-    python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager -tp 2 --distributed-executor-backend mp
-    python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager --attention-backend=TRITON_ATTN
-    python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager --quantization fp8
-    python3 examples/basic/offline_inference/generate.py --model facebook/opt-125m --block-size 64 --enforce-eager --kv-cache-dtype fp8
-    python3 examples/basic/offline_inference/generate.py --model nvidia/Llama-3.1-8B-Instruct-FP8 --block-size 64 --enforce-eager --quantization modelopt --kv-cache-dtype fp8 --attention-backend TRITON_ATTN --max-model-len 4096
-    python3 examples/basic/offline_inference/generate.py --model superjob/Qwen3-4B-Instruct-2507-GPTQ-Int4 --block-size 64 --enforce-eager --max-model-len 8192
-    python3 examples/basic/offline_inference/generate.py --model TheBloke/TinyLlama-1.1B-Chat-v0.3-AWQ --block-size 64 --enforce-eager 
-    python3 examples/basic/offline_inference/generate.py --model ibm-research/PowerMoE-3b --block-size 64 --enforce-eager -tp 2
-    python3 examples/basic/offline_inference/generate.py --model ibm-research/PowerMoE-3b --block-size 64 --enforce-eager -tp 2 --enable-expert-parallel
-    python3 examples/basic/offline_inference/generate.py --model superjob/Qwen3-4B-Instruct-2507-GPTQ-Int4 --max-model-len 8192
-    ;;
-  v1)
-    cd tests
-
-    pytest -v -s v1/core --ignore=v1/core/test_reset_prefix_cache_e2e.py --ignore=v1/core/test_scheduler_e2e.py
-    pytest -v -s v1/engine --ignore=v1/engine/test_output_processor.py
-    pytest -v -s v1/sample --ignore=v1/sample/test_logprobs.py --ignore=v1/sample/test_logprobs_e2e.py -k "not test_topk_only and not test_topp_only and not test_topk_and_topp"
-    pytest -v -s v1/worker --ignore=v1/worker/test_gpu_model_runner.py --ignore=v1/worker/test_worker_memory_snapshot.py
-    pytest -v -s v1/structured_output
-    pytest -v -s v1/test_serial_utils.py
-    pytest -v -s v1/e2e/general/test_correctness_sliding_window.py --deselect="tests/v1/e2e/general/test_correctness_sliding_window.py::test_sliding_window_retrieval[True-1-5-google/gemma-3-1b-it]"
-    pytest -v -s v1/spec_decode --ignore=v1/spec_decode/test_max_len.py --ignore=v1/spec_decode/test_speculators_eagle3.py --ignore=v1/spec_decode/test_acceptance_length.py --ignore=v1/spec_decode/test_speculators_correctness.py
-    pytest -v -s v1/kv_connector/unit --ignore=v1/kv_connector/unit/test_multi_connector.py --ignore=v1/kv_connector/unit/test_example_connector.py --ignore=v1/kv_connector/unit/test_lmcache_integration.py --ignore=v1/kv_connector/unit/test_hf3fs_client.py --ignore=v1/kv_connector/unit/test_hf3fs_connector.py --ignore=v1/kv_connector/unit/test_hf3fs_metadata_server.py --ignore=v1/kv_connector/unit/test_offloading_connector.py
-    ;;
-  server)
-    pip install av
-    cd tests
-
-    pytest -v -s entrypoints/multimodal/openai/chat_completion/test_audio_in_video.py
-    pytest -v -s benchmarks/test_serve_cli.py
-    ;;
-  *)
-    echo "Unknown Intel test suite: ${test_suite}" >&2
-    exit 1
-    ;;
-esac
@@ -243,10 +243,8 @@ container_name="xpu_${BUILDKITE_COMMIT}_$(tr -dc A-Za-z0-9 < /dev/urandom | head

 # ---- Command source selection ----
 commands=""
-commands_source=""
 if [[ -n "${VLLM_TEST_COMMANDS:-}" ]]; then
  commands="${VLLM_TEST_COMMANDS}"
-  commands_source="env"
  echo "Commands sourced from VLLM_TEST_COMMANDS (quoting preserved)"
 elif [[ $# -gt 0 ]]; then
  all_yaml=true
@@ -305,12 +303,8 @@ if [[ -z "$commands" ]]; then
 fi

 echo "Raw commands: $commands"
-if [[ "$commands_source" != "env" ]]; then
-  commands=$(re_quote_pytest_markers "$commands")
-  echo "After re-quoting: $commands"
-else
-  echo "Skipping re-quoting for VLLM_TEST_COMMANDS input"
-fi
+commands=$(re_quote_pytest_markers "$commands")
+echo "After re-quoting: $commands"
 commands=$(apply_intel_test_overrides "$commands")
 echo "Final commands: $commands"

@@ -330,6 +324,23 @@ IMAGE="${IMAGE_TAG_XPU:-${image_name}}"

 echo "Using image: ${IMAGE}"

+if docker image inspect "${IMAGE}" >/dev/null 2>&1; then
+  echo "Image already exists locally, skipping pull"
+else
+  echo "Image not found locally, waiting for lock..."
+
+  flock /tmp/docker-pull.lock bash -c "
+    if docker image inspect '${IMAGE}' >/dev/null 2>&1; then
+      echo 'Image already pulled by another runner'
+    else
+      echo 'Pulling image...'
+      timeout 900 docker pull '${IMAGE}'
+    fi
+  "
+
+  echo "Pull step completed"
+fi
+
 remove_docker_container() {
  docker rm -f "${container_name}" || true
 }
@@ -346,12 +357,9 @@ export HF_TOKEN ZE_AFFINITY_MASK

 {
  flock 9
-  if docker image inspect "${IMAGE}" >/dev/null 2>&1; then
-    echo "Image already exists locally, skipping pull"
-  else
-    echo "Image not found locally, pulling image..."
+  if ! docker image inspect "${IMAGE}" >/dev/null 2>&1; then
+    echo 'Image missing before container creation, pulling again...'
    timeout 900 docker pull "${IMAGE}"
-    echo "Pull step completed"
  fi

  docker create \
@@ -360,12 +368,10 @@ export HF_TOKEN ZE_AFFINITY_MASK
    --ipc=host \
    --privileged \
    -v /dev/dri/by-path:/dev/dri/by-path \
-    -v "/data/huggingface:/root/.cache/huggingface" \
+    -v "${HOME}/.cache/huggingface:/root/.cache/huggingface" \
    --entrypoint='' \
    -e HF_TOKEN \
    -e ZE_AFFINITY_MASK \
-    -e BUILDKITE_PARALLEL_JOB \
-    -e BUILDKITE_PARALLEL_JOB_COUNT \
    -e CMDS \
    --name "${container_name}" \
    "${IMAGE}" \
@@ -85,7 +85,7 @@ RUN pip config set global.index-url http://cache-service-vllm.nginx-pypi-cache.s

 # Install for pytest to make the docker build cache layer always valid
 RUN --mount=type=cache,target=/root/.cache/pip \
-    pip install pytest>=6.0  'modelscope<1.38'
+    pip install pytest>=6.0  modelscope

 WORKDIR /workspace/vllm

@@ -1,44 +0,0 @@
-#!/bin/bash
-# SPDX-License-Identifier: Apache-2.0
-# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
-
-set -euo pipefail
-
-if python3 -c "import torch; raise SystemExit(0 if torch.version.hip is not None else 1)"; then
-    uv pip install --system -r /vllm-workspace/requirements/kv_connectors_rocm.txt
-    exit 0
-fi
-
-REQUIREMENTS_FILE="${KV_CONNECTORS_REQUIREMENTS:-/vllm-workspace/requirements/kv_connectors.txt}"
-
-uv pip install --system -r "${REQUIREMENTS_FILE}"
-
-NIXL_METADATA=$(python3 - <<'PY'
-import importlib.metadata as metadata
-
-import torch
-
-cuda_version = torch.version.cuda
-if cuda_version is None:
-    raise SystemExit("torch.version.cuda is not set")
-
-print(cuda_version.split(".", 1)[0], metadata.version("nixl"))
-PY
-)
-read -r CUDA_MAJOR NIXL_VERSION <<<"${NIXL_METADATA}"
-
-# nixl>=1.1.0 can install multiple CUDA wheel variants. Keep only the variant
-# matching this CI image so nixl_ep_cpp links against the available libcudart.
-uv pip uninstall --system nixl-cu12 nixl-cu13 2>/dev/null || true
-uv pip install --system --no-deps "nixl-cu${CUDA_MAJOR}==${NIXL_VERSION}"
-
-python3 - <<'PY'
-import importlib.metadata as metadata
-
-for package_name in ("nixl", "nixl-cu12", "nixl-cu13"):
-    try:
-        version = metadata.version(package_name)
-    except metadata.PackageNotFoundError:
-        version = "not installed"
-    print(f"{package_name}: {version}")
-PY
@@ -130,22 +130,6 @@ docker tag public.ecr.aws/q9t5s3a7/vllm-release-repo:${ROCM_BASE_CACHE_KEY}-rocm
 docker push vllm/vllm-openai-rocm:latest-base
 docker push vllm/vllm-openai-rocm:v${RELEASE_VERSION}-base

-# ---- XPU ----
-
-docker pull public.ecr.aws/q9t5s3a7/vllm-release-repo:${COMMIT}-x86_64-xpu
-
-docker tag public.ecr.aws/q9t5s3a7/vllm-release-repo:${COMMIT}-x86_64-xpu vllm/vllm-openai-xpu:latest-x86_64
-docker tag public.ecr.aws/q9t5s3a7/vllm-release-repo:${COMMIT}-x86_64-xpu vllm/vllm-openai-xpu:v${RELEASE_VERSION}-x86_64
-docker push vllm/vllm-openai-xpu:latest-x86_64
-docker push vllm/vllm-openai-xpu:v${RELEASE_VERSION}-x86_64
-
-docker manifest rm vllm/vllm-openai-xpu:latest || true
-docker manifest rm vllm/vllm-openai-xpu:v${RELEASE_VERSION} || true
-docker manifest create vllm/vllm-openai-xpu:latest vllm/vllm-openai-xpu:latest-x86_64 --amend
-docker manifest create vllm/vllm-openai-xpu:v${RELEASE_VERSION} vllm/vllm-openai-xpu:v${RELEASE_VERSION}-x86_64 --amend
-docker manifest push vllm/vllm-openai-xpu:latest
-docker manifest push vllm/vllm-openai-xpu:v${RELEASE_VERSION}
-
 # ---- CPU ----
 # CPU images are behind separate block steps and may not have been built.
 # All-or-nothing: inspect both arches first, then either publish everything
@@ -1,32 +0,0 @@
-#!/usr/bin/env bash
-# Build the ROCm ci_base image, optionally from a freshly rebuilt ROCm base.
-
-set -euo pipefail
-
-metadata_get() {
-    local key="$1"
-    if command -v buildkite-agent >/dev/null 2>&1; then
-        buildkite-agent meta-data get "${key}" 2>/dev/null || true
-    fi
-}
-
-main() {
-    local base_refreshed=""
-
-    base_refreshed="$(metadata_get rocm-base-refresh)"
-    if [[ "${base_refreshed}" == "1" ]]; then
-        export BASE_IMAGE
-        export CI_BASE_PUSH_STABLE_TAG
-
-        BASE_IMAGE="$(metadata_get rocm-base-image)"
-        CI_BASE_PUSH_STABLE_TAG="$(metadata_get rocm-base-push-stable-tag)"
-        CI_BASE_PUSH_STABLE_TAG="${CI_BASE_PUSH_STABLE_TAG:-0}"
-
-        echo "Using refreshed ROCm base image for ci_base: ${BASE_IMAGE}"
-        echo "Push stable ci_base tag: ${CI_BASE_PUSH_STABLE_TAG}"
-    fi
-
-    bash .buildkite/scripts/ci-bake-rocm.sh ci-base-rocm-ci-with-deps
-}
-
-main "$@"
@@ -1,68 +0,0 @@
-#!/usr/bin/env bash
-# Build the ROCm CI test image or wheel artifact.
-#
-# When Dockerfile.rocm_base changes, always build the full image so downstream
-# ROCm tests can validate the freshly rebuilt base -> ci_base -> ci image chain.
-
-set -euo pipefail
-
-metadata_get() {
-    local key="$1"
-    if command -v buildkite-agent >/dev/null 2>&1; then
-        buildkite-agent meta-data get "${key}" 2>/dev/null || true
-    fi
-}
-
-use_ci_base_if_present() {
-    local ci_base_image=""
-
-    ci_base_image="$(metadata_get rocm-ci-base-image)"
-    if [[ -z "${ci_base_image}" ]]; then
-        return 1
-    fi
-
-    export CI_BASE_IMAGE="${ci_base_image}"
-    echo "Using ROCm ci_base image selected by the preceding build step: ${CI_BASE_IMAGE}"
-}
-
-use_refreshed_base_if_present() {
-    local base_refreshed=""
-
-    base_refreshed="$(metadata_get rocm-base-refresh)"
-    if [[ "${base_refreshed}" != "1" ]]; then
-        return 1
-    fi
-
-    export BASE_IMAGE
-    export IMAGE_TAG_LATEST
-
-    BASE_IMAGE="$(metadata_get rocm-base-image)"
-    IMAGE_TAG_LATEST="$(metadata_get rocm-ci-image-descriptive)"
-
-    echo "Using refreshed ROCm base image for test image: ${BASE_IMAGE}"
-    if [[ -n "${IMAGE_TAG_LATEST}" ]]; then
-        echo "Also tagging full ROCm CI image as: ${IMAGE_TAG_LATEST}"
-    fi
-
-    return 0
-}
-
-main() {
-    local base_refreshed=0
-
-    use_ci_base_if_present || true
-
-    if use_refreshed_base_if_present; then
-        base_refreshed=1
-    fi
-
-    if [[ "${ROCM_CI_ARTIFACT_ONLY:-0}" == "1" && "${base_refreshed}" != "1" ]]; then
-        echo "ROCM_CI_ARTIFACT_ONLY=1; building ROCm wheel artifact only"
-        IMAGE_TAG="" bash .buildkite/scripts/ci-bake-rocm.sh test-rocm-ci-with-artifacts
-        return
-    fi
-
-    bash .buildkite/scripts/ci-bake-rocm.sh test-rocm-ci-with-wheel
-}
-
-main "$@"
@@ -1,513 +0,0 @@
-#!/usr/bin/env bash
-# Build and publish a fresh ROCm base image when Dockerfile.rocm_base changes.
-#
-# Normal AMD CI builds should not pay for this path. The script no-ops unless
-# docker/Dockerfile.rocm_base changed relative to the branch base, the previous
-# main commit, or ROCM_BASE_REFRESH_FORCE=1 is set.
-
-set -euo pipefail
-
-DOCKERFILE="${ROCM_BASE_DOCKERFILE:-docker/Dockerfile.rocm_base}"
-BASE_REPO="${ROCM_BASE_IMAGE_REPO:-rocm/vllm-dev}"
-CI_IMAGE_REPO="${ROCM_CI_IMAGE_REPO:-rocm/vllm-ci}"
-BUILDER_NAME="${ROCM_BASE_BUILDER_NAME:-vllm-rocm-base-builder}"
-DEFAULT_ROCM_BASE_METADATA_VERSION="1"
-DEFAULT_ROCM_BASE_CONTENT_FILES="${DOCKERFILE}"
-DEFAULT_ROCM_BASE_CONTENT_ARGS="BASE_IMAGE TRITON_BRANCH TRITON_REPO PYTORCH_BRANCH PYTORCH_REPO PYTORCH_VISION_BRANCH PYTORCH_VISION_REPO PYTORCH_AUDIO_BRANCH PYTORCH_AUDIO_REPO FA_BRANCH FA_REPO AITER_BRANCH AITER_REPO MORI_BRANCH MORI_REPO PYTORCH_ROCM_ARCH PYTHON_VERSION USE_SCCACHE"
-
-metadata_set() {
-    local key="$1"
-    local value="$2"
-
-    [[ -n "${value}" ]] || return 0
-    if command -v buildkite-agent >/dev/null 2>&1; then
-        buildkite-agent meta-data set "${key}" "${value}" || true
-    fi
-}
-
-compute_content_hash() {
-    local path=""
-    local file=""
-
-    for path in "$@"; do
-        if [[ -d "${path}" ]]; then
-            while IFS= read -r -d '' file; do
-                printf 'file:%s\n' "${file}"
-                sha256sum "${file}"
-            done < <(find "${path}" -type f -print0 | sort -z)
-        elif [[ -f "${path}" ]]; then
-            printf 'file:%s\n' "${path}"
-            sha256sum "${path}"
-        else
-            printf 'missing:%s\n' "${path}"
-        fi
-    done | sha256sum | cut -d' ' -f1
-}
-
-clean_docker_tag() {
-    local input="$1"
-    echo "${input}" | sed 's/[^a-zA-Z0-9._-]/_/g' | cut -c1-128
-}
-
-tag_component() {
-    local input="$1"
-    local max_chars="${2:-24}"
-
-    clean_docker_tag "${input:-unknown}" | cut -c1-"${max_chars}"
-}
-
-extract_arg_default() {
-    local arg_name="$1"
-
-    sed -n -E "s/^[[:space:]]*ARG[[:space:]]+${arg_name}=\"?([^\"[:space:]]+)\"?.*/\\1/p" \
-        "${DOCKERFILE}" | head -1
-}
-
-resolve_image_digest() {
-    local image_ref="$1"
-
-    docker buildx imagetools inspect "${image_ref}" 2>/dev/null \
-        | sed -n -E 's/^Digest:[[:space:]]+//p' \
-        | head -1 || true
-}
-
-resolve_rocm_base_arg_value() {
-    local arg_name="$1"
-    local use_sccache="$2"
-
-    case "${arg_name}" in
-        USE_SCCACHE)
-            printf '%s\n' "${use_sccache}"
-            ;;
-        *)
-            extract_arg_default "${arg_name}"
-            ;;
-    esac
-}
-
-hash_rocm_base_arg_values() {
-    local use_sccache="$1"
-    local base_image_digest="$2"
-    local arg_name=""
-    local arg_value=""
-    shift 2 || true
-
-    for arg_name in "$@"; do
-        [[ -n "${arg_name}" ]] || continue
-        arg_value=$(resolve_rocm_base_arg_value "${arg_name}" "${use_sccache}")
-        printf 'arg:%s=%s\n' "${arg_name}" "${arg_value:-<empty>}"
-        if [[ "${arg_name}" == "BASE_IMAGE" && -n "${arg_value}" ]]; then
-            printf 'arg:%s.digest=%s\n' "${arg_name}" "${base_image_digest:-unknown}"
-        fi
-    done
-}
-
-rocm_version_from_base_image() {
-    local base_image="$1"
-    local version=""
-
-    version="$(sed -n -E 's/.*:([0-9]+\.[0-9]+(\.[0-9]+)?)-.*/\1/p' <<<"${base_image}")"
-    tag_component "${version:-${base_image}}" 16
-}
-
-git_diff_changed_base() {
-    local range="$1"
-    [[ -n "$(git diff --name-only "${range}" -- "${DOCKERFILE}" 2>/dev/null)" ]]
-}
-
-short_git_ref() {
-    local ref="$1"
-
-    git rev-parse --short "${ref}" 2>/dev/null || printf '%s\n' "${ref}"
-}
-
-extract_arg_default_from_ref() {
-    local ref="$1"
-    local arg_name="$2"
-    local content=""
-
-    content="$(git show "${ref}:${DOCKERFILE}" 2>/dev/null || true)"
-    sed -n -E "s/^[[:space:]]*ARG[[:space:]]+${arg_name}=\"?([^\"[:space:]]+)\"?.*/\\1/p" \
-        <<<"${content}" | head -1
-}
-
-log_arg_default_changes() {
-    local old_ref="$1"
-    local new_ref="$2"
-    local content_args="${ROCM_BASE_CONTENT_ARGS:-${DEFAULT_ROCM_BASE_CONTENT_ARGS}}"
-    local arg_name=""
-    local old_value=""
-    local new_value=""
-    local changed=0
-
-    echo "Changed ROCm base ARG defaults:"
-    for arg_name in ${content_args}; do
-        old_value="$(extract_arg_default_from_ref "${old_ref}" "${arg_name}")"
-        new_value="$(extract_arg_default_from_ref "${new_ref}" "${arg_name}")"
-        if [[ "${old_value}" != "${new_value}" ]]; then
-            echo "  - ${arg_name}: ${old_value:-<unset>} -> ${new_value:-<unset>}"
-            changed=1
-        fi
-    done
-
-    if [[ "${changed}" == "0" ]]; then
-        echo "  - none detected; Dockerfile instructions changed outside tracked ARG defaults"
-    fi
-}
-
-log_arg_line_diff() {
-    local range="$1"
-    local arg_diff=""
-
-    arg_diff="$(
-        git diff --unified=0 "${range}" -- "${DOCKERFILE}" 2>/dev/null \
-            | awk '/^[+-][[:space:]]*ARG[[:space:]]/ && $0 !~ /^(---|\+\+\+)/ { print "  " $0 }' \
-            || true
-    )"
-
-    if [[ -n "${arg_diff}" ]]; then
-        echo "Changed Dockerfile ARG lines:"
-        printf '%s\n' "${arg_diff}"
-    fi
-}
-
-log_rocm_base_change_check() {
-    local context="$1"
-    local range="$2"
-    local old_ref="$3"
-    local old_short=""
-    local head_short=""
-
-    old_short="$(short_git_ref "${old_ref}")"
-    head_short="$(short_git_ref HEAD)"
-
-    echo "--- :mag: ROCm base refresh check"
-    echo "Context: ${context}"
-    echo "Dockerfile: ${DOCKERFILE}"
-    echo "Base revision: ${old_short}"
-    echo "Head revision: ${head_short}"
-    echo "Git diff range: ${range}"
-}
-
-log_rocm_base_rebuild_reason() {
-    local context="$1"
-    local range="$2"
-    local old_ref="$3"
-    local changed_files=""
-
-    log_rocm_base_change_check "${context}" "${range}" "${old_ref}"
-
-    changed_files="$(git diff --name-only "${range}" -- "${DOCKERFILE}" 2>/dev/null || true)"
-    echo "Changed files:"
-    if [[ -n "${changed_files}" ]]; then
-        sed 's/^/  - /' <<<"${changed_files}"
-    else
-        echo "  - ${DOCKERFILE}"
-    fi
-    log_arg_default_changes "${old_ref}" HEAD
-    log_arg_line_diff "${range}"
-    echo "Decision: rebuilding ROCm base image because ${DOCKERFILE} changed."
-}
-
-rocm_base_changed_in_range() {
-    local context="$1"
-    local range="$2"
-    local old_ref="$3"
-
-    if git_diff_changed_base "${range}"; then
-        log_rocm_base_rebuild_reason "${context}" "${range}" "${old_ref}"
-        return 0
-    fi
-
-    log_rocm_base_change_check "${context}" "${range}" "${old_ref}"
-    echo "Decision: ROCm base refresh not required; ${DOCKERFILE} is unchanged."
-    return 1
-}
-
-rocm_base_changed() {
-    local base_branch="${BUILDKITE_PULL_REQUEST_BASE_BRANCH:-main}"
-    local base_ref="refs/remotes/origin/${base_branch}"
-    local merge_base=""
-
-    if [[ "${ROCM_BASE_REFRESH_SKIP:-0}" == "1" ]]; then
-        echo "ROCM_BASE_REFRESH_SKIP=1 set; skipping ROCm base refresh"
-        return 1
-    fi
-
-    if [[ "${ROCM_BASE_REFRESH_FORCE:-0}" == "1" ]]; then
-        echo "ROCM_BASE_REFRESH_FORCE=1 set; refreshing ROCm base image"
-        return 0
-    fi
-
-    if ! git rev-parse --is-inside-work-tree >/dev/null 2>&1; then
-        echo "Not in a git checkout; skipping ROCm base refresh unless forced"
-        return 1
-    fi
-
-    if [[ "${BUILDKITE_PULL_REQUEST:-false}" != "false" ]]; then
-        git fetch --no-tags --depth=200 origin \
-            "+refs/heads/${base_branch}:${base_ref}" >/dev/null 2>&1 || true
-        merge_base=$(git merge-base HEAD "${base_ref}" 2>/dev/null || true)
-        if [[ -z "${merge_base}" ]]; then
-            echo "Unable to determine merge base with PR base ${base_ref}; skipping ROCm base refresh unless forced"
-            return 1
-        fi
-        if rocm_base_changed_in_range \
-            "pull request build against ${base_ref}" \
-            "${merge_base}...HEAD" \
-            "${merge_base}"; then
-            return 0
-        fi
-    elif [[ "${BUILDKITE_BRANCH:-}" == "${ROCM_BASE_STABLE_BRANCH:-main}" ]] \
-        && git rev-parse --verify HEAD~1 >/dev/null 2>&1; then
-        if rocm_base_changed_in_range \
-            "stable branch build; comparing against previous ${ROCM_BASE_STABLE_BRANCH:-main} commit" \
-            "HEAD~1..HEAD" \
-            "HEAD~1"; then
-            return 0
-        fi
-    else
-        git fetch --no-tags --depth=200 origin \
-            "+refs/heads/${base_branch}:${base_ref}" >/dev/null 2>&1 || true
-        merge_base=$(git merge-base HEAD "${base_ref}" 2>/dev/null || true)
-        if [[ -z "${merge_base}" ]]; then
-            echo "Unable to determine merge base with branch base ${base_ref}; skipping ROCm base refresh unless forced"
-            return 1
-        fi
-        if rocm_base_changed_in_range \
-            "branch build against ${base_ref}" \
-            "${merge_base}...HEAD" \
-            "${merge_base}"; then
-            return 0
-        fi
-    fi
-
-    return 1
-}
-
-should_push_stable_tag() {
-    if [[ "${BUILDKITE_PULL_REQUEST:-false}" != "false" ]]; then
-        return 1
-    fi
-
-    if [[ "${ROCM_BASE_PUSH_STABLE_TAG:-}" == "1" ]]; then
-        return 0
-    fi
-    if [[ "${ROCM_BASE_PUSH_STABLE_TAG:-}" == "0" ]]; then
-        return 1
-    fi
-
-    [[ "${BUILDKITE_PULL_REQUEST:-false}" == "false" \
-        && "${BUILDKITE_BRANCH:-}" == "${ROCM_BASE_STABLE_BRANCH:-main}" ]]
-}
-
-setup_builder() {
-    echo "--- :buildkite: Setting up buildx builder for ROCm base"
-    if docker buildx inspect "${BUILDER_NAME}" >/dev/null 2>&1; then
-        docker buildx use "${BUILDER_NAME}"
-    else
-        docker buildx create --name "${BUILDER_NAME}" --driver docker-container --use
-    fi
-    docker buildx inspect --bootstrap
-}
-
-compute_base_content_hash() {
-    local use_sccache="$1"
-    local base_image_digest="$2"
-    local content_files="${ROCM_BASE_CONTENT_FILES:-${DEFAULT_ROCM_BASE_CONTENT_FILES}}"
-    local content_args="${ROCM_BASE_CONTENT_ARGS:-${DEFAULT_ROCM_BASE_CONTENT_ARGS}}"
-    local -a content_paths=()
-    local -a content_arg_names=()
-
-    read -r -a content_paths <<< "${content_files}"
-    read -r -a content_arg_names <<< "${content_args}"
-
-    {
-        printf 'content-files-hash:%s\n' "$(compute_content_hash "${content_paths[@]}")"
-        printf 'dockerfile:%s\n' "${DOCKERFILE}"
-        printf 'resolved-build-args:\n'
-        hash_rocm_base_arg_values \
-            "${use_sccache}" "${base_image_digest}" "${content_arg_names[@]}"
-    } | sha256sum | cut -d' ' -f1
-}
-
-build_base_image() {
-    local use_sccache="${ROCM_BASE_USE_SCCACHE:-${USE_SCCACHE:-0}}"
-    local base_hash=""
-    local build_date=""
-    local build_suffix=""
-    local base_image_arg=""
-    local base_image_digest=""
-    local rocm_version=""
-    local triton_arg=""
-    local pytorch_arg=""
-    local pytorch_vision_arg=""
-    local pytorch_audio_arg=""
-    local fa_arg=""
-    local aiter_arg=""
-    local mori_arg=""
-    local python_version_arg=""
-    local pytorch_rocm_arch_arg=""
-    local pytorch_branch=""
-    local aiter_branch=""
-    local dependency_summary=""
-    local descriptor=""
-    local ci_descriptor=""
-    local descriptive_tag=""
-    local stable_tag="${BASE_REPO}:base"
-    local ci_descriptive_tag=""
-    local content_files="${ROCM_BASE_CONTENT_FILES:-${DEFAULT_ROCM_BASE_CONTENT_FILES}}"
-    local content_args="${ROCM_BASE_CONTENT_ARGS:-${DEFAULT_ROCM_BASE_CONTENT_ARGS}}"
-    local content_files_hash=""
-    local metadata_version="${ROCM_BASE_METADATA_VERSION:-${DEFAULT_ROCM_BASE_METADATA_VERSION}}"
-    local -a tags=()
-    local -a no_cache_args=()
-    local -a sccache_args=()
-    local -a content_paths=()
-
-    if [[ ! -f "${DOCKERFILE}" ]]; then
-        echo "Error: ROCm base Dockerfile not found: ${DOCKERFILE}" >&2
-        exit 1
-    fi
-
-    build_date="${ROCM_BASE_TAG_DATE:-$(date -u +%Y%m%d)}"
-    if [[ -n "${BUILDKITE_BUILD_NUMBER:-}" ]]; then
-        build_suffix="_bk_${BUILDKITE_BUILD_NUMBER}"
-    fi
-    base_image_arg="$(extract_arg_default BASE_IMAGE)"
-    base_image_digest="$(resolve_image_digest "${base_image_arg}")"
-    read -r -a content_paths <<< "${content_files}"
-    content_files_hash="$(compute_content_hash "${content_paths[@]}")"
-    base_hash=$(compute_base_content_hash "${use_sccache}" "${base_image_digest}")
-    rocm_version="$(rocm_version_from_base_image "${base_image_arg}")"
-    triton_arg="$(extract_arg_default TRITON_BRANCH)"
-    pytorch_arg="$(extract_arg_default PYTORCH_BRANCH)"
-    pytorch_vision_arg="$(extract_arg_default PYTORCH_VISION_BRANCH)"
-    pytorch_audio_arg="$(extract_arg_default PYTORCH_AUDIO_BRANCH)"
-    fa_arg="$(extract_arg_default FA_BRANCH)"
-    aiter_arg="$(extract_arg_default AITER_BRANCH)"
-    mori_arg="$(extract_arg_default MORI_BRANCH)"
-    python_version_arg="$(extract_arg_default PYTHON_VERSION)"
-    pytorch_rocm_arch_arg="$(extract_arg_default PYTORCH_ROCM_ARCH)"
-    pytorch_branch="$(tag_component "${pytorch_arg}" 16)"
-    aiter_branch="$(tag_component "${aiter_arg}" 24)"
-    dependency_summary="base=${base_image_arg},rocm=${rocm_version},python=${python_version_arg},pytorch=${pytorch_arg},torchvision=${pytorch_vision_arg},torchaudio=${pytorch_audio_arg},triton=${triton_arg},flash-attn=${fa_arg},aiter=${aiter_arg},mori=${mori_arg},pytorch-rocm-arch=${pytorch_rocm_arch_arg}"
-    descriptor="$(clean_docker_tag "base_custom_aiter_${aiter_branch}_torch_${pytorch_branch}_${build_date}${build_suffix}")"
-    ci_descriptor="$(clean_docker_tag "ci_custom_aiter_${aiter_branch}_torch_${pytorch_branch}_${build_date}${build_suffix}")"
-
-    descriptive_tag="${BASE_REPO}:${descriptor}"
-    ci_descriptive_tag="${CI_IMAGE_REPO}:${ci_descriptor}"
-
-    tags=(-t "${descriptive_tag}")
-    if should_push_stable_tag; then
-        tags+=(-t "${stable_tag}")
-        metadata_set "rocm-base-push-stable-tag" "1"
-    else
-        metadata_set "rocm-base-push-stable-tag" "0"
-    fi
-
-    if [[ "${ROCM_BASE_NO_CACHE:-1}" == "1" ]]; then
-        no_cache_args=(--no-cache)
-    fi
-
-    for env_name in \
-        SCCACHE_DOWNLOAD_URL \
-        SCCACHE_ENDPOINT \
-        SCCACHE_BUCKET_NAME \
-        SCCACHE_REGION_NAME \
-        SCCACHE_S3_NO_CREDENTIALS; do
-        if [[ -n "${!env_name:-}" ]]; then
-            sccache_args+=(--build-arg "${env_name}=${!env_name}")
-        fi
-    done
-
-    echo "--- :docker: Building ROCm base image"
-    echo "Dockerfile: ${DOCKERFILE}"
-    echo "Descriptive tag: ${descriptive_tag}"
-    echo "Stable tag: ${stable_tag} ($(should_push_stable_tag && echo enabled || echo disabled))"
-    echo "Content hash: ${base_hash}"
-    echo "Dependency summary: ${dependency_summary}"
-    echo "USE_SCCACHE: ${use_sccache}"
-
-    docker buildx build \
-        "${no_cache_args[@]}" \
-        --pull \
-        --progress "${BUILDKIT_PROGRESS:-plain}" \
-        --file "${DOCKERFILE}" \
-        --build-arg "USE_SCCACHE=${use_sccache}" \
-        "${sccache_args[@]}" \
-        --label "org.opencontainers.image.source=https://github.com/vllm-project/vllm" \
-        --label "org.opencontainers.image.vendor=vLLM" \
-        --label "org.opencontainers.image.title=vLLM ROCm base" \
-        --label "org.opencontainers.image.revision=${BUILDKITE_COMMIT:-}" \
-        --label "vllm.rocm_base.metadata_version=${metadata_version}" \
-        --label "vllm.rocm_base.content_hash=${base_hash}" \
-        --label "vllm.rocm_base.content_files_hash=${content_files_hash}" \
-        --label "vllm.rocm_base.dockerfile=${DOCKERFILE}" \
-        --label "vllm.rocm_base.image.descriptive=${descriptive_tag}" \
-        --label "vllm.rocm_base.image.stable=${stable_tag}" \
-        --label "vllm.rocm_base.git_commit=${BUILDKITE_COMMIT:-}" \
-        --label "vllm.rocm_base.stable_branch=${ROCM_BASE_STABLE_BRANCH:-main}" \
-        --label "vllm.rocm_base.descriptor=${descriptor}" \
-        --label "vllm.rocm_base.dependency_summary=${dependency_summary}" \
-        --label "vllm.rocm_base.base_image=${base_image_arg}" \
-        --label "vllm.rocm_base.base_image_digest=${base_image_digest}" \
-        --label "vllm.rocm_base.dependency.rocm=${rocm_version}" \
-        --label "vllm.rocm_base.dependency.python=${python_version_arg}" \
-        --label "vllm.rocm_base.dependency.pytorch=${pytorch_arg}" \
-        --label "vllm.rocm_base.dependency.torchvision=${pytorch_vision_arg}" \
-        --label "vllm.rocm_base.dependency.torchaudio=${pytorch_audio_arg}" \
-        --label "vllm.rocm_base.dependency.triton=${triton_arg}" \
-        --label "vllm.rocm_base.dependency.flash_attention=${fa_arg}" \
-        --label "vllm.rocm_base.dependency.aiter=${aiter_arg}" \
-        --label "vllm.rocm_base.dependency.mori=${mori_arg}" \
-        --label "vllm.rocm_base.pytorch_rocm_arch=${pytorch_rocm_arch_arg}" \
-        "${tags[@]}" \
-        --push \
-        .
-
-    docker buildx imagetools inspect "${descriptive_tag}" >/dev/null
-
-    metadata_set "rocm-base-refresh" "1"
-    metadata_set "rocm-base-image" "${descriptive_tag}"
-    metadata_set "rocm-base-image-descriptive" "${descriptive_tag}"
-    metadata_set "rocm-base-image-stable" "${stable_tag}"
-    metadata_set "rocm-base-image-ci-descriptive" "${ci_descriptive_tag}"
-    metadata_set "rocm-base-metadata-version" "${metadata_version}"
-    metadata_set "rocm-base-content-hash" "${base_hash}"
-    metadata_set "rocm-base-content-files-hash" "${content_files_hash}"
-    metadata_set "rocm-base-content-files" "${content_files}"
-    metadata_set "rocm-base-content-args" "${content_args}"
-    metadata_set "rocm-base-base-image-digest" "${base_image_digest}"
-    metadata_set "rocm-base-dockerfile" "${DOCKERFILE}"
-    metadata_set "rocm-base-descriptor" "${descriptor}"
-    metadata_set "rocm-base-dependency-summary" "${dependency_summary}"
-    metadata_set "rocm-base-dependency-rocm" "${rocm_version}"
-    metadata_set "rocm-base-dependency-python" "${python_version_arg}"
-    metadata_set "rocm-base-dependency-pytorch" "${pytorch_arg}"
-    metadata_set "rocm-base-dependency-torchvision" "${pytorch_vision_arg}"
-    metadata_set "rocm-base-dependency-torchaudio" "${pytorch_audio_arg}"
-    metadata_set "rocm-base-dependency-triton" "${triton_arg}"
-    metadata_set "rocm-base-dependency-flash-attention" "${fa_arg}"
-    metadata_set "rocm-base-dependency-aiter" "${aiter_arg}"
-    metadata_set "rocm-base-dependency-mori" "${mori_arg}"
-    metadata_set "rocm-base-pytorch-rocm-arch" "${pytorch_rocm_arch_arg}"
-    metadata_set "rocm-ci-image-descriptive" "${ci_descriptive_tag}"
-
-    echo "--- :white_check_mark: ROCm base image published"
-    echo "Use BASE_IMAGE=${descriptive_tag} for downstream ROCm CI builds"
-}
-
-main() {
-    metadata_set "rocm-base-refresh" "0"
-
-    if ! rocm_base_changed; then
-        echo "ROCm base Dockerfile did not change; skipping base image refresh"
-        return 0
-    fi
-
-    setup_builder
-    build_base_image
-}
-
-main "$@"
@@ -1,32 +0,0 @@
-#!/usr/bin/env bash
-# Fast structural smoke test for the full ROCm CI image.
-
-set -euo pipefail
-
-image_ref="${VLLM_CI_SMOKE_IMAGE:-rocm/vllm-ci:${BUILDKITE_COMMIT:?BUILDKITE_COMMIT is required}}"
-
-docker run --rm --network=none --entrypoint /bin/bash "${image_ref}" -ec '
-  if [ ! -d /vllm-workspace ]; then echo Missing directory: /vllm-workspace >&2; exit 1; fi
-  if [ ! -d /vllm-workspace/tests ]; then echo Missing directory: /vllm-workspace/tests >&2; exit 1; fi
-  if [ ! -d /vllm-workspace/src/vllm ]; then echo Missing directory: /vllm-workspace/src/vllm >&2; exit 1; fi
-  if [ ! -x /vllm-workspace/src/vllm/vllm-rs ]; then echo Missing executable: /vllm-workspace/src/vllm/vllm-rs >&2; exit 1; fi
-
-  command -v python3
-  command -v uv
-  command -v pytest
-
-  if ! command -v amd-smi >/dev/null 2>&1 && ! command -v rocminfo >/dev/null 2>&1; then
-    echo No ROCm CLI found in image >&2
-    exit 1
-  fi
-
-  python3 - <<PY
-import torch
-import vllm
-
-print(torch.__version__)
-print(vllm.__version__)
-PY
-
-  echo AMD image smoke OK
-'
@@ -109,9 +109,7 @@ run_nodes() {
        if [ "$node" -ne 0 ]; then
            docker exec -d "node$node" /bin/bash -c "cd $WORKING_DIR ; ${COMMANDS[$node]}"
        else
-            # Allocate a TTY (-t -i) for the foreground head node so its output
-            # keeps ANSI color in the Buildkite log (see run-amd-test.sh).
-            docker exec -t -i "node$node" /bin/bash -c "cd $WORKING_DIR ; ${COMMANDS[$node]}"
+            docker exec "node$node" /bin/bash -c "cd $WORKING_DIR ; ${COMMANDS[$node]}"
        fi
    done
 }
@@ -8,12 +8,7 @@ if [[ "$MODE" != "style-clippy" && "$MODE" != "test" ]]; then
  exit 2
 fi

-if ROOT_DIR="$(git rev-parse --show-toplevel 2>/dev/null)"; then
-  :
-else
-  SCRIPT_DIR="$(cd -- "$(dirname -- "${BASH_SOURCE[0]}")" && pwd -P)"
-  ROOT_DIR="$(cd -- "${SCRIPT_DIR}/../.." && pwd -P)"
-fi
+ROOT_DIR="$(git rev-parse --show-toplevel)"
 cd "$ROOT_DIR"

 export CARGO_TERM_COLOR="${CARGO_TERM_COLOR:-always}"
@@ -21,20 +16,16 @@ export CARGO_HOME="${CARGO_HOME:-$HOME/.cargo}"
 export RUSTUP_HOME="${RUSTUP_HOME:-$HOME/.rustup}"
 export PATH="$CARGO_HOME/bin:$PATH"

-PROTOC_VERSION="${PROTOC_VERSION:-31.1}"
-CARGO_BINSTALL_VERSION="${CARGO_BINSTALL_VERSION:-1.20.1}"
-UV_VERSION="${UV_VERSION:-0.11.28}"
-PYO3_PYTHON_VERSION="${PYO3_PYTHON_VERSION:-3.12}"
-
-CARGO_SORT_VERSION_REQ="${CARGO_SORT_VERSION_REQ:-2}"
-CARGO_DENY_VERSION_REQ="${CARGO_DENY_VERSION_REQ:-0.20}"
-CARGO_NEXTEST_VERSION_REQ="${CARGO_NEXTEST_VERSION_REQ:-0.9}"
-
 log_section() {
  echo "--- $*"
 }

 install_protoc() {
+  if command -v protoc >/dev/null 2>&1; then
+    return
+  fi
+
+  local version="${PROTOC_VERSION:-31.1}"
  local arch
  case "$(uname -m)" in
    x86_64)
@@ -49,17 +40,16 @@ install_protoc() {
      ;;
  esac

-  local url="https://github.com/protocolbuffers/protobuf/releases/download/v${PROTOC_VERSION}/protoc-${PROTOC_VERSION}-linux-${arch}.zip"
+  local url="https://github.com/protocolbuffers/protobuf/releases/download/v${version}/protoc-${version}-linux-${arch}.zip"
  local tmp_dir
  tmp_dir="$(mktemp -d)"

-  log_section "Installing protoc ${PROTOC_VERSION}"
+  log_section "Installing protoc ${version}"
  curl -L --proto '=https' --tlsv1.2 -sSf "$url" -o "$tmp_dir/protoc.zip"
  mkdir -p "$CARGO_HOME/bin"
  unzip -q "$tmp_dir/protoc.zip" bin/protoc 'include/*' -d "$CARGO_HOME"
  chmod +x "$CARGO_HOME/bin/protoc"
  rm -rf "$tmp_dir"
-  protoc --version
 }

 rust_toolchain() {
@@ -80,72 +70,48 @@ install_rust_toolchain() {
 }

 install_cargo_binstall() {
-  log_section "Installing cargo-binstall ${CARGO_BINSTALL_VERSION}"
+  if command -v cargo-binstall >/dev/null 2>&1; then
+    return
+  fi
+
+  log_section "Installing cargo-binstall"
  curl -L --proto '=https' --tlsv1.2 -sSf \
-    "https://raw.githubusercontent.com/cargo-bins/cargo-binstall/v${CARGO_BINSTALL_VERSION}/install-from-binstall-release.sh" \
-    | env BINSTALL_VERSION="$CARGO_BINSTALL_VERSION" bash
-  cargo-binstall -V
+    https://raw.githubusercontent.com/cargo-bins/cargo-binstall/main/install-from-binstall-release.sh \
+    | bash
 }

 install_cargo_sort() {
-  log_section "Installing cargo-sort ${CARGO_SORT_VERSION_REQ}"
-  cargo binstall --no-confirm --force "cargo-sort@${CARGO_SORT_VERSION_REQ}"
-}
+  if command -v cargo-sort >/dev/null 2>&1; then
+    return
+  fi

-install_cargo_deny() {
-  log_section "Installing cargo-deny ${CARGO_DENY_VERSION_REQ}"
-  cargo binstall --no-confirm --force "cargo-deny@${CARGO_DENY_VERSION_REQ}"
+  log_section "Installing cargo-sort"
+  install_cargo_binstall
+  cargo binstall --no-confirm cargo-sort
 }

 install_cargo_nextest() {
-  log_section "Installing cargo-nextest ${CARGO_NEXTEST_VERSION_REQ}"
-  cargo binstall \
-    --no-confirm \
-    --force \
-    --secure \
-    "cargo-nextest@${CARGO_NEXTEST_VERSION_REQ}"
+  if command -v cargo-nextest >/dev/null 2>&1; then
+    return
+  fi
+
+  log_section "Installing cargo-nextest"
+  install_cargo_binstall
+  cargo binstall --no-confirm --secure cargo-nextest
 }

 install_uv() {
-  log_section "Installing uv ${UV_VERSION}"
-  curl -L --proto '=https' --tlsv1.2 -sSf \
-    "https://github.com/astral-sh/uv/releases/download/${UV_VERSION}/uv-installer.sh" \
+  if command -v uv >/dev/null 2>&1; then
+    return
+  fi
+
+  log_section "Installing uv"
+  curl -LsSf --proto '=https' --tlsv1.2 https://astral.sh/uv/install.sh \
    | env UV_INSTALL_DIR="$CARGO_HOME/bin" sh
-  uv --version
-}
-
-setup_pyo3_python() {
-  log_section "Installing Python ${PYO3_PYTHON_VERSION} for PyO3 tests"
-  uv python install "$PYO3_PYTHON_VERSION"
-  PYO3_PYTHON="$(uv python find \
-    --managed-python \
-    --no-project \
-    --resolve-links \
-    "$PYO3_PYTHON_VERSION")"
-  export PYO3_PYTHON
-
-  local python_libdir
-  python_libdir="$("$PYO3_PYTHON" - <<'PY'
-import pathlib
-import sysconfig
-
-libdir = pathlib.Path(sysconfig.get_config_var("LIBDIR"))
-ldlibrary = sysconfig.get_config_var("LDLIBRARY")
-assert sysconfig.get_config_var("Py_ENABLE_SHARED") == 1
-assert ldlibrary
-assert (libdir / ldlibrary).exists(), libdir / ldlibrary
-print(libdir)
-PY
-)"
-
-  export LD_LIBRARY_PATH="${python_libdir}:${LD_LIBRARY_PATH:-}"
-  export LIBRARY_PATH="${python_libdir}:${LIBRARY_PATH:-}"
 }

 run_style_clippy() {
-  install_cargo_binstall
  install_cargo_sort
-  install_cargo_deny

  log_section "Checking Rust formatting"
  cargo fmt --manifest-path rust/Cargo.toml --all -- --check
@@ -153,13 +119,6 @@ run_style_clippy() {
  log_section "Checking Cargo.toml ordering"
  cargo sort --workspace --check rust

-  log_section "Checking Rust dependency bans"
-  cargo deny \
-    --manifest-path rust/Cargo.toml \
-    --config rust/deny.toml \
-    check \
-    bans
-
  log_section "Running clippy"
  cargo clippy \
    --manifest-path rust/Cargo.toml \
@@ -173,8 +132,6 @@ run_style_clippy() {

 run_tests() {
  install_uv
-  setup_pyo3_python
-  install_cargo_binstall
  install_cargo_nextest

  log_section "Running cargo nextest"
@@ -49,7 +49,6 @@ for BACK in "${BACKENDS[@]}"; do
    --data-parallel-size 2 \
    --enable-expert-parallel \
    --enable-eplb \
-    --eplb-config '{"use_async": false}' \
    --trust-remote-code \
    --max-model-len 2048 \
    --all2all-backend "$BACK" \
@@ -33,14 +33,6 @@ if [[ -n "${ATTENTION_BACKEND:-}" ]]; then
  EXTRA_ARGS+=(--attention-backend "${ATTENTION_BACKEND}")
 fi

-# ROCm: run eager to avoid intermittent HIP-graph decode corruption.
-# See https://github.com/ROCm/clr/issues/279
-# TODO(aarushjain29): Revert after TheRock 7.14
-if command -v rocm-smi &> /dev/null || command -v amd-smi &> /dev/null || [[ -d /opt/rocm ]] || [[ -n "${ROCM_PATH:-}" ]]; then
-  echo "ROCm platform detected: adding --enforce-eager to avoid HIP-graph decode corruption"
-  EXTRA_ARGS+=(--enforce-eager)
-fi
-
 cleanup() {
  if [[ -n "${SERVER_PID:-}" ]] && kill -0 "${SERVER_PID}" 2>/dev/null; then
    kill "${SERVER_PID}" 2>/dev/null || true
@@ -48,7 +48,7 @@ for BACK in "${BACKENDS[@]}"; do
    --enforce-eager \
    --enable-eplb \
    --all2all-backend "$BACK" \
-    --eplb-config '{"window_size":10, "step_interval":100, "num_redundant_experts":0, "log_balancedness":true, "use_async":false}' \
+    --eplb-config '{"window_size":10, "step_interval":100, "num_redundant_experts":0, "log_balancedness":true}' \
    --tensor-parallel-size "${TENSOR_PARALLEL_SIZE}" \
    --data-parallel-size "${DATA_PARALLEL_SIZE}" \
    --enable-expert-parallel \
@@ -18,10 +18,6 @@ wait_for_server() {

 MODEL="Qwen/Qwen3-30B-A3B-FP8"
 BACK="allgather_reducescatter"
-if command -v rocm-smi &> /dev/null || [[ -d /opt/rocm ]] || [[ -n "${ROCM_PATH:-}" ]]; then
-  # Disable MOE padding for ROCm since it is causing eplb to fail.
-  export VLLM_ROCM_MOE_PADDING=0
-fi

 cleanup() {
  if [[ -n "${SERVER_PID:-}" ]] && kill -0 "${SERVER_PID}" 2>/dev/null; then
@@ -70,7 +70,7 @@ echo "============================================"
 # ---- Install bfcl-eval if missing ----
 if ! python3 -c "import bfcl_eval" 2>/dev/null; then
    echo "Installing bfcl-eval..."
-    uv pip install "bfcl-eval>=2025.10.20.1,<2026"
+    pip install "bfcl-eval>=2025.10.20.1,<2026"
 fi

 # ---- Cleanup handler ----
@@ -100,7 +100,7 @@ SERVE_ARGS=(
    --tensor-parallel-size "$TP_SIZE"
    --max-model-len "$MAX_MODEL_LEN"
    --enforce-eager
-    --enable-prefix-caching
+    --no-enable-prefix-caching
 )

 # Append reasoning parser if specified
@@ -23,7 +23,6 @@ NC='\033[0m' # No Color
 # Default configuration
 PIPELINE="ci"
 DRY_RUN=true
-TORCH_NIGHTLY=false

 usage() {
    cat <<EOF
@@ -35,14 +34,12 @@ Sets RUN_ALL=1 and NIGHTLY=1 environment variables.
 SAFETY: Dry-run by default. Use --execute to actually trigger a build.

 Options:
-    --execute        Actually trigger the build (default: dry-run)
-    --pipeline       Buildkite pipeline slug (default: ${PIPELINE})
-    --commit         Override commit SHA (default: current HEAD)
-    --branch         Override branch name (default: current branch)
-    --message        Custom build message (default: auto-generated)
-    --torch-nightly  Also build and run the full suite against torch nightly
-                     (sets TORCH_NIGHTLY=1)
-    --help           Show this help message
+    --execute       Actually trigger the build (default: dry-run)
+    --pipeline      Buildkite pipeline slug (default: ${PIPELINE})
+    --commit        Override commit SHA (default: current HEAD)
+    --branch        Override branch name (default: current branch)
+    --message       Custom build message (default: auto-generated)
+    --help          Show this help message

 Prerequisites:
    - bk CLI installed: brew tap buildkite/buildkite && brew install buildkite/buildkite/bk
@@ -52,7 +49,6 @@ Examples:
    $(basename "$0")                        # Dry-run, show what would happen
    $(basename "$0") --execute              # Actually trigger the build
    $(basename "$0") --pipeline ci-shadow   # Dry-run with different pipeline
-    $(basename "$0") --torch-nightly        # Dry-run a full torch-nightly run
 EOF
    exit 1
 }
@@ -100,10 +96,6 @@ while [[ $# -gt 0 ]]; do
            MESSAGE="$2"
            shift 2
            ;;
-        --torch-nightly)
-            TORCH_NIGHTLY=true
-            shift
-            ;;
        --help|-h)
            usage
            ;;
@@ -179,17 +171,11 @@ if [[ $(echo "$REMOTE_BRANCHES" | wc -l) -gt 5 ]]; then
 fi
 echo ""

-# Environment variables passed to the build.
-BUILD_ENV=("RUN_ALL=1" "NIGHTLY=1")
-if [[ "$TORCH_NIGHTLY" == true ]]; then
-    BUILD_ENV+=("TORCH_NIGHTLY=1")
-fi
-
 log_info "Pipeline: ${PIPELINE}"
 log_info "Branch: ${BRANCH}"
 log_info "Commit: ${COMMIT}"
 log_info "Message: ${MESSAGE}"
-log_info "Environment: ${BUILD_ENV[*]}"
+log_info "Environment: RUN_ALL=1, NIGHTLY=1"
 echo ""

 # Build the command
@@ -201,10 +187,9 @@ CMD=(bk build create
    --commit "${COMMIT}"
    --branch "${BRANCH}"
    --message "${MESSAGE}"
+    --env "RUN_ALL=1"
+    --env "NIGHTLY=1"
 )
-for env_var in "${BUILD_ENV[@]}"; do
-    CMD+=(--env "${env_var}")
-done

 if [[ "$DRY_RUN" == true ]]; then
    echo "=========================================="
@@ -225,14 +210,8 @@ if [[ "$DRY_RUN" == true ]]; then
    echo "    --commit '$(escape_for_shell "${COMMIT}")' \\"
    echo "    --branch '$(escape_for_shell "${BRANCH}")' \\"
    echo "    --message '$(escape_for_shell "${MESSAGE}")' \\"
-    last_idx=$(( ${#BUILD_ENV[@]} - 1 ))
-    for i in "${!BUILD_ENV[@]}"; do
-        if [[ $i -eq $last_idx ]]; then
-            echo "    --env '$(escape_for_shell "${BUILD_ENV[$i]}")'"
-        else
-            echo "    --env '$(escape_for_shell "${BUILD_ENV[$i]}")' \\"
-        fi
-    done
+    echo "    --env 'RUN_ALL=1' \\"
+    echo "    --env 'NIGHTLY=1'"
    echo ""
    echo "=========================================="
    echo -e "${YELLOW}To actually trigger this build, run:${NC}"
@@ -6,14 +6,8 @@ set -ex
 # manylinux platform tag with auditwheel.
 # Index generation is handled separately by generate-and-upload-nightly-index.sh.

-# auditwheel is Linux-only; macOS wheels already carry a valid tag, so skip the
-# manylinux retag for them.
-WHEEL_PLATFORM="${VLLM_WHEEL_PLATFORM:-linux}"
-
-if [[ "$WHEEL_PLATFORM" == "linux" ]]; then
-  # shellcheck source=lib/manylinux.sh
-  source .buildkite/scripts/lib/manylinux.sh
-fi
+# shellcheck source=lib/manylinux.sh
+source .buildkite/scripts/lib/manylinux.sh

 BUCKET="vllm-wheels"
 SUBPATH=$BUILDKITE_COMMIT
@@ -33,10 +27,8 @@ wheel="${wheel_files[0]}"

 # ========= detect manylinux tag and rename ==========

-if [[ "$WHEEL_PLATFORM" == "linux" ]]; then
-  wheel="$(apply_manylinux_tag "$wheel")"
-  echo "Renamed wheel to: $wheel"
-fi
+wheel="$(apply_manylinux_tag "$wheel")"
+echo "Renamed wheel to: $wheel"

 # Extract the version from the wheel
 version=$(unzip -p "$wheel" '**/METADATA' | grep '^Version: ' | cut -d' ' -f2)
@@ -113,8 +113,8 @@ $PYTHON .buildkite/scripts/generate-nightly-index.py \
 echo "Uploading indices to $S3_COMMIT_PREFIX"
 aws s3 cp --recursive "$INDICES_OUTPUT_DIR/" "$S3_COMMIT_PREFIX"

-# Only scheduled nightly builds should update the moving nightly index.
-if [[ "${NIGHTLY:-0}" == "1" ]]; then
+# Update rocm/nightly/ if on main branch and not a PR
+if [[ "$BUILDKITE_BRANCH" == "main" && "$BUILDKITE_PULL_REQUEST" == "false" ]] || [[ "$NIGHTLY" == "1" ]]; then
    echo "Updating rocm/nightly/ index..."
    aws s3 cp --recursive "$INDICES_OUTPUT_DIR/" "s3://$BUCKET/rocm/nightly/"
 fi
@@ -147,7 +147,7 @@ echo ""
 echo "Install command (by commit):"
 echo "  pip install vllm --extra-index-url https://${BUCKET}.s3.amazonaws.com/$ROCM_SUBPATH/"
 echo ""
-if [[ "${NIGHTLY:-0}" == "1" ]]; then
+if [[ "$BUILDKITE_BRANCH" == "main" ]] || [[ "$NIGHTLY" == "1" ]]; then
    echo "Install command (nightly):"
    echo "  pip install vllm --extra-index-url https://${BUCKET}.s3.amazonaws.com/rocm/nightly/"
 fi
@@ -1,13 +0,0 @@
-#!/bin/bash
-
-set -euo pipefail
-
-REGISTRY="public.ecr.aws/q9t5s3a7"
-REPO="vllm-release-repo"
-ARCH_TAG="${BUILDKITE_COMMIT}-$(uname -m)-xpu"
-PLATFORM_TAG="${BUILDKITE_COMMIT}-xpu"
-
-aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin ${REGISTRY}
-docker manifest rm ${REGISTRY}/${REPO}:${PLATFORM_TAG} || true
-docker manifest create ${REGISTRY}/${REPO}:${PLATFORM_TAG} ${REGISTRY}/${REPO}:${ARCH_TAG} --amend
-docker manifest push ${REGISTRY}/${REPO}:${PLATFORM_TAG}
@@ -1,21 +0,0 @@
-#!/bin/bash
-
-set -ex
-
-ORIG_TAG_NAME="$BUILDKITE_COMMIT"
-REPO="vllm/vllm-openai-xpu"
-
-echo "Pushing original XPU tag ${ORIG_TAG_NAME}-xpu to nightly tags in ${REPO}"
-
-aws ecr-public get-login-password --region us-east-1 | docker login --username AWS --password-stdin public.ecr.aws/q9t5s3a7
-docker pull public.ecr.aws/q9t5s3a7/vllm-release-repo:"$ORIG_TAG_NAME"-x86_64-xpu
-
-docker tag public.ecr.aws/q9t5s3a7/vllm-release-repo:"$ORIG_TAG_NAME"-x86_64-xpu ${REPO}:nightly-x86_64
-docker push ${REPO}:nightly-x86_64
-
-docker manifest rm ${REPO}:nightly || true
-docker manifest rm ${REPO}:nightly-"$BUILDKITE_COMMIT" || true
-docker manifest create ${REPO}:nightly ${REPO}:nightly-x86_64 --amend
-docker manifest create ${REPO}:nightly-"$BUILDKITE_COMMIT" ${REPO}:nightly-x86_64 --amend
-docker manifest push ${REPO}:nightly
-docker manifest push ${REPO}:nightly-"$BUILDKITE_COMMIT"
@@ -2,9 +2,9 @@ group: Attention
 depends_on: 
  - image-build
 steps:
- label: V1 attention (H100-MI300)
-  key: v1-attention-h100-mi300
-  timeout_in_minutes: 85
+- label: V1 attention (H100)
+  key: v1-attention-h100
+  timeout_in_minutes: 30
  device: h100
  source_file_dependencies:
    - vllm/config/attention.py
@@ -12,27 +12,11 @@ steps:
    - vllm/v1/attention
    - tests/v1/attention
  commands:
-    - pytest -v -s v1/attention --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT
-  parallelism: 2
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 125
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/config/attention.py
-      - vllm/model_executor/layers/attention
-      - vllm/v1/attention
-      - tests/v1/attention
-      - vllm/_aiter_ops.py
-      - vllm/envs.py
-      - vllm/platforms/rocm.py
+    - pytest -v -s v1/attention

 - label: V1 attention (B200)
  key: v1-attention-b200
-  timeout_in_minutes: 80
+  timeout_in_minutes: 30
  device: b200-k8s
  source_file_dependencies:
    - vllm/config/attention.py
@@ -40,5 +24,4 @@ steps:
    - vllm/v1/attention
    - tests/v1/attention
  commands:
-    - pytest -v -s v1/attention --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT
-  parallelism: 2
+    - pytest -v -s v1/attention
@@ -4,22 +4,15 @@ depends_on:
 steps:
 - label: Basic Correctness
  key: basic-correctness
-  timeout_in_minutes: 68
+  timeout_in_minutes: 30
  device: h200_18gb
  source_file_dependencies:
  - vllm/
  - tests/basic_correctness/test_basic_correctness
  - tests/basic_correctness/test_cpu_offload
-  - tests/basic_correctness/test_mem.py
+  - tests/basic_correctness/test_cumem.py
  commands:
  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s basic_correctness/test_mem.py
+  - pytest -v -s basic_correctness/test_cumem.py
  - pytest -v -s basic_correctness/test_basic_correctness.py
  - pytest -v -s basic_correctness/test_cpu_offload.py
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 60
-      depends_on:
-      - image-build-amd
@@ -4,20 +4,13 @@ depends_on:
 steps:
 - label: Benchmarks CLI Test
  key: benchmarks-cli-test
-  timeout_in_minutes: 45
+  timeout_in_minutes: 20
  device: h200_18gb
  source_file_dependencies:
  - vllm/
  - tests/benchmarks/
  commands:
  - pytest -v -s benchmarks/
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 40
-      depends_on:
-      - image-build-amd

 - label: Attention Benchmarks Smoke Test (B200)
  key: attention-benchmarks-smoke-test-b200
@@ -25,9 +18,9 @@ steps:
  num_gpus: 2
  optional: true
  working_dir: "/vllm-workspace/"
-  timeout_in_minutes: 20
+  timeout_in_minutes: 10
  source_file_dependencies:
  - benchmarks/attention_benchmarks/
  - vllm/v1/attention/
  commands:
-  - python3 benchmarks/attention_benchmarks/benchmark.py --backends flash flashinfer --batch-specs "8q1s1k"
+  - python3 benchmarks/attention_benchmarks/benchmark.py --backends flash flashinfer --batch-specs "8q1s1k" --repeats 1 --warmup-iters 1
@@ -4,7 +4,7 @@ depends_on:
 steps:
 - label: Sequence Parallel Correctness Tests (2 GPUs)
  key: sequence-parallel-correctness-tests-2-gpus
-  timeout_in_minutes: 80
+  timeout_in_minutes: 50
  working_dir: "/vllm-workspace/"
  num_devices: 2
  source_file_dependencies:
@@ -19,7 +19,7 @@ steps:

 - label: Sequence Parallel Correctness Tests (2xH100)
  key: sequence-parallel-correctness-tests-2xh100
-  timeout_in_minutes: 75
+  timeout_in_minutes: 50
  working_dir: "/vllm-workspace/"
  device: h100
  optional: true
@@ -30,7 +30,7 @@ steps:

 - label: AsyncTP Correctness Tests (2xH100)
  key: asynctp-correctness-tests-2xh100
-  timeout_in_minutes: 30
+  timeout_in_minutes: 50
  working_dir: "/vllm-workspace/"
  device: h100
  optional: true
@@ -41,7 +41,7 @@ steps:

 - label: AsyncTP Correctness Tests (B200)
  key: asynctp-correctness-tests-b200
-  timeout_in_minutes: 30
+  timeout_in_minutes: 50
  working_dir: "/vllm-workspace/"
  device: b200-k8s
  optional: true
@@ -52,7 +52,7 @@ steps:

 - label: Distributed Compile Unit Tests (2xH100)
  key: distributed-compile-unit-tests-2xh100
-  timeout_in_minutes: 45
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/"
  device: h100
  num_devices: 2
@@ -66,7 +66,7 @@ steps:

 - label: Fusion and Compile Unit Tests (2xB200)
  key: fusion-and-compile-unit-tests-2xb200
-  timeout_in_minutes: 30
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/"
  device: b200-k8s
  source_file_dependencies:
@@ -96,7 +96,7 @@ steps:

 - label: Fusion E2E Quick (H100)
  key: fusion-e2e-quick-h100
-  timeout_in_minutes: 25
+  timeout_in_minutes: 15
  working_dir: "/vllm-workspace/"
  device: h100
  num_devices: 1
@@ -115,7 +115,7 @@ steps:

 - label: Fusion E2E Config Sweep (H100)
  key: fusion-e2e-config-sweep-h100
-  timeout_in_minutes: 25
+  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/"
  device: h100
  num_devices: 1
@@ -149,7 +149,7 @@ steps:

 - label: Fusion E2E TP2 Quick (H100)
  key: fusion-e2e-tp2-quick-h100
-  timeout_in_minutes: 35
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/"
  device: h100
  num_devices: 2
@@ -167,7 +167,7 @@ steps:

 - label: Fusion E2E TP2 AR-RMS Config Sweep (H100)
  key: fusion-e2e-tp2-ar-rms-config-sweep-h100
-  timeout_in_minutes: 30
+  timeout_in_minutes: 40
  working_dir: "/vllm-workspace/"
  device: h100
  num_devices: 2
@@ -207,7 +207,7 @@ steps:

 - label: Fusion E2E TP2 (B200)
  key: fusion-e2e-tp2-b200
-  timeout_in_minutes: 45
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/"
  device: b200-k8s
  num_devices: 2
@@ -2,9 +2,9 @@ group: CUDA
 depends_on: 
  - image-build
 steps:
- label: Platform Tests
-  key: platform-tests
-  timeout_in_minutes: 20
+- label: Platform Tests (CUDA)
+  key: platform-tests-cuda
+  timeout_in_minutes: 15
  device: h200_18gb
  source_file_dependencies:
  - vllm/envs.py
@@ -16,21 +16,16 @@ steps:
  commands:
    - pytest -v -s cuda/test_cuda_context.py
    - pytest -v -s cuda/test_platform_no_cuda_init.py
-    - pytest -v -s cuda/test_cuda_compatibility_path.py

 - label: Cudagraph
-  device: h200_35gb
  key: cudagraph
-  timeout_in_minutes: 30
+  timeout_in_minutes: 20
  source_file_dependencies:
  - tests/v1/cudagraph
  - vllm/v1/cudagraph_dispatcher.py
  - vllm/config/compilation.py
  - vllm/compilation
-  - vllm/v1/worker/encoder_cudagraph.py
-  - vllm/v1/worker/encoder_cudagraph_defs.py
  commands:
    - pytest -v -s v1/cudagraph/test_cudagraph_dispatch.py
    - pytest -v -s v1/cudagraph/test_cudagraph_mode.py
-    - pytest -v -s v1/cudagraph/test_breakable_cudagraph.py
-    - pytest -v -s v1/cudagraph/test_encoder_cudagraph.py
+    - pytest -v -s v1/cudagraph/test_breakable_cudagraph.py
@@ -4,54 +4,26 @@ depends_on:
 steps:
 - label: Distributed NixlConnector PD accuracy (4 GPUs)
  key: distributed-nixlconnector-pd-accuracy-4-gpus
-  timeout_in_minutes: 55
-  working_dir: "/vllm-workspace/tests"
-  num_devices: 4
-  source_file_dependencies:
-    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-    - tests/v1/kv_connector/nixl_integration/
-  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-    - bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
-  mirror:
-    amd:
-      dind: false
-      device: mi300_4
-      timeout_in_minutes: 60
-      depends_on:
-        - image-build-amd
-      source_file_dependencies:
-        - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-        - tests/v1/kv_connector/nixl_integration/
-        - vllm/platforms/rocm.py
-      commands:
-        - uv pip install --system -r /vllm-workspace/requirements/kv_connectors_rocm.txt
-        - ATTENTION_BACKEND=TRITON_ATTN bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
-
- label: Distributed FlashInfer NixlConnector PD accuracy (4 GPUs)
-  key: distributed-flashinfer-nixlconnector-pd-accuracy-4-gpus
-  timeout_in_minutes: 55
-  working_dir: "/vllm-workspace/tests"
-  num_devices: 4
-  source_file_dependencies:
-    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-    - tests/v1/kv_connector/nixl_integration/
-  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-    - FLASHINFER=1 bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
-
- label: Push NixlConnector PP prefill PD accuracy (4 GPUs)
-  key: push-nixlconnector-pp-prefill-pd-accuracy-4-gpus
  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
    - tests/v1/kv_connector/nixl_integration/
-    - tests/v1/kv_connector/nixl_push_integration/
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-    - bash v1/kv_connector/nixl_push_integration/config_sweep_accuracy_test.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
+    - bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
+- label: Distributed FlashInfer NixlConnector PD accuracy (4 GPUs)
+  key: distributed-flashinfer-nixlconnector-pd-accuracy-4-gpus
+  timeout_in_minutes: 30
+  working_dir: "/vllm-workspace/tests"
+  num_devices: 4
+  source_file_dependencies:
+    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
+    - tests/v1/kv_connector/nixl_integration/
+  commands:
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
+    - FLASHINFER=1 bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh

 - label: DP EP Distributed NixlConnector PD accuracy tests (4 GPUs)
  key: dp-ep-distributed-nixlconnector-pd-accuracy-tests-4-gpus
@@ -62,108 +34,36 @@ steps:
    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
    - tests/v1/kv_connector/nixl_integration/
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
    - DP_EP=1 bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
-  mirror:
-    amd:
-      dind: false
-      device: mi300_4
-      timeout_in_minutes: 40
-      depends_on:
-        - image-build-amd
-      source_file_dependencies:
-        - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-        - tests/v1/kv_connector/nixl_integration/
-        - vllm/platforms/rocm.py
-      commands:
-        - uv pip install --system -r /vllm-workspace/requirements/kv_connectors_rocm.txt
-        - DP_EP=1 ATTENTION_BACKEND=TRITON_ATTN bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh

 - label: CrossLayer KV layout Distributed NixlConnector PD accuracy tests (4 GPUs)
  key: crosslayer-kv-layout-distributed-nixlconnector-pd-accuracy-tests-4-gpus
-  timeout_in_minutes: 55
+  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
    - tests/v1/kv_connector/nixl_integration/
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
    - CROSS_LAYERS_BLOCKS=True bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
-  mirror:
-    amd:
-      dind: false
-      device: mi300_4
-      timeout_in_minutes: 60
-      depends_on:
-        - image-build-amd
-      source_file_dependencies:
-        - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-        - tests/v1/kv_connector/nixl_integration/
-        - vllm/platforms/rocm.py
-      commands:
-        - uv pip install --system -r /vllm-workspace/requirements/kv_connectors_rocm.txt
-        - CROSS_LAYERS_BLOCKS=True ATTENTION_BACKEND=TRITON_ATTN bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh

 - label: Hybrid SSM NixlConnector PD accuracy tests (4 GPUs)
  key: hybrid-ssm-nixlconnector-pd-accuracy-tests-4-gpus
-  timeout_in_minutes: 60
+  timeout_in_minutes: 25
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
    - tests/v1/kv_connector/nixl_integration/
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
    - HYBRID_SSM=1 bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
-  mirror:
-    amd:
-      dind: false
-      device: mi300_4
-      timeout_in_minutes: 55
-      depends_on:
-        - image-build-amd
-      source_file_dependencies:
-        - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-        - tests/v1/kv_connector/nixl_integration/
-        - vllm/platforms/rocm.py
-      commands:
-        - uv pip install --system -r /vllm-workspace/requirements/kv_connectors_rocm.txt
-        - HYBRID_SSM=1 ATTENTION_BACKEND=TRITON_ATTN bash v1/kv_connector/nixl_integration/config_sweep_accuracy_test.sh
-
- label: NixlConnector PD edge case test (2 GPUs)
-  key: nixlconnector-pd-edge-cases-2-gpus
-  timeout_in_minutes: 40
-  working_dir: "/vllm-workspace/tests"
-  num_devices: 2
-  source_file_dependencies:
-    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-    - vllm/v1/core/sched/
-    - tests/v1/kv_connector/nixl_integration/
-  env:
-    PREFILL_GPU_ID: "0"
-    DECODE_GPU_ID: "1"
-  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-    - bash v1/kv_connector/nixl_integration/run_edge_case_test.sh
-
- label: Hybrid SSM NixlConnector PD prefix cache test (2 GPUs)
-  key: hybrid-ssm-nixlconnector-pd-prefix-cache-2-gpus
-  timeout_in_minutes: 25
-  working_dir: "/vllm-workspace/tests"
-  num_devices: 2
-  source_file_dependencies:
-    - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-    - vllm/v1/core/sched/
-    - vllm/v1/core/kv_cache_coordinator.py
-    - tests/v1/kv_connector/nixl_integration/
-  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-    - bash v1/kv_connector/nixl_integration/run_mamba_prefix_cache_test.sh

 - label: MultiConnector (Nixl+Offloading) PD accuracy (2 GPUs)
  key: multiconnector-nixl-offloading-pd-accuracy-2-gpus
-  timeout_in_minutes: 40
+  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -173,12 +73,12 @@ steps:
    - vllm/distributed/kv_transfer/kv_connector/v1/offloading/
    - tests/v1/kv_connector/nixl_integration/
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
    - bash v1/kv_connector/nixl_integration/run_multi_connector_accuracy_test.sh

 - label: NixlConnector PD + Spec Decode acceptance (2 GPUs)
  key: nixlconnector-pd-spec-decode-acceptance-2-gpus
-  timeout_in_minutes: 45
+  timeout_in_minutes: 30
  device: a100
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
@@ -187,27 +87,12 @@ steps:
    - vllm/v1/worker/kv_connector_model_runner_mixin.py
    - tests/v1/kv_connector/nixl_integration/
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
    - bash v1/kv_connector/nixl_integration/config_sweep_spec_decode_test.sh
-  mirror:
-    amd:
-      dind: false
-      device: mi300_2
-      timeout_in_minutes: 45
-      depends_on:
-        - image-build-amd
-      source_file_dependencies:
-        - vllm/distributed/kv_transfer/kv_connector/v1/nixl/
-        - vllm/v1/worker/kv_connector_model_runner_mixin.py
-        - tests/v1/kv_connector/nixl_integration/
-        - vllm/platforms/rocm.py
-      commands:
-        - uv pip install --system -r /vllm-workspace/requirements/kv_connectors_rocm.txt
-        - KV_CACHE_MEMORY_BYTES=8G ATTENTION_BACKEND=TRITON_ATTN bash v1/kv_connector/nixl_integration/config_sweep_spec_decode_test.sh

 - label: MultiConnector (Nixl+Offloading) PD edge cases (2 GPUs)
  key: multiconnector-nixl-offloading-pd-edge-cases-2-gpus
-  timeout_in_minutes: 25
+  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -217,27 +102,5 @@ steps:
    - vllm/distributed/kv_transfer/kv_connector/v1/offloading/
    - tests/v1/kv_connector/nixl_integration/
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-    - bash v1/kv_connector/nixl_integration/run_multi_connector_edge_case_test.sh
-
-# P TP 4 - D DPEP 4 test case for DSv4-Flash
- label: DSv4-Flash Disaggregated DP EP
-  key: dsv4-flash-disaggregated
-  timeout_in_minutes: 60
-  device: h200
-  optional: true
-  working_dir: "/vllm-workspace/tests"
-  num_devices: 8
-  env:
-    ENABLE_HMA_FLAG: "1"
-    DP_EP: "1"
-    GPU_MEMORY_UTILIZATION: "0.85"
-    PREFILLER_TP_SIZE: "4"
-    DECODER_TP_SIZE: "4"
-    PREFILL_BLOCK_SIZE: "256"
-    DECODE_BLOCK_SIZE: "256"
-    MODEL_NAMES: "deepseek-ai/DeepSeek-V4-Flash"
-    VLLM_SERVE_EXTRA_ARGS: "--trust-remote-code,--kv-cache-dtype,fp8"
-  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-    - bash v1/kv_connector/nixl_integration/run_accuracy_test.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
+    - bash v1/kv_connector/nixl_integration/run_multi_connector_edge_case_test.sh
@@ -4,7 +4,7 @@ depends_on:
 steps:
 - label: Distributed Comm Ops
  key: distributed-comm-ops
-  timeout_in_minutes: 25
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -18,7 +18,7 @@ steps:

 - label: Distributed DP Tests (2 GPUs)
  key: distributed-dp-tests-2-gpus
-  timeout_in_minutes: 35
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -37,27 +37,10 @@ steps:
  - TP_SIZE=1 DP_SIZE=2 pytest -v -s v1/distributed/test_eagle_dp.py
  - TP_SIZE=1 DP_SIZE=2 pytest -v -s v1/distributed/test_external_lb_dp.py
  - DP_SIZE=2 pytest -v -s entrypoints/openai/test_multi_api_servers.py
-  mirror:
-    amd:
-      dind: false
-      device: mi300_2
-      timeout_in_minutes: 45
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/distributed/
-      - vllm/engine/
-      - vllm/executor/
-      - vllm/worker/worker_base.py
-      - vllm/v1/engine/
-      - vllm/v1/worker/
-      - tests/v1/distributed
-      - tests/entrypoints/openai/test_multi_api_servers.py
-      - vllm/platforms/rocm.py

 - label: Distributed Compile + RPC Tests (2 GPUs)
  key: distributed-compile-rpc-tests-2-gpus
-  timeout_in_minutes: 65
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -80,7 +63,7 @@ steps:

 - label: Distributed Torchrun + Shutdown Tests (2 GPUs)
  key: distributed-torchrun-shutdown-tests-2-gpus
-  timeout_in_minutes: 30
+  timeout_in_minutes: 20
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -135,7 +118,7 @@ steps:

 - label: Distributed DP Tests (4 GPUs)
  key: distributed-dp-tests-4-gpus
-  timeout_in_minutes: 45
+  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
@@ -156,7 +139,7 @@ steps:

 - label: Distributed Compile + Comm (4 GPUs)
  key: distributed-compile-comm-4-gpus
-  timeout_in_minutes: 70
+  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
@@ -176,9 +159,9 @@ steps:
  # test multi-node TP with multiproc executor (simulated on single node)
  - pytest -v -s distributed/test_multiproc_executor.py::test_multiproc_executor_multi_node

- label: Distributed Tests (8xH100)
-  key: distributed-tests-8xh100
-  timeout_in_minutes: 20
+- label: Distributed Tests (8 GPUs)(H100)
+  key: distributed-tests-8-gpus-h100
+  timeout_in_minutes: 10
  device: h100
  num_devices: 8
  working_dir: "/vllm-workspace/tests"
@@ -197,8 +180,8 @@ steps:
  # test with torchrun tp=2 and dp=4 with ep
  - torchrun --nproc-per-node=8 ../examples/features/torchrun/torchrun_dp_example_offline.py --tp-size=2 --pp-size=1 --dp-size=4 --enable-ep

- label: Distributed Tests (4xA100)
-  key: distributed-tests-4xa100
+- label: Distributed Tests (4 GPUs)(A100)
+  key: distributed-tests-4-gpus-a100
  device: a100
  optional: true
  num_devices: 4
@@ -212,9 +195,9 @@ steps:
  - TARGET_TEST_SUITE=A100 pytest basic_correctness/ -v -s -m 'distributed(num_gpus=2)'
  - pytest -v -s -x lora/test_mixtral.py

- label: Distributed Tests (2xH100-2xMI300)
-  key: distributed-tests-2xh100-2xmi300
-  timeout_in_minutes: 30
+- label: Distributed Tests (2 GPUs)(H100)
+  key: distributed-tests-2-gpus-h100
+  timeout_in_minutes: 15
  device: h100
  optional: true
  working_dir: "/vllm-workspace/"
@@ -227,15 +210,15 @@ steps:
    - VLLM_ALLOW_INSECURE_SERIALIZATION=1 pytest -v -s tests/distributed/test_weight_transfer.py
    - pytest -v -s tests/distributed/test_packed_tensor.py

- label: Distributed Tests (2xB200)
-  key: distributed-tests-2xb200
+- label: Distributed Tests (2 GPUs)(B200)
+  key: distributed-tests-2-gpus-b200
  device: b200-k8s
  optional: true
  working_dir: "/vllm-workspace/"
  num_devices: 2
  commands:
    - pytest -v -s tests/distributed/test_context_parallel.py
-    - pytest -v -s tests/distributed/test_nccl_symm_mem.py
+    - pytest -v -s tests/distributed/test_nccl_symm_mem_allreduce.py
    - pytest -v -s tests/v1/distributed/test_dbo.py
    - pytest -v -s tests/distributed/test_mnnvl_alltoall.py

@@ -261,7 +244,7 @@ steps:

 - label: Pipeline + Context Parallelism (4 GPUs)
  key: pipeline-context-parallelism-4-gpus
-  timeout_in_minutes: 55
+  timeout_in_minutes: 60
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
@@ -276,7 +259,7 @@ steps:

 - label: RayExecutorV2 (4 GPUs)
  key: rayexecutorv2-4-gpus
-  timeout_in_minutes: 45
+  timeout_in_minutes: 60
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
@@ -3,7 +3,7 @@ depends_on:
  - image-build-cpu
 steps:
 - label: Docker Build Metadata
-  timeout_in_minutes: 20
+  timeout_in_minutes: 10
  device: cpu-small
  source_file_dependencies:
    - .buildkite/release-pipeline.yaml
@@ -2,9 +2,9 @@ group: E2E Integration
 depends_on: 
  - image-build
 steps:
- label: DeepSeek V2-Lite Sync EPLB Accuracy (4xH100)
-  key: deepseek-v2-lite-sync-eplb-accuracy-4xh100
-  timeout_in_minutes: 25
+- label: DeepSeek V2-Lite Accuracy
+  key: deepseek-v2-lite-accuracy
+  timeout_in_minutes: 60
  device: h100
  optional: true
  num_devices: 4
@@ -12,9 +12,9 @@ steps:
  commands:
  - bash .buildkite/scripts/scheduled_integration_test/deepseek_v2_lite_ep_eplb.sh 0.25 200 8010

- label: Qwen3-30B-A3B-FP8-block Sync EPLB Accuracy (4xH100)
-  key: qwen3-30b-a3b-fp8-block-sync-eplb-accuracy-4xh100
-  timeout_in_minutes: 25
+- label: Qwen3-30B-A3B-FP8-block Accuracy
+  key: qwen3-30b-a3b-fp8-block-accuracy
+  timeout_in_minutes: 60
  device: h100
  optional: true
  num_devices: 4
@@ -22,9 +22,9 @@ steps:
  commands:
  - bash .buildkite/scripts/scheduled_integration_test/qwen30b_a3b_fp8_block_ep_eplb.sh 0.8 200 8020

- label: Qwen3-30B-A3B-FP8-block Sync EPLB Accuracy (2xB200)
-  key: qwen3-30b-a3b-fp8-block-sync-eplb-accuracy-2xb200
-  timeout_in_minutes: 20
+- label: Qwen3-30B-A3B-FP8-block Accuracy (B200)
+  key: qwen3-30b-a3b-fp8-block-accuracy-b200
+  timeout_in_minutes: 60
  device: b200-k8s
  optional: true
  num_devices: 2
@@ -34,7 +34,7 @@ steps:

 - label: Qwen3-30B-A3B-FP8 DP4 Async EPLB Accuracy
  key: qwen3-30b-a3b-fp8-dp4-async-eplb-accuracy
-  timeout_in_minutes: 25
+  timeout_in_minutes: 60
  device: h100
  optional: true
  num_devices: 4
@@ -44,7 +44,7 @@ steps:

 - label: DeepSeek V2-Lite Prefetch Offload Accuracy (H100)
  key: deepseek-v2-lite-prefetch-offload-accuracy-h100
-  timeout_in_minutes: 20
+  timeout_in_minutes: 60
  device: h100
  optional: true
  num_devices: 1
@@ -4,7 +4,7 @@ depends_on:
 steps:
 - label: Engine
  key: engine
-  timeout_in_minutes: 30
+  timeout_in_minutes: 15
  device: h200_18gb
  source_file_dependencies:
  - vllm/compilation/
@@ -26,35 +26,26 @@ steps:
  - tests/test_jit_monitor.py
  commands:
  - pytest -v -s engine test_sequence.py test_config.py test_logger.py test_vllm_port.py test_jit_monitor.py
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 40
-      depends_on:
-      - image-build-amd

 - label: Engine (1 GPU)
  key: engine-1-gpu
-  timeout_in_minutes: 45
+  timeout_in_minutes: 30
  source_file_dependencies:
    - vllm/v1/engine/
    - tests/v1/engine/
-    - tests/v1/test_tensor_ipc_queue.py
  commands:
    - pytest -v -s v1/engine/test_preprocess_error_handling.py
    - pytest -v -s v1/engine --ignore v1/engine/test_preprocess_error_handling.py
-    - pytest -v -s v1/test_tensor_ipc_queue.py
  mirror:
    amd:
-      device: mi250_1
-      timeout_in_minutes: 45
+      device: mi325_1
+      timeout_in_minutes: 40
      depends_on:
      - image-build-amd

 - label: e2e Scheduling (1 GPU)
  key: e2e-scheduling-1-gpu
-  timeout_in_minutes: 53
+  timeout_in_minutes: 30
  device: h200_18gb
  source_file_dependencies:
    - vllm/v1/
@@ -64,33 +55,23 @@ steps:
  mirror:
    amd:
      device: mi250_1
-      timeout_in_minutes: 55
+      timeout_in_minutes: 60
      depends_on:
      - image-build-amd

 - label: e2e Core (1 GPU)
  device: h200_35gb
  key: e2e-core-1-gpu
-  timeout_in_minutes: 40
+  timeout_in_minutes: 30
  source_file_dependencies:
    - vllm/v1/
    - tests/v1/e2e/general/
  commands:
    - pytest -v -s v1/e2e/general --ignore v1/e2e/general/test_async_scheduling.py
-  mirror:
-    amd:
-      device: mi250_1
-      timeout_in_minutes: 50
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/v1/
-      - tests/v1/e2e/general/
-      - vllm/platforms/rocm.py

 - label: V1 e2e (2 GPUs)
  key: v1-e2e-2-gpus
-  timeout_in_minutes: 25 # TODO: Fix timeout after we have more confidence in the test stability
+  timeout_in_minutes: 60 # TODO: Fix timeout after we have more confidence in the test stability
  optional: true
  num_devices: 2
  source_file_dependencies:
@@ -115,17 +96,10 @@ steps:
  commands:
    # Only run tests that need exactly 2 GPUs
    - pytest -v -s v1/e2e/spec_decode/test_spec_decode.py -k "tensor_parallelism"
-  mirror:
-    amd:
-      dind: false
-      device: mi300_2
-      timeout_in_minutes: 30
-      depends_on:
-      - image-build-amd

 - label: V1 e2e (4 GPUs)
  key: v1-e2e-4-gpus
-  timeout_in_minutes: 20 # TODO: Fix timeout after we have more confidence in the test stability
+  timeout_in_minutes: 60 # TODO: Fix timeout after we have more confidence in the test stability
  optional: true
  num_devices: 4
  source_file_dependencies:
@@ -153,7 +127,7 @@ steps:

 - label: V1 e2e (4xH100)
  key: v1-e2e-4xh100
-  timeout_in_minutes: 35
+  timeout_in_minutes: 60
  device: h100
  num_devices: 4
  optional: true
@@ -3,128 +3,140 @@ depends_on:
  - image-build
 steps:
 - label: Entrypoints Unit Tests
-  device: h200_35gb
  key: entrypoints-unit-tests
-  timeout_in_minutes: 25
+  timeout_in_minutes: 10
  working_dir: "/vllm-workspace/tests"
  source_file_dependencies:
  - vllm/entrypoints
-  - tests/entrypoints/unit_tests
-  - tests/entrypoints/weight_transfer
+  - tests/entrypoints/
  commands:
-  - pytest -v -s entrypoints/unit_tests
-  - pytest -v -s entrypoints/weight_transfer
+  - pytest -v -s entrypoints/openai/tool_parsers
+  - pytest -v -s entrypoints/ --ignore=entrypoints/llm --ignore=entrypoints/rpc --ignore=entrypoints/sleep --ignore=entrypoints/serve/instrumentator --ignore=entrypoints/openai --ignore=entrypoints/offline_mode --ignore=entrypoints/test_chat_utils.py  --ignore=entrypoints/pooling --ignore=entrypoints/speech_to_text

 - label: Entrypoints Integration (LLM)
-  device: h200_35gb
  key: entrypoints-integration-llm
-  timeout_in_minutes: 60
+  timeout_in_minutes: 40
  working_dir: "/vllm-workspace/tests"
  source_file_dependencies:
  - vllm/
  - tests/entrypoints/llm
+  - tests/entrypoints/offline_mode
  commands:
  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s entrypoints/llm --ignore=entrypoints/llm/test_generate.py --ignore=entrypoints/llm/test_collective_rpc.py --ignore=entrypoints/llm/offline_mode
+  - pytest -v -s entrypoints/llm --ignore=entrypoints/llm/test_generate.py --ignore=entrypoints/llm/test_collective_rpc.py
  - pytest -v -s entrypoints/llm/test_generate.py # it needs a clean process
-  - pytest -v -s entrypoints/llm/offline_mode # Needs to avoid interference with other tests
+  - pytest -v -s entrypoints/offline_mode # Needs to avoid interference with other tests
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 55
+      device: mi325_1
+      soft_fail: true
      depends_on:
      - image-build-amd

- label: Entrypoints Integration (API Server)
-  key: entrypoints-integration-api-server
-  device: h200_35gb
-  timeout_in_minutes: 75
-  working_dir: "/vllm-workspace/tests"
-  source_file_dependencies:
-  - vllm/
-  - tests/entrypoints/serve
-  - tests/entrypoints/scale_out
-  commands:
-  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s entrypoints/serve --ignore=entrypoints/serve/dev/rpc
-  - PYTHONPATH=/vllm-workspace pytest -v -s entrypoints/serve/dev/rpc
-  - pytest -v -s entrypoints/scale_out
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 65
-      depends_on:
-      - image-build-amd
-
- label: Entrypoints Integration (API Server OpenAI - Part 1)
-  device: h200_35gb
+- label: Entrypoints Integration (API Server openai - Part 1)
  key: entrypoints-integration-api-server-openai-part-1
-  timeout_in_minutes: 68
-  working_dir: "/vllm-workspace/tests"
-  source_file_dependencies:
-  - vllm/
-  - tests/entrypoints/openai
-  - tests/entrypoints/test_chat_utils
-  commands:
-  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s entrypoints/openai --ignore=entrypoints/openai/completion --ignore=entrypoints/openai/chat_completion --ignore=entrypoints/openai/responses --ignore=entrypoints/openai/correctness
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 65
-      depends_on:
-      - image-build-amd
-
- label: Entrypoints Integration (API Server OpenAI - Part 2)
-  device: h200_35gb
-  key: entrypoints-integration-api-server-openai-part-2
-  timeout_in_minutes: 83
-  working_dir: "/vllm-workspace/tests"
-  source_file_dependencies:
-  - vllm/
-  - tests/entrypoints/openai
-  - tests/entrypoints/test_chat_utils
-  commands:
-  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s entrypoints/openai/chat_completion
-  - pytest -v -s entrypoints/openai/completion --ignore=entrypoints/openai/completion/test_tensorizer_entrypoint.py
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 70
-      depends_on:
-      - image-build-amd
-
- label: Entrypoints Integration (API Server Generate)
-  device: h200_35gb
-  key: entrypoints-integration-api-server-generate
  timeout_in_minutes: 50
  working_dir: "/vllm-workspace/tests"
  source_file_dependencies:
  - vllm/
-  - tests/tool_use
-  - tests/entrypoints/tool_parsers
-  - tests/entrypoints/anthropic
-  - tests/entrypoints/generate
+  - tests/entrypoints/openai
+  - tests/entrypoints/test_chat_utils
  commands:
-  - pytest -v -s tool_use
-  - pytest -v -s entrypoints/tool_parsers
-  - pytest -v -s entrypoints/generate
-  - pytest -v -s entrypoints/anthropic
+  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
+  - pytest -v -s entrypoints/openai/chat_completion --ignore=entrypoints/openai/chat_completion/test_chat_with_tool_reasoning.py --ignore=entrypoints/openai/chat_completion/test_oot_registration.py
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 65
+      device: mi325_1
+      soft_fail: true
+      timeout_in_minutes: 80
      depends_on:
      - image-build-amd

- label: Entrypoints Integration (Responses API)
+- label: Entrypoints Integration (API Server openai - Part 2)
+  key: entrypoints-integration-api-server-openai-part-2
+  timeout_in_minutes: 50
+  working_dir: "/vllm-workspace/tests"
+  source_file_dependencies:
+  - vllm/
+  - tests/entrypoints/openai
+  - tests/entrypoints/test_chat_utils
+  commands:
+  - pytest -v -s entrypoints/openai/completion --ignore=entrypoints/openai/completion/test_tensorizer_entrypoint.py
+  - pytest -v -s entrypoints/test_chat_utils.py
+  mirror:
+    amd:
+      device: mi325_1
+      soft_fail: true
+      timeout_in_minutes: 60
+      depends_on:
+      - image-build-amd
+
+- label: Entrypoints Integration (API Server openai - Part 3)
+  key: entrypoints-integration-api-server-openai-part-3
+  timeout_in_minutes: 50
+  device: h200_18gb
+  working_dir: "/vllm-workspace/tests"
+  source_file_dependencies:
+  - vllm/
+  - tests/entrypoints/openai
+  - tests/entrypoints/test_chat_utils
+  commands:
+  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
+  - pytest -v -s entrypoints/openai --ignore=entrypoints/openai/chat_completion --ignore=entrypoints/openai/completion --ignore=entrypoints/openai/correctness/ --ignore=entrypoints/openai/tool_parsers/ --ignore=entrypoints/openai/responses --ignore=entrypoints/openai/test_multi_api_servers.py
+  mirror:
+    amd:
+      device: mi325_1
+      soft_fail: true
+      timeout_in_minutes: 60
+      depends_on:
+      - image-build-amd
+
+- label: Entrypoints Integration (API Server 2)
  device: h200_35gb
+  key: entrypoints-integration-api-server-2
+  timeout_in_minutes: 130
+  working_dir: "/vllm-workspace/tests"
+  source_file_dependencies:
+  - vllm/
+  - tests/entrypoints/rpc
+  - tests/entrypoints/serve/instrumentator
+  - tests/tool_use
+  commands:
+  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
+  - pytest -v -s entrypoints/serve/instrumentator
+  - PYTHONPATH=/vllm-workspace pytest -v -s entrypoints/rpc
+  - pytest -v -s tool_use
+  mirror:
+    amd:
+      device: mi325_1
+      soft_fail: true
+      depends_on:
+      - image-build-amd
+
+- label: Entrypoints Integration (Speech to Text)
+  device: h200_35gb
+  key: entrypoints-integration-speech_to_text
+  timeout_in_minutes: 50
+  working_dir: "/vllm-workspace/tests"
+  source_file_dependencies:
+  - vllm/
+  - tests/entrypoints/speech_to_text
+  commands:
+  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
+  - pytest -v -s entrypoints/speech_to_text
+
+- label: Entrypoints Integration (Pooling)
+  key: entrypoints-integration-pooling
+  timeout_in_minutes: 50
+  working_dir: "/vllm-workspace/tests"
+  source_file_dependencies:
+  - vllm/
+  - tests/entrypoints/pooling
+  commands:
+  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
+  - pytest -v -s entrypoints/pooling
+
+- label: Entrypoints Integration (Responses API)
  key: entrypoints-integration-responses-api
  timeout_in_minutes: 50
  working_dir: "/vllm-workspace/tests"
@@ -134,67 +146,13 @@ steps:
  commands:
  - pytest -v -s entrypoints/openai/responses

- label: Entrypoints Integration (Speech to Text)
-  device: h200_35gb
-  key: entrypoints-integration-speech_to_text
-  timeout_in_minutes: 45
-  working_dir: "/vllm-workspace/tests"
-  source_file_dependencies:
-  - vllm/
-  - tests/entrypoints/speech_to_text
-  commands:
-  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s entrypoints/speech_to_text
-
- label: Entrypoints Integration (Multimodal)
-  device: h200_35gb
-  key: entrypoints-integration-multimodal
-  timeout_in_minutes: 45
-  working_dir: "/vllm-workspace/tests"
-  source_file_dependencies:
-  - vllm/
-  - tests/entrypoints/multimodal
-  commands:
-  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s entrypoints/multimodal
-
- label: Entrypoints Integration (Pooling)
-  device: h200_35gb
-  key: entrypoints-integration-pooling
-  timeout_in_minutes: 75
-  working_dir: "/vllm-workspace/tests"
-  source_file_dependencies:
-  - vllm/
-  - tests/entrypoints/pooling
-  commands:
-  - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-  - pytest -v -s entrypoints/pooling
-
 - label: OpenAI API Correctness
  key: openai-api-correctness
-  timeout_in_minutes: 20
+  timeout_in_minutes: 30
  device: h200_18gb
  source_file_dependencies:
  - csrc/
  - vllm/entrypoints/openai/
+  - vllm/model_executor/models/whisper.py
  commands: # LMEval
  - pytest -s entrypoints/openai/correctness/
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 30
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - csrc/
-      - vllm/entrypoints/openai/
-      - vllm/model_executor/layers/
-      - vllm/v1/attention/backends/
-      - vllm/v1/attention/selector.py
-      - vllm/_aiter_ops.py
-      - vllm/platforms/rocm.py
-      - vllm/model_executor/model_loader/
-      commands:
-      - bash ../tools/install_torchcodec_rocm.sh || exit 1
-      - pytest -s entrypoints/openai/correctness/
@@ -4,7 +4,7 @@ depends_on:
 steps:
 - label: EPLB Algorithm
  key: eplb-algorithm
-  timeout_in_minutes: 20
+  timeout_in_minutes: 15
  device: h200_18gb
  working_dir: "/vllm-workspace/tests"
  source_file_dependencies:
@@ -14,22 +14,10 @@ steps:
  commands:
  - pytest -v -s distributed/test_eplb_algo.py
  - pytest -v -s distributed/test_eplb_utils.py
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 30
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/distributed/eplb
-      - tests/distributed/test_eplb_algo.py
-      - tests/distributed/test_eplb_utils.py
-      - vllm/platforms/rocm.py

 - label: EPLB Execution # 17min
  key: eplb-execution
-  timeout_in_minutes: 25
+  timeout_in_minutes: 27
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
@@ -41,7 +29,7 @@ steps:

 - label: Elastic EP Scaling Test
  key: elastic-ep-scaling-test
-  timeout_in_minutes: 30
+  timeout_in_minutes: 20
  device: h100
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
@@ -52,5 +40,4 @@ steps:
  - vllm/compilation/
  - tests/distributed/
  commands:
-  - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
  - pytest -v -s distributed/test_elastic_ep.py
@@ -1,26 +0,0 @@
-group: Fault Tolerance
-depends_on:
-  - image-build
-steps:
- label: Fault Tolerance E2E (2xH100)
-  key: fault-tolerance-e2e-2xh100
-  timeout_in_minutes: 35
-  device: h100
-  num_devices: 2
-  working_dir: "/vllm-workspace/tests"
-  source_file_dependencies:
-  - vllm/v1/fault_tolerance/
-  - vllm/v1/worker/sentinel/
-  - vllm/entrypoints/serve/fault_tolerance/
-  - vllm/distributed/elastic_ep/
-  - vllm/distributed/device_communicators/
-  - vllm/v1/engine/
-  - vllm/v1/worker/
-  - tests/v1/fault_tolerance/
-  - tests/v1/distributed/test_external_lb_dp.py
-  commands:
-  # Base image has no nixl; install it or has_nixl_ep() skips the tests.
-  - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
-  # https://github.com/NVIDIA/nccl/issues/1838
-  - export NCCL_CUMEM_HOST_ENABLE=0
-  - pytest -v -s v1/fault_tolerance/test_fault_tolerance_e2e.py
@@ -4,7 +4,7 @@ depends_on:
 steps:
 - label: vLLM IR Tests
  key: vllm-ir-tests
-  timeout_in_minutes: 35
+  timeout_in_minutes: 10
  device: h200_18gb
  working_dir: "/vllm-workspace/"
  source_file_dependencies:
@@ -15,21 +15,18 @@ steps:
    - pytest -v -s tests/kernels/ir

 - label: Kernels Core Operation Test
-  device: h200_35gb
  key: kernels-core-operation-test
-  timeout_in_minutes: 120
+  timeout_in_minutes: 75
  source_file_dependencies:
  - csrc/
  - tests/kernels/core
  - tests/kernels/test_concat_mla_q.py
-  - tests/kernels/test_fused_qk_norm_rope_gate.py
  commands:
-    - pytest -v -s kernels/core --ignore=kernels/core/test_minimax_reduce_rms.py kernels/test_concat_mla_q.py kernels/test_fused_qk_norm_rope_gate.py --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT
-  parallelism: 3
+    - pytest -v -s kernels/core --ignore=kernels/core/test_minimax_reduce_rms.py  kernels/test_concat_mla_q.py

 - label: Kernels MiniMax Reduce RMS Test (2 GPUs)
  key: kernels-minimax-reduce-rms-test-2-gpus
-  timeout_in_minutes: 20
+  timeout_in_minutes: 15
  num_devices: 2
  device: h100
  source_file_dependencies:
@@ -43,67 +40,29 @@ steps:

 - label: Deepseek V4 Kernel Test (H100)
  key: deepseek-v4-kernel-test-h100
-  timeout_in_minutes: 30
+  timeout_in_minutes: 15
  device: h100
  source_file_dependencies:
  - csrc/fused_deepseek_v4_qnorm_rope_kv_insert_kernel.cu
  - vllm/models/deepseek_v4/common/ops/
  - tests/kernels/test_fused_deepseek_v4_qnorm_rope_kv_insert.py
-  - tests/kernels/test_top_k_per_row.py # it runs on Blackwell too - some kernels have arch-specific optimizations
  commands:
    - pytest -v -s kernels/test_fused_deepseek_v4_*.py
-    - pytest -v -s kernels/test_top_k_per_row.py

 - label: Deepseek V4 Kernel Test (B200)
  key: deepseek-v4-kernel-test-b200
-  timeout_in_minutes: 20
+  timeout_in_minutes: 15
  device: b200-k8s
  source_file_dependencies:
  - csrc/fused_deepseek_v4_qnorm_rope_kv_insert_kernel.cu
  - vllm/models/deepseek_v4/common/ops/
-  - vllm/models/deepseek_v4/nvidia/
  - tests/kernels/test_fused_deepseek_v4_qnorm_rope_kv_insert.py
-  - tests/models/test_deepseek_v4_mega_moe.py
  commands:
    - pytest -v -s kernels/test_fused_deepseek_v4_*.py
-    - pytest -v -s models/test_deepseek_v4_mega_moe.py
-
-# Catch-all for test files at the tests/kernels root. This job collects
-# the whole root so new files are wired by default.
-# Files with dedicated jobs elsewhere in this file are excluded via --ignore
-# (test_kda, test_bf16x3_router_gemm_cutedsl and test_ll_bf16_gemm run in
-# their own jobs / Kernels (B200)).
- label: Kernels Root Misc Test (B200)
-  key: kernels-root-misc-test-b200
-  timeout_in_minutes: 45
-  device: b200-k8s
-  source_file_dependencies:
-  - csrc/
-  - vllm/
-  - tests/kernels/
-  commands:
-    - pytest -v -s kernels/
-        --ignore=kernels/attention
-        --ignore=kernels/core
-        --ignore=kernels/helion
-        --ignore=kernels/ir
-        --ignore=kernels/mamba
-        --ignore=kernels/moe
-        --ignore=kernels/quantization
-        --ignore=kernels/test_concat_mla_q.py
-        --ignore=kernels/test_fused_qk_norm_rope_gate.py
-        --ignore=kernels/test_fused_deepseek_v4_qnorm_rope_kv_insert.py
-        --ignore=kernels/test_top_k_per_row.py
-        --ignore=kernels/test_kda.py
-        --ignore=kernels/test_bf16x3_router_gemm_cutedsl.py
-        --ignore=kernels/test_ll_bf16_gemm.py
-        --ignore=kernels/test_shuffle_rows.py
-    # BROKEN on main, pending kernel fixes (B200):
-    #   test_shuffle_rows.py (1: test_shuffle_rows_edge_cases)

 - label: Kernels Attention Test %N
  key: kernels-attention-test
-  timeout_in_minutes: 65
+  timeout_in_minutes: 35
  source_file_dependencies:
  - csrc/attention/
  - vllm/v1/attention
@@ -114,38 +73,10 @@ steps:
  commands:
    - pytest -v -s kernels/attention --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT
  parallelism: 2
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 90
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - csrc/attention/
-      - vllm/v1/attention
-      - vllm/model_executor/layers/attention
-      - tests/kernels/attention
-      - vllm/_aiter_ops.py
-      - vllm/envs.py
-      - vllm/platforms/rocm.py
-
- label: Kernels Attention DiffKV Test (H100)
-  key: kernels-attention-diffkv-test-h100
-  timeout_in_minutes: 20
-  device: h100
-  num_devices: 1
-  source_file_dependencies:
-  - vllm/v1/attention/ops/triton_unified_attention_diffkv.py
-  - vllm/v1/attention/backends/triton_attn_diffkv.py
-  - vllm/v1/attention/backends/flash_attn_diffkv.py
-  - tests/kernels/attention/test_triton_unified_attention_diffkv.py
-  commands:
-    - pytest -v -s kernels/attention/test_triton_unified_attention_diffkv.py

 - label: Kernels Quantization Test %N
  key: kernels-quantization-test
-  timeout_in_minutes: 60
+  timeout_in_minutes: 90
  source_file_dependencies:
  - csrc/quantization/
  - vllm/model_executor/layers/quantization
@@ -155,13 +86,10 @@ steps:
  parallelism: 2
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 120
+      device: mi325_1
      source_file_dependencies:
      - csrc/quantization/
      - vllm/model_executor/layers/quantization
-      - vllm/config/
      - tests/kernels/quantization
      - tests/kernels/quantization/test_rocm_skinny_gemms.py
      - vllm/_aiter_ops.py
@@ -172,7 +100,7 @@ steps:

 - label: Kernels MoE Test %N
  key: kernels-moe-test
-  timeout_in_minutes: 50
+  timeout_in_minutes: 25
  source_file_dependencies:
  - csrc/quantization/cutlass_w8a8/moe/
  - csrc/moe/
@@ -185,28 +113,10 @@ steps:
    - pytest -v -s kernels/moe --ignore=kernels/moe/test_modular_oai_triton_moe.py --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT
    - pytest -v -s kernels/moe/test_modular_oai_triton_moe.py --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT
  parallelism: 5
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 55
-      source_file_dependencies:
-      - csrc/quantization/cutlass_w8a8/moe/
-      - csrc/moe/
-      - tests/kernels/moe
-      - vllm/model_executor/layers/fused_moe/
-      - vllm/distributed/device_communicators/
-      - vllm/envs.py
-      - vllm/config
-      - vllm/_aiter_ops.py
-      - vllm/platforms/rocm.py
-      depends_on:
-      - image-build-amd

 - label: Kernels Mamba Test
-  device: h200_35gb
  key: kernels-mamba-test
-  timeout_in_minutes: 40
+  timeout_in_minutes: 45
  source_file_dependencies:
  - csrc/mamba/
  - tests/kernels/mamba
@@ -214,9 +124,20 @@ steps:
  commands:
    - pytest -v -s kernels/mamba

+- label: Kernels KDA Test
+  timeout_in_minutes: 20
+  device: h200_18gb
+  source_file_dependencies:
+  - vllm/model_executor/layers/fla/ops/kda.py
+  - vllm/model_executor/layers/fla/ops/chunk_delta_h.py
+  - vllm/model_executor/layers/fla/ops/l2norm.py
+  - tests/kernels/test_kda.py
+  commands:
+    - pytest -v -s kernels/test_kda.py
+
 - label: Kernels DeepGEMM Test (H100)
  key: kernels-deepgemm-test-h100
-  timeout_in_minutes: 35
+  timeout_in_minutes: 45
  device: h100
  num_devices: 1
  source_file_dependencies:
@@ -243,7 +164,7 @@ steps:

 - label: Kernels (B200)
  key: kernels-b200
-  timeout_in_minutes: 80
+  timeout_in_minutes: 30
  working_dir: "/vllm-workspace/"
  device: b200-k8s
  # optional: true
@@ -263,15 +184,6 @@ steps:
  - vllm/v1/attention/backends/mla/flashinfer_mla.py
  - vllm/v1/attention/selector.py
  - vllm/platforms/cuda.py
-  - vllm/model_executor/kernels/linear/cute_dsl/ll_bf16.py
-  - vllm/model_executor/kernels/linear/cute_dsl/_ll_bf16_dotprod.py
-  - vllm/model_executor/kernels/linear/cute_dsl/_ll_bf16_splitk.py
-  - vllm/cute_utils/
-  - vllm/model_executor/layers/mamba/ops/gdn_chunk_cutedsl/
-  - vllm/model_executor/layers/fused_moe/router/bf16x3_router_gemm_cutedsl.py
-  - tests/kernels/mamba/test_gdn_prefill_cutedsl.py
-  - tests/kernels/test_bf16x3_router_gemm_cutedsl.py
-  - tests/kernels/test_ll_bf16_gemm.py
  - tests/kernels/test_top_k_per_row.py
  commands:
    - nvidia-smi
@@ -300,28 +212,24 @@ steps:
    - pytest -v -s tests/kernels/moe/test_flashinfer_moe.py
    - pytest -v -s tests/kernels/moe/test_trtllm_nvfp4_moe.py
    - pytest -v -s tests/kernels/moe/test_cutedsl_moe.py
-    - pytest -v -s tests/kernels/mamba/test_gdn_prefill_cutedsl.py
-    - pytest -v -s tests/kernels/test_bf16x3_router_gemm_cutedsl.py
-    - pytest -v -s tests/kernels/test_ll_bf16_gemm.py
    # e2e
    - pytest -v -s tests/models/quantization/test_nvfp4.py

 - label: Kernels Helion Test
  key: kernels-helion-test
-  timeout_in_minutes: 115
+  timeout_in_minutes: 30
  device: h100
  source_file_dependencies:
  - vllm/utils/import_utils.py
  - tests/kernels/helion/
  commands:
-    - pip install helion==1.1.0
-    - pytest -v -s kernels/helion/ --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT
-  parallelism: 2
+    - pip install helion==1.0.0
+    - pytest -v -s kernels/helion/

 
- label: Kernels FP8 MoE Test (1xH100)
-  key: kernels-fp8-moe-test-1xh100
-  timeout_in_minutes: 40
+- label: Kernels FP8 MoE Test (1 H100)
+  key: kernels-fp8-moe-test-1-h100
+  timeout_in_minutes: 90
  device: h100
  num_devices: 1
  optional: true
@@ -336,9 +244,9 @@ steps:
    - pytest -v -s kernels/moe/test_triton_moe_no_act_mul.py
    - pytest -v -s kernels/moe/test_triton_moe_ptpc_fp8.py

- label: Kernels FP8 MoE Test (2xH100)
-  key: kernels-fp8-moe-test-2xh100
-  timeout_in_minutes: 45
+- label: Kernels FP8 MoE Test (2 H100s)
+  key: kernels-fp8-moe-test-2-h100s
+  timeout_in_minutes: 90
  device: h100
  num_devices: 2
  optional: true
@@ -348,7 +256,7 @@ steps:

 - label: Kernels Fp4 MoE Test (B200)
  key: kernels-fp4-moe-test-b200
-  timeout_in_minutes: 25
+  timeout_in_minutes: 60
  device: b200-k8s
  num_devices: 1
  optional: true
@@ -361,7 +269,7 @@ steps:

 - label: Kernels FusedMoE Layer Test (2 H100s)
  key: kernels-fusedmoe-layer-test-2-h100s
-  timeout_in_minutes: 30
+  timeout_in_minutes: 90
  device: h100
  num_devices: 2
  source_file_dependencies:
@@ -391,4 +299,3 @@ steps:
  - vllm/config
  commands:
    - pytest -v -s kernels/moe/test_moe_layer.py
-    - pytest -v -s kernels/moe/test_deepep_v2_moe.py
@@ -5,32 +5,15 @@ steps:
 - label: LM Eval Small Models
  device: h200_35gb
  key: lm-eval-small-models
-  timeout_in_minutes: 45
+  timeout_in_minutes: 75
  source_file_dependencies:
  - csrc/
  - vllm/model_executor/layers/quantization
  autorun_on_main: true
  commands:
  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-small.txt
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 45
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - csrc/
-      - vllm/model_executor/layers/quantization
-      - vllm/model_executor/models/
-      - vllm/model_executor/model_loader/
-      - vllm/v1/attention/backends/
-      - vllm/v1/attention/selector.py
-      - vllm/_aiter_ops.py
-      - vllm/platforms/rocm.py

-# - label: LM Eval Large Models (4xA100)
-#   key: lm-eval-large-models-4xa100
+# - label: LM Eval Large Models (4 GPUs)(A100)
 #   device: a100
 #   optional: true
 #   num_devices: 4
@@ -42,8 +25,8 @@ steps:
 #   - export VLLM_WORKER_MULTIPROC_METHOD=spawn
 #   - pytest -s -v test_lm_eval_correctness.py --config-list-file=configs/models-large.txt --tp-size=4

- label: LM Eval Large Models (4xH100)
-  key: lm-eval-large-models-4xh100
+- label: LM Eval Large Models (4 GPUs)(H100)
+  key: lm-eval-large-models-4-gpus-h100
  device: h100
  optional: true
  num_devices: 4
@@ -55,9 +38,9 @@ steps:
    - export VLLM_USE_DEEP_GEMM=0  # We found Triton is faster than DeepGEMM for H100
    - pytest -s -v test_lm_eval_correctness.py --config-list-file=configs/models-large-hopper.txt --tp-size=4

- label: LM Eval Small Models (1xB200)
-  key: lm-eval-small-models-1xb200
-  timeout_in_minutes: 50
+- label: LM Eval Small Models (B200)
+  key: lm-eval-small-models-b200
+  timeout_in_minutes: 120
  device: b200-k8s
  optional: true
  source_file_dependencies:
@@ -66,45 +49,10 @@ steps:
  commands:
  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-blackwell.txt

- label: LM Eval Small Models Distributed (2xB200)
-  key: lm-eval-small-models-distributed-2xb200
+- label: LM Eval Large Models (B200, EP)
+  key: lm-eval-large-models-b200-ep
  timeout_in_minutes: 120
  device: b200-k8s
-  num_devices: 2
-  optional: true
-  source_file_dependencies:
-  - csrc/
-  - vllm/model_executor/layers/quantization
-  autorun_on_main: true
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-small-tp.txt
-
- label: LM Eval PCP (4xB200)
-  key: lm-eval-pcp-4xb200
-  timeout_in_minutes: 360
-  device: b200-k8s
-  num_devices: 4
-  optional: true
-  source_file_dependencies:
-  - csrc/
-  - tests/evals/gsm8k/configs/GLM-5.2-NVFP4-TP2-PCP2-EP.yaml
-  - tests/evals/gsm8k/configs/GLM-5.2-NVFP4-TP1-PCP4-EP.yaml
-  - tests/evals/gsm8k/configs/models-pcp.txt
-  - vllm/model_executor/layers/quantization
-  - vllm/config/parallel.py
-  - vllm/distributed/parallel_state.py
-  - vllm/model_executor/layers/attention/mla_attention.py
-  - vllm/model_executor/layers/attention/pcp.py
-  - vllm/v1/worker/gpu/model_runner.py
-  - vllm/v1/worker/gpu/pcp_manager.py
-  autorun_on_main: true
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-pcp.txt
-
- label: LM Eval Large Models EP (2xB200)
-  key: lm-eval-large-models-ep-2xb200
-  timeout_in_minutes: 60
-  device: b200-k8s
  optional: true
  num_devices: 2
  source_file_dependencies:
@@ -113,9 +61,9 @@ steps:
  commands:
  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-blackwell-ep.txt

- label: LM Eval Qwen3.5 Models (2xB200)
-  key: lm-eval-qwen3-5-models-2xb200
-  timeout_in_minutes: 45
+- label: LM Eval Qwen3.5 Models (B200)
+  key: lm-eval-qwen3-5-models-b200
+  timeout_in_minutes: 120
  device: b200-k8s
  optional: true
  num_devices: 2
@@ -126,29 +74,18 @@ steps:
  - vllm/transformers_utils/configs/qwen3_5_moe.py
  - vllm/model_executor/models/qwen3_next.py
  - vllm/model_executor/models/qwen3_next_mtp.py
-  - vllm/third_party/flash_linear_attention/ops/
+  - vllm/model_executor/layers/fla/ops/
  commands:
  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-qwen35-blackwell.txt

- label: LM Eval Large Models (8xH200)
-  key: lm-eval-large-models-8xh200
-  timeout_in_minutes: 50
+- label: LM Eval Large Models (H200)
+  key: lm-eval-large-models-h200
+  timeout_in_minutes: 60
  device: h200
  optional: true
  num_devices: 8
  commands:
    - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-h200.txt
-  mirror:
-    amd:
-      dind: false
-      device: mi300_8
-      timeout_in_minutes: 40
-      depends_on:
-      - image-build-amd
-      commands:
-      - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-      - export PYTORCH_ROCM_ARCH=gfx942 # Limit Quark compilation to save time
-      - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=configs/models-mi3xx.txt

 - label: MoE Refactor Integration Test (H100 - TEMPORARY)
  key: moe-refactor-integration-test-h100-temporary
@@ -174,101 +111,10 @@ steps:
  commands:
    - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/moe-refactor-dp-ep/config-b200.txt

- label: LM Eval Humming f16 (A100 - TEMPORARY)
-  key: lm-eval-humming-f16-a100
-  timeout_in_minutes: 75
-  device: a100
-  optional: true
-  num_devices: 1
-  source_file_dependencies:
-  - vllm/model_executor/layers/quantization/humming.py
-  - vllm/model_executor/layers/quantization/utils/humming_utils.py
-  - vllm/model_executor/layers/fused_moe/experts/fused_humming_moe.py
-  - vllm/model_executor/layers/fused_moe/oracle/
-  - vllm/model_executor/kernels/linear/
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config.txt
-
- label: LM Eval Humming Act int8 (A100 - TEMPORARY)
-  key: lm-eval-humming-act-a100
-  timeout_in_minutes: 45
-  device: a100
-  optional: true
-  num_devices: 1
-  source_file_dependencies:
-  - vllm/model_executor/layers/quantization/humming.py
-  - vllm/model_executor/layers/quantization/utils/humming_utils.py
-  - vllm/model_executor/layers/fused_moe/experts/fused_humming_moe.py
-  - vllm/model_executor/layers/fused_moe/oracle/
-  - vllm/model_executor/kernels/linear/
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config-act-int8.txt
-
- label: LM Eval Humming f16 (H100 - TEMPORARY)
-  key: lm-eval-humming-f16-h100
-  timeout_in_minutes: 70
-  device: h100
-  optional: true
-  num_devices: 1
-  source_file_dependencies:
-  - vllm/model_executor/layers/quantization/humming.py
-  - vllm/model_executor/layers/quantization/utils/humming_utils.py
-  - vllm/model_executor/layers/fused_moe/experts/fused_humming_moe.py
-  - vllm/model_executor/layers/fused_moe/oracle/
-  - vllm/model_executor/kernels/linear/
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config.txt
-
- label: LM Eval Humming Act fp8/int8 (H100 - TEMPORARY)
-  key: lm-eval-humming-act-h100
-  timeout_in_minutes: 70
-  device: h100
-  optional: true
-  num_devices: 1
-  source_file_dependencies:
-  - vllm/model_executor/layers/quantization/humming.py
-  - vllm/model_executor/layers/quantization/utils/humming_utils.py
-  - vllm/model_executor/layers/fused_moe/experts/fused_humming_moe.py
-  - vllm/model_executor/layers/fused_moe/oracle/
-  - vllm/model_executor/kernels/linear/
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config-act-fp8.txt
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config-act-int8.txt
-
- label: LM Eval Humming f16 (B200 - TEMPORARY)
-  key: lm-eval-humming-f16-b200
-  timeout_in_minutes: 50
-  device: b200-k8s
-  optional: true
-  num_devices: 1
-  source_file_dependencies:
-  - vllm/model_executor/layers/quantization/humming.py
-  - vllm/model_executor/layers/quantization/utils/humming_utils.py
-  - vllm/model_executor/layers/fused_moe/experts/fused_humming_moe.py
-  - vllm/model_executor/layers/fused_moe/oracle/
-  - vllm/model_executor/kernels/linear/
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config.txt
-
- label: LM Eval Humming Act fp8/int8 (B200 - TEMPORARY)
-  key: lm-eval-humming-act-b200
-  timeout_in_minutes: 50
-  device: b200-k8s
-  optional: true
-  num_devices: 1
-  source_file_dependencies:
-  - vllm/model_executor/layers/quantization/humming.py
-  - vllm/model_executor/layers/quantization/utils/humming_utils.py
-  - vllm/model_executor/layers/fused_moe/experts/fused_humming_moe.py
-  - vllm/model_executor/layers/fused_moe/oracle/
-  - vllm/model_executor/kernels/linear/
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config-act-fp8.txt
-  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/humming/config-act-int8.txt

 - label: LM Eval TurboQuant KV Cache
  key: lm-eval-turboquant-kv-cache
-  timeout_in_minutes: 55
+  timeout_in_minutes: 75
  device: h200_18gb
  source_file_dependencies:
  - vllm/model_executor/layers/quantization/turboquant/
@@ -278,9 +124,9 @@ steps:
  commands:
  - pytest -s -v evals/gsm8k/test_gsm8k_correctness.py --config-list-file=evals/gsm8k/configs/models-turboquant.txt

- label: GPQA Eval (GPT-OSS) (2xH100)
-  key: gpqa-eval-gpt-oss-2xh100
-  timeout_in_minutes: 35
+- label: GPQA Eval (GPT-OSS) (H100)
+  key: gpqa-eval-gpt-oss-h100
+  timeout_in_minutes: 120
  device: h100
  optional: true
  num_devices: 2
@@ -292,9 +138,9 @@ steps:
    - uv pip install --system 'gpt-oss[eval]==0.0.5'
    - pytest -s -v evals/gpt_oss/test_gpqa_correctness.py --config-list-file=configs/models-h100.txt

- label: GPQA Eval (GPT-OSS) (2xB200)
-  key: gpqa-eval-gpt-oss-2xb200
-  timeout_in_minutes: 30
+- label: GPQA Eval (GPT-OSS) (B200)
+  key: gpqa-eval-gpt-oss-b200
+  timeout_in_minutes: 120
  device: b200-k8s
  optional: true
  num_devices: 2
@@ -306,66 +152,9 @@ steps:
    - uv pip install --system 'gpt-oss[eval]==0.0.5'
    - pytest -s -v evals/gpt_oss/test_gpqa_correctness.py --config-list-file=configs/models-b200.txt

- label: GPQA Eval (GPT-OSS) (DGX Spark)
-  key: gpqa-eval-gpt-oss-spark
-  timeout_in_minutes: 35
-  device: dgx-spark
-  optional: true
-  num_devices: 1
-  depends_on:
-  - arm64-image-build
-  source_file_dependencies:
-  - csrc/
-  - vllm/model_executor/layers/quantization
-  - tests/evals/gpt_oss/
-  commands:
-    - uv pip install --system 'gpt-oss[eval]==0.0.5'
-    - pytest -s -v evals/gpt_oss/test_gpqa_correctness.py --config-list-file=configs/models-spark.txt
-
- label: LM Eval KV-Offload (1xH200)
-  key: kv-offload-small
-  timeout_in_minutes: 30
-  device: h200_35gb
-  source_file_dependencies:
-  - vllm/distributed/kv_transfer/kv_connector/v1/offloading/
-  - vllm/distributed/kv_transfer/kv_connector/v1/simple_cpu_offload_connector.py
-  - vllm/v1/kv_offload/
-  - vllm/v1/simple_kv_offload/
-  - tests/evals/gsm8k/test_gsm8k_offloading.py
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_offloading.py -k "nemotron-h-8b or gemma-4-e4b-it"
-
- label: LM Eval KV-Offload (2xH100)
-  key: kv-offload-medium
-  timeout_in_minutes: 45
-  device: h100
-  num_devices: 2
-  source_file_dependencies:
-  - vllm/distributed/kv_transfer/kv_connector/v1/offloading/
-  - vllm/distributed/kv_transfer/kv_connector/v1/simple_cpu_offload_connector.py
-  - vllm/v1/kv_offload/
-  - vllm/v1/simple_kv_offload/
-  - tests/evals/gsm8k/test_gsm8k_offloading.py
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_offloading.py -k "qwen3.5-35b or deepseek-v2-lite"
-
- label: LM Eval KV-Offload (4xH100)
-  key: kv-offload-large
-  timeout_in_minutes: 40
-  device: h100
-  num_devices: 4
-  source_file_dependencies:
-  - vllm/distributed/kv_transfer/kv_connector/v1/offloading/
-  - vllm/distributed/kv_transfer/kv_connector/v1/simple_cpu_offload_connector.py
-  - vllm/v1/kv_offload/
-  - vllm/v1/simple_kv_offload/
-  - tests/evals/gsm8k/test_gsm8k_offloading.py
-  commands:
-  - pytest -s -v evals/gsm8k/test_gsm8k_offloading.py -k "deepseek-v4-flash"
-
 - label: MRCR Eval Small Models
  device: h200_35gb
-  timeout_in_minutes: 25
+  timeout_in_minutes: 30
  source_file_dependencies:
  - tests/evals/mrcr/
  commands:
@@ -5,30 +5,18 @@ steps:
 - label: LoRA %N
  device: h200_35gb
  key: lora
-  timeout_in_minutes: 40
+  timeout_in_minutes: 30
  source_file_dependencies:
  - vllm/lora
  - tests/lora
  commands:
    - pytest -v -s lora --shard-id=$$BUILDKITE_PARALLEL_JOB --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --ignore=lora/test_chatglm3_tp.py --ignore=lora/test_llama_tp.py --ignore=lora/test_qwen3_with_multi_loras.py --ignore=lora/test_olmoe_tp.py --ignore=lora/test_deepseekv2_tp.py --ignore=lora/test_gptoss_tp.py --ignore=lora/test_qwen3moe_tp.py --ignore=lora/test_qwen35_densemodel_lora.py 
  parallelism: 4
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      working_dir: "/vllm-workspace/tests"
-      timeout_in_minutes: 85
-      source_file_dependencies:
-      - vllm/lora
-      - tests/lora
-      - vllm/platforms/rocm.py
-      depends_on:
-      - image-build-amd


 - label: LoRA TP (Distributed)
  key: lora-tp-distributed
-  timeout_in_minutes: 60
+  timeout_in_minutes: 30
  num_devices: 4
  source_file_dependencies:
  - vllm/lora
@@ -47,4 +35,4 @@ steps:
    - pytest -v -s -x lora/test_qwen3_with_multi_loras.py
    - pytest -v -s -x lora/test_olmoe_tp.py
    - pytest -v -s -x lora/test_gptoss_tp.py
-    - pytest -v -s -x lora/test_qwen35_densemodel_lora.py
+    - pytest -v -s -x lora/test_qwen35_densemodel_lora.py
@@ -5,7 +5,7 @@ steps:
 - label: V1 Spec Decode
  device: h200_35gb
  key: v1-spec-decode
-  timeout_in_minutes: 40
+  timeout_in_minutes: 30
  source_file_dependencies:
    - vllm/config/
    - vllm/distributed/
@@ -21,17 +21,10 @@ steps:
    - export VLLM_WORKER_MULTIPROC_METHOD=spawn
    # TODO: create another `optional` test group for slow tests
    - pytest -v -s -m 'not slow_test' v1/spec_decode
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 50
-      depends_on:
-      - image-build-amd

 - label: V1 Sample + Logits
  key: v1-sample-logits
-  timeout_in_minutes: 83
+  timeout_in_minutes: 30
  device: h200_18gb
  source_file_dependencies:
    - vllm/config/
@@ -59,16 +52,13 @@ steps:
    - pytest -v -s v1/test_outputs.py
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 70
+      device: mi325_1
      depends_on:
      - image-build-amd

 - label: V1 Core + KV + Metrics
-  device: h200_35gb
  key: v1-core-kv-metrics
-  timeout_in_minutes: 80
+  timeout_in_minutes: 30
  source_file_dependencies:
    - vllm/config/
    - vllm/distributed/
@@ -92,13 +82,11 @@ steps:
    - tests/v1/kv_offload
    - tests/v1/simple_kv_offload
    - tests/v1/worker
-    - tests/v1/streaming_input
    - tests/v1/kv_connector/unit
-    - tests/v1/ec_connector/unit
    - tests/v1/metrics
    - tests/entrypoints/openai/correctness/test_lmeval.py
  commands:
-    - bash /vllm-workspace/.buildkite/scripts/install-kv-connectors.sh
+    - uv pip install --system -r /vllm-workspace/requirements/kv_connectors.txt
    - export VLLM_WORKER_MULTIPROC_METHOD=spawn
    # split the test to avoid interference
    - pytest -v -s -m 'not cpu_test' v1/core
@@ -106,20 +94,11 @@ steps:
    - pytest -v -s v1/kv_offload
    - pytest -v -s v1/simple_kv_offload
    - pytest -v -s v1/worker
-    - pytest -v -s v1/streaming_input
    - pytest -v -s -m 'not cpu_test' v1/kv_connector/unit
-    - pytest -v -s -m 'not cpu_test' v1/ec_connector/unit
    - pytest -v -s -m 'not cpu_test' v1/metrics
    # Integration test for streaming correctness (requires special branch).
-    - pip install -U git+https://github.com/vllm-project/lm-evaluation-harness.git@streaming-api
+    - pip install -U git+https://github.com/robertgshaw2-redhat/lm-evaluation-harness.git@streaming-api
    - pytest -v -s entrypoints/openai/correctness/test_lmeval.py::test_lm_eval_accuracy_v1_engine
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 65
-      depends_on:
-      - image-build-amd

 - label: V1 Others (CPU)
  key: v1-others-cpu
@@ -148,8 +127,6 @@ steps:
    - pytest -v -s -m 'cpu_test' v1/core
    - pytest -v -s v1/structured_output
    - pytest -v -s v1/test_serial_utils.py
-    - pytest -v -s v1/test_kv_cache_spec_registry.py
-    - pytest -v -s v1/cudagraph/test_cudagraph_manager.py
    - pytest -v -s -m 'cpu_test' v1/kv_connector/unit
    - pytest -v -s -m 'cpu_test' v1/metrics

@@ -161,29 +138,14 @@ steps:
    - vllm/v1/spec_decode/extract_hidden_states.py
    - vllm/model_executor/models/extract_hidden_states.py
    - vllm/transformers_utils/configs/extract_hidden_states.py
-    - vllm/distributed/kv_transfer/kv_connector/v1/example_hidden_states_connector.py
    - tests/v1/kv_connector/extract_hidden_states_integration
  commands:
    - export VLLM_WORKER_MULTIPROC_METHOD=spawn
    - pytest -v -s v1/kv_connector/extract_hidden_states_integration

- label: Extract Hidden States Integration (2 GPUs)
-  key: extract-hidden-states-integration-2-gpus
-  timeout_in_minutes: 20
-  num_devices: 2
-  source_file_dependencies:
-    - vllm/v1/spec_decode/extract_hidden_states.py
-    - vllm/model_executor/models/extract_hidden_states.py
-    - vllm/transformers_utils/configs/extract_hidden_states.py
-    - vllm/distributed/kv_transfer/kv_connector/v1/example_hidden_states_connector.py
-    - tests/v1/kv_connector/extract_hidden_states_integration
-  commands:
-    - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-    - pytest -v -s -m 'distributed' v1/kv_connector/extract_hidden_states_integration
-
 - label: Regression
  key: regression
-  timeout_in_minutes: 30
+  timeout_in_minutes: 20
  device: h200_18gb
  source_file_dependencies:
  - vllm/config/
@@ -199,21 +161,21 @@ steps:
  - vllm/v1/
  - tests/test_regression
  commands:
-  - pip install 'modelscope<1.38'
+  - pip install modelscope
  - pytest -v -s test_regression.py
  working_dir: "/vllm-workspace/tests" # optional

 - label: Examples
  device: h200_35gb
  key: examples
-  timeout_in_minutes: 40
+  timeout_in_minutes: 45
  working_dir: "/vllm-workspace/examples"
  source_file_dependencies:
  - vllm/entrypoints
  - vllm/multimodal
  - examples/
  commands:
-    - pip install --no-deps tensorizer # for tensorizer test
+    - pip install tensorizer # for tensorizer test
     # for basic
    - python3 basic/offline_inference/chat.py
    - python3 basic/offline_inference/generate.py --model facebook/opt-125m
@@ -235,22 +197,10 @@ steps:
    - python3 features/speculative_decoding/spec_decode_offline.py --test --method eagle --num_spec_tokens 3 --dataset-name hf --dataset-path philschmid/mt-bench --num-prompts 80 --temp 0 --top-p 1.0 --top-k -1 --tp 1 --enable-chunked-prefill --max-model-len 2048
    # https://github.com/vllm-project/vllm/pull/26682 uses slightly more memory in PyTorch 2.9+ causing this test to OOM in 1xL4 GPU
    - python3 features/speculative_decoding/spec_decode_offline.py --test --method eagle3 --num_spec_tokens 3 --dataset-name hf --dataset-path philschmid/mt-bench --num-prompts 80 --temp 0 --top-p 1.0 --top-k -1 --tp 1 --enable-chunked-prefill --max-model-len 1536
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 75
-      source_file_dependencies:
-      - vllm/entrypoints
-      - vllm/multimodal
-      - examples/
-      - vllm/platforms/rocm.py
-      depends_on:
-      - image-build-amd

 - label: Metrics, Tracing (2 GPUs)
  key: metrics-tracing-2-gpus
-  timeout_in_minutes: 25
+  timeout_in_minutes: 20
  num_devices: 2
  source_file_dependencies:
  - vllm/config/
@@ -266,7 +216,6 @@ steps:
  - vllm/utils/
  - vllm/v1/
  - tests/v1/tracing
-  - tests/tracing/
  commands:
  - "pip install \
      'opentelemetry-sdk>=1.26.0' \
@@ -274,14 +223,6 @@ steps:
      'opentelemetry-exporter-otlp>=1.26.0' \
      'opentelemetry-semantic-conventions-ai>=0.4.1'"
  - pytest -v -s v1/tracing
-  - pytest -v -s tracing
-  mirror:
-    amd:
-      dind: false
-      device: mi300_2
-      timeout_in_minutes: 30
-      depends_on:
-      - image-build-amd

 - label: Python-only Installation
  key: python-only-installation
@@ -294,22 +235,11 @@ steps:
  - setup.py
  commands:
  - bash standalone_tests/python_only_compile.sh
-  mirror:
-    amd:
-      device: mi250_1
-      timeout_in_minutes: 55
-      soft_fail: true
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - tests/standalone_tests/python_only_compile.sh
-      - setup.py
-      - vllm/platforms/rocm.py

 - label: Async Engine, Inputs, Utils, Worker
  device: h200_35gb
  key: async-engine-inputs-utils-worker
-  timeout_in_minutes: 25
+  timeout_in_minutes: 50
  source_file_dependencies:
  - vllm/assets/
  - vllm/config/
@@ -336,7 +266,7 @@ steps:
  key: async-engine-inputs-utils-worker-config-cpu
  depends_on:
  - image-build-cpu
-  timeout_in_minutes: 65
+  timeout_in_minutes: 30
  source_file_dependencies:
  - vllm/assets/
  - vllm/config/
@@ -351,7 +281,6 @@ steps:
  - vllm/model_executor/layers/quantization/quark/
  - vllm/multimodal/
  - vllm/outputs.py
-  - vllm/parser/
  - vllm/platforms/
  - vllm/pooling_params.py
  - vllm/ray/
@@ -363,42 +292,38 @@ steps:
  - vllm/transformers_utils/
  - vllm/utils/
  - vllm/v1/
-  - tests/test_envs.py
  - tests/test_inputs.py
  - tests/test_outputs.py
  - tests/test_pooling_params.py
  - tests/test_ray_env.py
-  - tests/test_sampling_params.py
  - tests/multimodal
  - tests/renderers
  - tests/standalone_tests/lazy_imports.py
+  - tests/tokenizers_
  - tests/reasoning
  - tests/tool_parsers
-  - tests/tokenizers_
  - tests/parser
  - tests/transformers_utils
  - tests/config
  device: cpu-small
  commands:
  - python3 standalone_tests/lazy_imports.py
-  - pytest -v -s test_envs.py
  - pytest -v -s test_inputs.py
  - pytest -v -s test_outputs.py
  - pytest -v -s test_pooling_params.py
  - pytest -v -s test_ray_env.py
-  - pytest -v -s test_sampling_params.py
  - pytest -v -s -m 'cpu_test' multimodal
  - pytest -v -s renderers
-  - pytest -v -s reasoning
-  - pytest -v -s tool_parsers
  - pytest -v -s tokenizers_
+  - pytest -v -s reasoning --ignore=reasoning/test_seedoss_reasoning_parser.py --ignore=reasoning/test_glm4_moe_reasoning_parser.py
+  - pytest -v -s tool_parsers
  - pytest -v -s parser
  - pytest -v -s transformers_utils
  - pytest -v -s config

 - label: Batch Invariance (A100)
  key: batch-invariance-a100
-  timeout_in_minutes: 60
+  timeout_in_minutes: 30
  device: a100
  source_file_dependencies:
    - vllm/v1/attention
@@ -408,11 +333,11 @@ steps:
    - export VLLM_WORKER_MULTIPROC_METHOD=spawn
    - pip install pytest-timeout pytest-forked
    - pytest -v -s v1/determinism/test_batch_invariance.py
-    - VLLM_TEST_MODEL=deepseek-ai/DeepSeek-V2-Lite-Chat pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle -k TRITON_MLA
+    - VLLM_TEST_MODEL=deepseek-ai/DeepSeek-V2-Lite-Chat pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle[TRITON_MLA]

 - label: Batch Invariance (H100)
  key: batch-invariance-h100
-  timeout_in_minutes: 60
+  timeout_in_minutes: 30
  device: h100
  source_file_dependencies:
    - vllm/v1/attention
@@ -423,12 +348,12 @@ steps:
    - pip install pytest-timeout pytest-forked
    - pytest -v -s v1/determinism/test_batch_invariance.py
    - pytest -v -s v1/determinism/test_rms_norm_batch_invariant.py
-    - VLLM_TEST_MODEL=deepseek-ai/DeepSeek-V2-Lite-Chat pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle -k TRITON_MLA
-    - VLLM_TEST_MODEL=Qwen/Qwen3-30B-A3B-Thinking-2507-FP8 pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle -k FLASH_ATTN
+    - VLLM_TEST_MODEL=deepseek-ai/DeepSeek-V2-Lite-Chat pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle[TRITON_MLA]
+    - VLLM_TEST_MODEL=Qwen/Qwen3-30B-A3B-Thinking-2507-FP8 pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle[FLASH_ATTN]

 - label: Batch Invariance (B200)
  key: batch-invariance-b200
-  timeout_in_minutes: 45
+  timeout_in_minutes: 30
  device: b200-k8s
  source_file_dependencies:
    - vllm/v1/attention
@@ -439,18 +364,15 @@ steps:
    - pip install pytest-timeout pytest-forked
    - pytest -v -s v1/determinism/test_batch_invariance.py
    - pytest -v -s v1/determinism/test_rms_norm_batch_invariant.py
-    - VLLM_TEST_MODEL=deepseek-ai/DeepSeek-V2-Lite-Chat pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle -k TRITON_MLA
-    - VLLM_TEST_MODEL=Qwen/Qwen3-30B-A3B-Thinking-2507-FP8 pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle -k FLASH_ATTN
+    - VLLM_TEST_MODEL=deepseek-ai/DeepSeek-V2-Lite-Chat pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle[TRITON_MLA]
+    - VLLM_TEST_MODEL=Qwen/Qwen3-30B-A3B-Thinking-2507-FP8 pytest -v -s v1/determinism/test_batch_invariance.py::test_v1_generation_is_deterministic_across_batch_sizes_with_needle[FLASH_ATTN]
    - pytest -v -s v1/determinism/test_nvfp4_batch_invariant.py
    - pytest -v -s v1/determinism/test_nvfp4_batch_invariant_scaled_mm.py
-    - pytest -v -s v1/determinism/test_matmul_batch_invariant.py
-    - pytest -v -s v1/determinism/test_cutlass_batch_invariance.py
-    - pytest -v -s v1/determinism/test_online_batch_invariance.py
-
+  
 - label: Acceptance Length Test (Large Models) # optional
  device: h200_35gb
  key: acceptance-length-test-large-models
-  timeout_in_minutes: 20
+  timeout_in_minutes: 25
  gpu: h100
  optional: true
  num_gpus: 1
@@ -3,43 +3,16 @@ depends_on:
  - image-build
 steps:
 - label: Model Executor
-  device: h200_35gb
  key: model-executor
-  timeout_in_minutes: 60
+  timeout_in_minutes: 35
  source_file_dependencies:
  - vllm/engine/arg_utils.py
  - vllm/config/model.py
  - vllm/model_executor
-  - vllm/model_executor/warmup
  - tests/model_executor
-  - tests/model_executor/test_jit_warmup.py
  - tests/entrypoints/openai/completion/test_tensorizer_entrypoint.py
  commands:
    - apt-get update && apt-get install -y curl libsodium23
    - export VLLM_WORKER_MULTIPROC_METHOD=spawn
-    # Dump tracebacks of all threads if a test hangs, so a wedged GPU/CUDA
-    # init surfaces a stack instead of silently stalling.
-    - export PYTHONFAULTHANDLER=1
-    # Per-test watchdog: a single hung test (e.g. stuck during engine/CUDA
-    # init) fails fast with a traceback instead of running until the global
-    # build timeout. The `thread` method also handles hangs inside C/CUDA
-    # calls that the signal method cannot interrupt.
-    - pytest -v -s model_executor -m '(not slow_test)' --timeout=900 --timeout-method=thread
-    - pytest -v -s entrypoints/openai/completion/test_tensorizer_entrypoint.py --timeout=900 --timeout-method=thread
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 60
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/engine/arg_utils.py
-      - vllm/config/model.py
-      - vllm/model_executor
-      - vllm/model_executor/warmup
-      - tests/model_executor
-      - tests/model_executor/test_jit_warmup.py
-      - tests/entrypoints/openai/completion/test_tensorizer_entrypoint.py
-      - vllm/_aiter_ops.py
-      - vllm/platforms/rocm.py
+    - pytest -v -s model_executor -m '(not slow_test)'
+    - pytest -v -s entrypoints/openai/completion/test_tensorizer_entrypoint.py
@@ -5,7 +5,7 @@ steps:
 - label: Model Runner V2 Core Tests
  device: h200_35gb
  key: model-runner-v2-core-tests
-  timeout_in_minutes: 35
+  timeout_in_minutes: 45
  source_file_dependencies:
  - vllm/v1/worker/gpu/
  - vllm/v1/worker/gpu_worker.py
@@ -18,7 +18,9 @@ steps:
  - set -x
  - export VLLM_USE_V2_MODEL_RUNNER=1
  - pytest -v -s v1/engine/test_llm_engine.py -k "not test_engine_metrics"
-  - pytest -v -s v1/e2e/general/test_async_scheduling.py -k "not ngram"
+  # This requires eager until we sort out CG correctness issues.
+  # TODO: remove ENFORCE_EAGER here after https://github.com/vllm-project/vllm/pull/32936 is merged.
+  - ENFORCE_EAGER=1 pytest -v -s v1/e2e/general/test_async_scheduling.py -k "not ngram"
  - pytest -v -s v1/e2e/general/test_context_length.py
  - pytest -v -s v1/e2e/general/test_min_tokens.py
  # Temporary hack filter to exclude ngram spec decoding based tests.
@@ -27,7 +29,7 @@ steps:
 - label: Model Runner V2 Examples
  device: h200_35gb
  key: model-runner-v2-examples
-  timeout_in_minutes: 35
+  timeout_in_minutes: 45
  working_dir: "/vllm-workspace/examples"
  source_file_dependencies:
    - vllm/v1/worker/gpu/
@@ -41,7 +43,7 @@ steps:
  commands:
    - set -x
    - export VLLM_USE_V2_MODEL_RUNNER=1
-    - pip install --no-deps tensorizer # for tensorizer test
+    - pip install tensorizer # for tensorizer test
    - python3 basic/offline_inference/chat.py # for basic
    - python3 basic/offline_inference/generate.py --model facebook/opt-125m
    #- python3 basic/offline_inference/generate.py --model meta-llama/Llama-2-13b-chat-hf --cpu-offload-gb 10  # TODO
@@ -63,7 +65,7 @@ steps:

 - label: Model Runner V2 Distributed (2 GPUs)
  key: model-runner-v2-distributed-2-gpus
-  timeout_in_minutes: 30
+  timeout_in_minutes: 45
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -84,7 +86,7 @@ steps:

 - label: Model Runner V2 Pipeline Parallelism (4 GPUs)
  key: model-runner-v2-pipeline-parallelism-4-gpus
-  timeout_in_minutes: 50
+  timeout_in_minutes: 60
  working_dir: "/vllm-workspace/tests"
  num_devices: 4
  source_file_dependencies:
@@ -92,13 +94,11 @@ steps:
    - vllm/v1/worker/gpu_worker.py
    - tests/distributed/test_pipeline_parallel.py
    - tests/distributed/test_pp_cudagraph.py
-    - tests/v1/distributed/test_pp_dp_v2.py
  commands:
    - set -x
    - export VLLM_USE_V2_MODEL_RUNNER=1
    - pytest -v -s distributed/test_pipeline_parallel.py -k "not ray and not Jamba"
    - pytest -v -s distributed/test_pp_cudagraph.py -k "not ray"
-    - pytest -v -s v1/distributed/test_pp_dp_v2.py

 - label: Model Runner V2 Spec Decode
  device: h200_35gb
@@ -4,8 +4,9 @@ depends_on:
 steps:
 - label: Basic Models Tests (Initialization)
  key: basic-models-tests-initialization
-  timeout_in_minutes: 25
+  timeout_in_minutes: 45
  device: h200_18gb
+  torch_nightly: true
  source_file_dependencies:
  - vllm/
  - tests/models/test_initialization.py
@@ -13,11 +14,13 @@ steps:
  commands:
    # Run a subset of model initialization tests
    - pytest -v -s models/test_initialization.py::test_can_initialize_small_subset
+  mirror:
+    torch_nightly: {}

 - label: Basic Models Tests (Extra Initialization) %N
  device: h200_35gb
  key: basic-models-tests-extra-initialization
-  timeout_in_minutes: 100
+  timeout_in_minutes: 45
  source_file_dependencies:
  - vllm/model_executor/models/
  - tests/models/test_initialization.py
@@ -27,65 +30,31 @@ steps:
    # subset of supported models (the complement of the small subset in the above
    # test.) Also run if model initialization test file is modified
    - pytest -v -s models/test_initialization.py -k 'not test_can_initialize_small_subset' --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB
-  parallelism: 4
+  parallelism: 2
+  mirror:
+    torch_nightly: {}

 - label: Basic Models Tests (Other)
  device: h200_35gb
  key: basic-models-tests-other
-  timeout_in_minutes: 35
+  timeout_in_minutes: 45
  source_file_dependencies:
  - vllm/
  - tests/models/test_terratorch.py
-  - tests/models/transformers/test_backend.py
+  - tests/models/test_transformers.py
  - tests/models/test_registry.py
  commands:
-    - pytest -v -s models/test_terratorch.py models/transformers/test_backend.py models/test_registry.py
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 50
-      depends_on:
-      - image-build-amd
-
- label: Inkling Unit Tests (B200)
-  key: inkling-unit-tests-b200
-  timeout_in_minutes: 40
-  device: b200-k8s
-  source_file_dependencies:
-  - vllm/models/inkling/
-  - vllm/cute_utils/
-  - cmake/external_projects/tml_fa4.cmake
-  - tests/models/inkling/
-  commands:
-    # FA4 kernel tests require SM100; the suite skips them elsewhere.
-    - pytest -v -s models/inkling
-
- label: Kimi K3 Unit Tests (B200)
-  key: kimi-k3-unit-tests-b200
-  timeout_in_minutes: 40
-  device: b200-k8s
-  source_file_dependencies:
-  - vllm/models/kimi_k3/
-  - csrc/libtorch_stable/kimi_k3/
-  - tests/models/kimi_k3/
-  - tests/kernels/attention/test_kimi_k3_mla_fused_epilogue.py
-  - tests/kernels/test_bf16_skinny_gemm.py
-  commands:
-    # The native NVIDIA Kimi K3 kernels require the SM100 family.
-    - pytest -v -s models/kimi_k3 kernels/attention/test_kimi_k3_mla_fused_epilogue.py kernels/test_bf16_skinny_gemm.py
+    - pytest -v -s models/test_terratorch.py models/test_transformers.py models/test_registry.py

 - label: Basic Models Test (Other CPU) # 5min
  key: basic-models-test-other-cpu
  depends_on:
  - image-build-cpu
-  timeout_in_minutes: 20
+  timeout_in_minutes: 10
  source_file_dependencies:
  - vllm/
  - tests/models/test_utils.py
  - tests/models/test_vision.py
-  - tests/models/test_adapters.py
-  - tests/models/transformers/fusers/
  device: cpu-small
  commands:
-    - pytest -v -s models/test_utils.py models/test_vision.py models/test_adapters.py models/transformers/fusers/
+    - pytest -v -s models/test_utils.py models/test_vision.py
@@ -4,7 +4,7 @@ depends_on:
 steps:
 - label: Distributed Model Tests (2 GPUs)
  key: distributed-model-tests-2-gpus
-  timeout_in_minutes: 60
+  timeout_in_minutes: 50
  working_dir: "/vllm-workspace/tests"
  num_devices: 2
  source_file_dependencies:
@@ -17,7 +17,7 @@ steps:
  - TARGET_TEST_SUITE=L4 pytest basic_correctness/ -v -s -m 'distributed(num_gpus=2)'
  - CUDA_VISIBLE_DEVICES=0,1 pytest -v -s model_executor/model_loader/test_sharded_state_loader.py -m '(not slow_test)'
  # Avoid importing model tests that cause CUDA reinitialization error
-  - pytest models/transformers/test_backend.py -v -s -m 'distributed(num_gpus=2)'
+  - pytest models/test_transformers.py -v -s -m 'distributed(num_gpus=2)'
  - pytest models/language -v -s -m 'distributed(num_gpus=2)'
  - pytest models/multimodal/generation/test_phi4siglip.py -v -s -m 'distributed(num_gpus=2)'
  - pytest models/multimodal -v -s -m 'distributed(num_gpus=2)' --ignore models/multimodal/generation/test_whisper.py --ignore models/multimodal/generation/test_phi4siglip.py
@@ -4,7 +4,7 @@ depends_on:
 steps:
 - label: Language Models Tests (Standard)
  key: language-models-tests-standard
-  timeout_in_minutes: 30
+  timeout_in_minutes: 25
  device: h200_18gb
  source_file_dependencies:
  - vllm/
@@ -14,17 +14,11 @@ steps:
    - pip freeze | grep -E 'torch'
    - pytest -v -s models/language -m 'core_model and (not slow_test)'
  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 45
-      depends_on:
-      - image-build-amd
+    torch_nightly: {}

 - label: Language Models Tests (Extra Standard) %N
-  device: h200_35gb
  key: language-models-tests-extra-standard
-  timeout_in_minutes: 40
+  timeout_in_minutes: 45
  source_file_dependencies:
  - vllm/model_executor/models/
  - tests/models/language/pooling/test_embedding.py
@@ -37,42 +31,26 @@ steps:
    - pytest -v -s models/language -m 'core_model and slow_test' --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB
  parallelism: 2
  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 40
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/model_executor/models/
-      - vllm/model_executor/model_loader/
-      - vllm/model_executor/layers/
-      - vllm/v1/attention/backends/
-      - vllm/v1/attention/selector.py
-      - tests/models/language/pooling/test_embedding.py
-      - tests/models/language/generation/test_common.py
-      - tests/models/language/pooling/test_classification.py
-      - vllm/_aiter_ops.py
-      - vllm/platforms/rocm.py
+    torch_nightly: {}
+
 - label: Language Models Tests (Hybrid) %N
-  device: h200_35gb
  key: language-models-tests-hybrid
-  timeout_in_minutes: 65
+  timeout_in_minutes: 75
  source_file_dependencies:
  - vllm/
  - tests/models/language/generation
  commands:
    # Install fast path packages for testing against transformers
+    # Note: also needed to run plamo2 model in vLLM
    - uv pip install --system --no-build-isolation 'git+https://github.com/state-spaces/mamba@v2.3.0'
    - uv pip install --system --no-build-isolation 'git+https://github.com/Dao-AILab/causal-conv1d@v1.6.0'
-    # Shard the hybrid language model tests that are numerically stable on Hopper.
-    - pytest -v -s models/language/generation -m hybrid_model -k 'not granite-4.0-tiny-preview' --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB
+    # Shard hybrid language model tests
+    - pytest -v -s models/language/generation -m hybrid_model --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB
  parallelism: 2
  mirror:
+    torch_nightly: {}
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 60
+      device: mi325_1
      depends_on:
      - image-build-amd
      commands:
@@ -80,37 +58,24 @@ steps:
      - uv pip install --system --no-build-isolation 'git+https://github.com/Dao-AILab/causal-conv1d@v1.6.0'
      - pytest -v -s models/language/generation -m hybrid_model --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB

-# Granite 4 hybrid generation is sensitive to hardware-specific Triton SSD
-# autotuning (https://github.com/vllm-project/vllm/issues/25194). Keep this one
-# correctness test on L4 until its H200 output matches the Transformers reference.
- label: Language Models Tests (Granite L4 Compatibility)
-  key: language-models-tests-granite-l4-compatibility
-  timeout_in_minutes: 65
-  source_file_dependencies:
-  - vllm/
-  - tests/models/language/generation
-  commands:
-    - uv pip install --system --no-build-isolation 'git+https://github.com/state-spaces/mamba@v2.3.0'
-    - uv pip install --system --no-build-isolation 'git+https://github.com/Dao-AILab/causal-conv1d@v1.6.0'
-    - pytest -v -s models/language/generation -m hybrid_model -k 'granite-4.0-tiny-preview'
-
 - label: Language Models Test (Extended Generation) # 80min
  device: h200_35gb
  key: language-models-test-extended-generation
-  timeout_in_minutes: 65
+  timeout_in_minutes: 110
  optional: true
  source_file_dependencies:
  - vllm/
  - tests/models/language/generation
  commands:
    # Install fast path packages for testing against transformers
+    # Note: also needed to run plamo2 model in vLLM
    - uv pip install --system --no-build-isolation 'git+https://github.com/state-spaces/mamba@v2.3.0'
    - uv pip install --system --no-build-isolation 'git+https://github.com/Dao-AILab/causal-conv1d@v1.6.0'
    - pytest -v -s models/language/generation -m '(not core_model) and (not hybrid_model)'

 - label: Language Models Test (PPL)
  key: language-models-test-ppl
-  timeout_in_minutes: 30
+  timeout_in_minutes: 110
  device: h200_18gb
  optional: true
  source_file_dependencies:
@@ -119,10 +84,10 @@ steps:
  commands:
    - pytest -v -s models/language/generation_ppl_test

- label: Language Models Test (Extended Pooling)
+- label: Language Models Test (Extended Pooling)  # 36min
  device: h200_35gb
  key: language-models-test-extended-pooling
-  timeout_in_minutes: 120
+  timeout_in_minutes: 50
  optional: true
  source_file_dependencies:
  - vllm/
@@ -131,15 +96,14 @@ steps:
    - pytest -v -s models/language/pooling -m 'not core_model'
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 95
+      device: mi325_1
+      timeout_in_minutes: 100
      depends_on:
      - image-build-amd

 - label: Language Models Test (MTEB)
  key: language-models-test-mteb
-  timeout_in_minutes: 68
+  timeout_in_minutes: 110
  device: h200_18gb
  optional: true
  source_file_dependencies:
@@ -4,107 +4,99 @@ depends_on:
 steps:
 - label: "Multi-Modal Models (Standard) 1: qwen2"
  key: multi-modal-models-standard-1-qwen2
-  timeout_in_minutes: 68
+  timeout_in_minutes: 45
  device: h200_18gb
  source_file_dependencies:
  - vllm/
  - tests/models/multimodal
  commands:
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
    - pytest -v -s models/multimodal/generation/test_common.py -m core_model -k "qwen2"
    - pytest -v -s models/multimodal/generation/test_ultravox.py -m core_model
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 65
+      device: mi325_1
      depends_on:
      - image-build-amd

 - label: "Multi-Modal Models (Standard) 2: qwen3 + gemma"
  key: multi-modal-models-standard-2-qwen3-gemma
-  timeout_in_minutes: 75
+  timeout_in_minutes: 45
  device: h200_18gb
  source_file_dependencies:
  - vllm/
  - tests/models/multimodal
  commands:
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
    - pytest -v -s models/multimodal/generation/test_common.py -m core_model -k "qwen3 or gemma"
-    - pytest -v -s models/multimodal/generation/test_mm_prefix_lm.py -m core_model
    - pytest -v -s models/multimodal/generation/test_qwen2_5_vl.py -m core_model
+    - pytest -v -s models/multimodal/generation/test_vit_cudagraph.py -m core_model
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 55
+      device: mi325_1
      depends_on:
      - image-build-amd

 - label: "Multi-Modal Models (Standard) 3: llava + qwen2_vl"
  device: h200_35gb
  key: multi-modal-models-standard-3-llava-qwen2-vl
-  timeout_in_minutes: 40
+  timeout_in_minutes: 45
  source_file_dependencies:
  - vllm/
  - tests/models/multimodal
  commands:
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
    - pytest -v -s models/multimodal/generation/test_common.py -m core_model -k "not qwen2 and not qwen3 and not gemma"
    - pytest -v -s models/multimodal/generation/test_qwen2_vl.py -m core_model
  mirror:
    amd:
-      device: mi250_1
-      timeout_in_minutes: 55
+      device: mi325_1
      depends_on:
      - image-build-amd

 - label: "Multi-Modal Models (Standard) 4: other + whisper"
  device: h200_35gb
  key: multi-modal-models-standard-4-other-whisper
-  timeout_in_minutes: 75
+  timeout_in_minutes: 45
  source_file_dependencies:
  - vllm/
  - tests/models/multimodal
  commands:
-    - pytest -v -s models/multimodal -m core_model --ignore models/multimodal/generation/test_common.py --ignore models/multimodal/generation/test_ultravox.py --ignore models/multimodal/generation/test_qwen2_5_vl.py --ignore models/multimodal/generation/test_qwen2_vl.py --ignore models/multimodal/generation/test_whisper.py --ignore models/multimodal/generation/test_mm_prefix_lm.py --ignore models/multimodal/generation/test_memory_leak.py --ignore models/multimodal/generation/test_vit_cudagraph.py --ignore models/multimodal/processing
-    - pytest -v -s models/multimodal/generation/test_vit_cudagraph.py -m core_model
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
+    - pytest -v -s models/multimodal -m core_model --ignore models/multimodal/generation/test_common.py --ignore models/multimodal/generation/test_ultravox.py --ignore models/multimodal/generation/test_qwen2_5_vl.py --ignore models/multimodal/generation/test_qwen2_vl.py --ignore models/multimodal/generation/test_whisper.py  --ignore models/multimodal/generation/test_memory_leak.py --ignore models/multimodal/processing
    - pytest models/multimodal/generation/test_memory_leak.py -m core_model
    - cd .. && VLLM_WORKER_MULTIPROC_METHOD=spawn pytest -v -s tests/models/multimodal/generation/test_whisper.py -m core_model  # Otherwise, mp_method="spawn" doesn't work
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 50
-      depends_on:
-      - image-build-amd

- label: Multi-Modal Processor (CPU) %N
+- label: Multi-Modal Processor (CPU)
  key: multi-modal-processor-cpu
  depends_on:
  - image-build-cpu
-  timeout_in_minutes: 125
+  timeout_in_minutes: 60
  source_file_dependencies:
  - vllm/
  - tests/models/multimodal
  - tests/models/registry.py
  device: cpu-medium
  commands:
-    - pytest -v -s models/multimodal/processing --ignore models/multimodal/processing/test_tensor_schema.py --num-shards=$$BUILDKITE_PARALLEL_JOB_COUNT --shard-id=$$BUILDKITE_PARALLEL_JOB
-  parallelism: 4
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
+    - pytest -v -s models/multimodal/processing --ignore models/multimodal/processing/test_tensor_schema.py

 - label: Multi-Modal Processor # 44min
  key: multi-modal-processor
-  timeout_in_minutes: 98
+  timeout_in_minutes: 60
  device: h200_18gb
  source_file_dependencies:
  - vllm/
  - tests/models/multimodal
  - tests/models/registry.py
  commands:
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
    - pytest -v -s models/multimodal/processing/test_tensor_schema.py

 - label: Multi-Modal Accuracy Eval (Small Models) # 50min
  device: h200_35gb
  key: multi-modal-accuracy-eval-small-models
-  timeout_in_minutes: 30
+  timeout_in_minutes: 70
  working_dir: "/vllm-workspace/.buildkite/lm-eval-harness"
  source_file_dependencies:
  - vllm/multimodal/
@@ -112,22 +104,8 @@ steps:
  - vllm/v1/core/
  commands:
  - pytest -s -v test_lm_eval_correctness.py --config-list-file=configs/models-mm-small.txt --tp-size=1
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 35
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/multimodal/
-      - vllm/inputs/
-      - vllm/v1/core/
-      - vllm/platforms/rocm.py
-      - vllm/model_executor/model_loader/

 - label: Multi-Modal Models (Extended Generation 1)
-  device: h200_35gb
  key: multi-modal-models-extended-generation-1
  optional: true
  source_file_dependencies:
@@ -135,13 +113,12 @@ steps:
  - tests/models/multimodal/generation
  - tests/models/multimodal/test_mapping.py
  commands:
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
    - pytest -v -s models/multimodal/generation -m 'not core_model' --ignore models/multimodal/generation/test_common.py
    - pytest -v -s models/multimodal/test_mapping.py
  mirror:
    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 90
+      device: mi325_1
      depends_on:
      - image-build-amd

@@ -153,6 +130,7 @@ steps:
  - vllm/
  - tests/models/multimodal/generation
  commands:
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
    - pytest -v -s models/multimodal/generation/test_common.py -m 'split(group=0) and not core_model'

 - label: Multi-Modal Models (Extended Generation 3)
@@ -163,6 +141,7 @@ steps:
  - vllm/
  - tests/models/multimodal/generation
  commands:
+    - pip install git+https://github.com/TIGER-AI-Lab/Mantis.git
    - pytest -v -s models/multimodal/generation/test_common.py -m 'split(group=1) and not core_model'

 - label: Multi-Modal Models (Extended Pooling)
@@ -174,13 +153,3 @@ steps:
  - tests/models/multimodal/pooling
  commands:
    - pytest -v -s models/multimodal/pooling -m 'not core_model'
-  mirror:
-    amd:
-      dind: false
-      device: mi300_1
-      timeout_in_minutes: 60
-      depends_on:
-      - image-build-amd
-      source_file_dependencies:
-      - vllm/
-      - tests/models/multimodal/pooling
--- a/Show More
+++ b/Show More