Support torch 2.8.0 (#120)

See also https://github.com/pytorch/pytorch/issues/120020

.github/workflows/build-doc.yml

@@ -23,6 +23,7 @@ on:
     branches:
     - master
     - doc
+  workflow_dispatch:
 
 jobs:
   build-doc:
@@ -34,7 +35,7 @@ jobs:
         python-version: [3.8]
     steps:
       # refer to https://github.com/actions/checkout
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -46,14 +47,30 @@ jobs:
       - name: Display Python version
         run: python -c "import sys; print(sys.version)"
 
+      - name: Update wheels
+        shell: bash
+        run: |
+            export KALDIFEAT_DIR=$PWD
+            ls -lh $KALDIFEAT_DIR
+
+            export GIT_LFS_SKIP_SMUDGE=1
+            export GIT_CLONE_PROTECTION_ACTIVE=false
+            git clone https://huggingface.co/csukuangfj/kaldifeat huggingface
+            cd huggingface
+
+            ./run.sh
+
       - name: Build doc
         shell: bash
         run: |
           cd doc
+          git status
           python3 -m pip install -r ./requirements.txt
           make html
           cp source/cpu.html build/html/
           cp source/cuda.html build/html/
+          cp source/cpu-cn.html build/html/
+          cp source/cuda-cn.html build/html/
           touch build/html/.nojekyll
 
       - name: Deploy

.github/workflows/macos-cpu-wheels.yml

@@ -2,6 +2,9 @@ name: build-wheels-cpu-macos
 
 on:
   push:
+    branches:
+      # - wheel
+      - torch-2.8.0
     tags:
       - '*'
   workflow_dispatch:
@@ -17,48 +20,72 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
         id: set-matrix
         run: |
           # outputting for debugging purposes
-          python ./scripts/github_actions/generate_build_matrix.py --for-macos
+          # python ./scripts/github_actions/generate_build_matrix.py --for-macos
-          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-macos)
+          # MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-macos)
+
+          python ./scripts/github_actions/generate_build_matrix.py --for-macos --test-only-latest-torch
+          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-macos --test-only-latest-torch)
           echo "::set-output name=matrix::${MATRIX}"
 
   build_wheels_macos_cpu:
     needs: generate_build_matrix
     name: ${{ matrix.torch }} ${{ matrix.python-version }}
-    runs-on: macos-latest
+    runs-on: macos-14
     strategy:
       fail-fast: false
       matrix:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
-      # see https://cibuildwheel.readthedocs.io/en/stable/changelog/
+      - name: Setup Python
-      # for a list of versions
+        uses: actions/setup-python@v5
-      - name: Build wheels
+        with:
-        uses: pypa/cibuildwheel@v2.11.4
+          python-version: ${{ matrix.python-version }}
-        env:
-          CIBW_BEFORE_BUILD: pip install torch==${{ matrix.torch}} cmake numpy
-          CIBW_BUILD: ${{ matrix.python-version }}-*
-          CIBW_REPAIR_WHEEL_COMMAND_MACOS: ""
-          CIBW_BUILD_VERBOSITY: 3
 
-      - name: Display wheels
+      - name: Install dependencies
+        shell: bash
+        run: |
+          pip install -q torch==${{ matrix.torch}} cmake numpy wheel>=0.40.0 twine setuptools
+
+      - name: Build wheel
+        shell: bash
+        run: |
+          python3 setup.py bdist_wheel
+          mkdir wheelhouse
+          cp -v dist/* wheelhouse
+
+      - name: Display wheels (before fix)
+        shell: bash
+        run: |
+          ls -lh ./wheelhouse/
+
+      - name: Fix wheel platform tag
+        run: |
+          # See https://github.com/glencoesoftware/zeroc-ice-py-macos-x86_64/pull/3/files
+          # See:
+          #  * https://github.com/pypa/wheel/issues/406
+          python -m wheel tags \
+            --platform-tag=macosx_11_0_arm64 \
+            --remove wheelhouse/*.whl
+
+      - name: Display wheels (after fix)
         shell: bash
         run: |
           ls -lh ./wheelhouse/
 
       - name: Upload Wheel
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           name: torch-${{ matrix.torch }}-python-${{ matrix.python-version }}-macos-latest-cpu
           path: wheelhouse/*.whl
@@ -84,8 +111,9 @@ jobs:
             cd huggingface
             git pull
 
-            mkdir -p macos
+            d=cpu/1.25.5.dev20241029/macos
-            cp -v ../wheelhouse/*.whl ./macos
+            mkdir -p $d
+            cp -v ../wheelhouse/*.whl ./$d
             git status
             git lfs track "*.whl"
             git add .

.github/workflows/nightly-tests-macos-cpu.yml

@@ -1,116 +0,0 @@
-# Copyright      2021  Xiaomi Corp.       (author: Fangjun Kuang)
-
-# See ../../LICENSE for clarification regarding multiple authors
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-name: Nightly tests macos cpu
-
-on:
-  schedule:
-    # minute (0-59)
-    # hour (0-23)
-    # day of the month (1-31)
-    # month (1-12)
-    # day of the week (0-6)
-    # nightly build at 23:50 UTC time every day
-    - cron: "50 23 * * *"
-
-jobs:
-  enable_nightly_build:
-    runs-on: ubuntu-latest
-    outputs:
-      enabled: ${{ steps.set-enabled.outputs.enabled }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Set enabled
-        id: set-enabled
-        run: |
-          enabled=$(python scripts/github_actions/run-nightly-build.py)
-          echo "enabled: $enabled"
-          echo "::set-output name=enabled::${enabled}"
-
-  generate_build_matrix:
-    needs: enable_nightly_build
-    if: needs.enable_nightly_build.outputs.enabled == 'true'
-    # see https://github.com/pytorch/pytorch/pull/50633
-    runs-on: ubuntu-latest
-    outputs:
-      matrix: ${{ steps.set-matrix.outputs.matrix }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Generating build matrix
-        id: set-matrix
-        run: |
-          # outputting for debugging purposes
-          python scripts/github_actions/generate_build_matrix.py
-          MATRIX=$(python scripts/github_actions/generate_build_matrix.py)
-          echo "::set-output name=matrix::${MATRIX}"
-
-  run_nightly_tests_macos_cpu:
-    needs: generate_build_matrix
-    runs-on: macos-10.15
-    strategy:
-      fail-fast: false
-      matrix:
-        ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
-
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-
-      - name: Setup Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Display Python version
-        run: python -c "import sys; print(sys.version)"
-
-      - name: Display clang version
-        run: |
-          clang --version
-
-      - name: Install PyTorch ${{ matrix.torch }}
-        shell: bash
-        run: |
-          python3 -m pip install -qq --upgrade pip
-          python3 -m pip install -qq wheel twine numpy typing_extensions
-          python3 -m pip install -qq torch==${{ matrix.torch }} numpy
-          python3 -m pip install -qq dataclasses soundfile
-
-          python3 -c "import torch; print('torch version:', torch.__version__)"
-
-      - name: Install from PyPI
-        shell: bash
-        run: |
-          export KALDIFEAT_MAKE_ARGS="-j 3"
-          pip install --verbose kaldifeat
-
-      - name: Run tests
-        shell: bash
-        run: |
-          lib_path=$(python -c "from distutils.sysconfig import get_python_lib; print(get_python_lib())")
-          echo "lib_path: $lib_path"
-          ls -lh $lib_path
-          # export DYLD_LIBRARY_PATH=$lib_path:$DYLD_LIBRARY_PATH
-          otool -L $lib_path/_kaldifeat.*.so
-          otool -l $lib_path/_kaldifeat.*.so
-
-          cd kaldifeat/python/tests
-          make test

.github/workflows/nightly-tests-ubuntu-pip-cpu.yml

@@ -1,118 +0,0 @@
-# Copyright      2021  Xiaomi Corp.       (author: Fangjun Kuang)
-
-# See ../../LICENSE for clarification regarding multiple authors
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-name: Nightly tests ubuntu pip cpu
-
-on:
-  schedule:
-    # minute (0-59)
-    # hour (0-23)
-    # day of the month (1-31)
-    # month (1-12)
-    # day of the week (0-6)
-    # nightly build at 23:50 UTC time every day
-    - cron: "50 23 * * *"
-
-jobs:
-  enable_nightly_build:
-    runs-on: ubuntu-latest
-    outputs:
-      enabled: ${{ steps.set-enabled.outputs.enabled }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Set enabled
-        id: set-enabled
-        run: |
-          enabled=$(python scripts/github_actions/run-nightly-build.py)
-          echo "enabled: $enabled"
-          echo "::set-output name=enabled::${enabled}"
-
-  generate_build_matrix:
-    needs: enable_nightly_build
-    if: needs.enable_nightly_build.outputs.enabled == 'true'
-    # see https://github.com/pytorch/pytorch/pull/50633
-    runs-on: ubuntu-latest
-    outputs:
-      matrix: ${{ steps.set-matrix.outputs.matrix }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Generating build matrix
-        id: set-matrix
-        run: |
-          # outputting for debugging purposes
-          python scripts/github_actions/generate_build_matrix.py
-          MATRIX=$(python scripts/github_actions/generate_build_matrix.py)
-          echo "::set-output name=matrix::${MATRIX}"
-
-  run_nightly_tests_ubuntu_pip_cpu:
-    needs: generate_build_matrix
-    runs-on: ubuntu-18.04
-    strategy:
-      fail-fast: false
-      matrix:
-        ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
-
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-
-      - name: Setup Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Display Python version
-        run: python -c "import sys; print(sys.version)"
-
-      - name: Install GCC 7
-        run: |
-          sudo apt-get install -y gcc-7 g++-7
-          echo "CC=/usr/bin/gcc-7" >> $GITHUB_ENV
-          echo "CXX=/usr/bin/g++-7" >> $GITHUB_ENV
-
-      - name: Display GCC version
-        run: |
-          gcc --version
-
-      - name: Install PyTorch ${{ matrix.torch }}
-        shell: bash
-        run: |
-          sudo apt-get update
-          sudo apt-get install -y libsndfile1-dev libsndfile1 ffmpeg
-
-          python3 -m pip install -qq --upgrade pip
-          python3 -m pip install -qq wheel twine typing_extensions numpy soundfile
-          python3 -m pip install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch_stable.html
-          python3 -m pip install -qq dataclasses
-
-          python3 -c "import torch; print('torch version:', torch.__version__)"
-
-      - name: Install from PyPI
-        shell: bash
-        run: |
-          export KALDIFEAT_MAKE_ARGS="-j 3"
-          pip install --verbose kaldifeat
-
-      - name: Run tests
-        shell: bash
-        run: |
-          cd kaldifeat/python/tests
-          make test

.github/workflows/nightly-tests-ubuntu-pip-cuda.yml

@@ -1,134 +0,0 @@
-# Copyright      2021  Xiaomi Corp.       (author: Fangjun Kuang)
-
-# See ../../LICENSE for clarification regarding multiple authors
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-name: Nightly tests ubuntu pip cuda
-
-on:
-  schedule:
-    # minute (0-59)
-    # hour (0-23)
-    # day of the month (1-31)
-    # month (1-12)
-    # day of the week (0-6)
-    # nightly build at 23:50 UTC time every day
-    - cron: "50 23 * * *"
-
-jobs:
-  enable_nightly_build:
-    runs-on: ubuntu-latest
-    outputs:
-      enabled: ${{ steps.set-enabled.outputs.enabled }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Set enabled
-        id: set-enabled
-        run: |
-          enabled=$(python scripts/github_actions/run-nightly-build.py)
-          echo "enabled: $enabled"
-          echo "::set-output name=enabled::${enabled}"
-
-  generate_build_matrix:
-    needs: enable_nightly_build
-    if: needs.enable_nightly_build.outputs.enabled == 'true'
-    # see https://github.com/pytorch/pytorch/pull/50633
-    runs-on: ubuntu-latest
-    outputs:
-      matrix: ${{ steps.set-matrix.outputs.matrix }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Generating build matrix
-        id: set-matrix
-        run: |
-          # outputting for debugging purposes
-          python scripts/github_actions/generate_build_matrix.py --enable-cuda
-          MATRIX=$(python scripts/github_actions/generate_build_matrix.py --enable-cuda)
-          echo "::set-output name=matrix::${MATRIX}"
-
-  run_nightly_tests_ubuntu_pip_cuda:
-    needs: generate_build_matrix
-    runs-on: ubuntu-18.04
-    strategy:
-      fail-fast: false
-      matrix:
-        ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
-
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-
-      - name: Setup Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Install GCC 7
-        run: |
-          sudo apt-get install -y gcc-7 g++-7
-          echo "CC=/usr/bin/gcc-7" >> $GITHUB_ENV
-          echo "CXX=/usr/bin/g++-7" >> $GITHUB_ENV
-
-      - name: Install CUDA Toolkit ${{ matrix.cuda }}
-        shell: bash
-        env:
-          cuda: ${{ matrix.cuda }}
-        run: |
-          source ./scripts/github_actions/install_cuda.sh
-          echo "CUDA_HOME=${CUDA_HOME}" >> $GITHUB_ENV
-          echo "${CUDA_HOME}/bin" >> $GITHUB_PATH
-          echo "LD_LIBRARY_PATH=${CUDA_HOME}/lib:${CUDA_HOME}/lib64:${LD_LIBRARY_PATH}" >> $GITHUB_ENV
-
-      - name: Display NVCC version
-        run: |
-          which nvcc
-          nvcc --version
-
-      - name: Install PyTorch ${{ matrix.torch }}
-        env:
-          cuda: ${{ matrix.cuda }}
-          torch: ${{ matrix.torch }}
-        shell: bash
-        run: |
-          sudo apt-get update
-          sudo apt-get install -y libsndfile1-dev libsndfile1 ffmpeg
-          python3 -m pip install --upgrade pip
-          python3 -m pip install wheel twine typing_extensions soundfile
-          python3 -m pip install bs4 requests tqdm numpy
-
-          ./scripts/github_actions/install_torch.sh
-          python3 -c "import torch; print('torch version:', torch.__version__)"
-
-      - name: Download cudnn 8.0
-        env:
-          cuda: ${{ matrix.cuda }}
-        run: |
-          ./scripts/github_actions/install_cudnn.sh
-
-      - name: Install from PyPI
-        shell: bash
-        run: |
-          export KALDIFEAT_MAKE_ARGS="-j 3"
-          pip install --verbose kaldifeat
-
-      - name: Run tests
-        shell: bash
-        run: |
-          cd kaldifeat/python/tests
-          make test

.github/workflows/nightly-tests-windows-pip-cpu.yml

@@ -1,119 +0,0 @@
-# Copyright      2021  Xiaomi Corp.       (author: Fangjun Kuang)
-
-# See ../../LICENSE for clarification regarding multiple authors
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-name: Nightly tests windows pip cpu
-
-on:
-  schedule:
-    # minute (0-59)
-    # hour (0-23)
-    # day of the month (1-31)
-    # month (1-12)
-    # day of the week (0-6)
-    # nightly build at 23:50 UTC time every day
-    - cron: "50 23 * * *"
-
-jobs:
-  enable_nightly_build:
-    runs-on: ubuntu-latest
-    outputs:
-      enabled: ${{ steps.set-enabled.outputs.enabled }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Set enabled
-        id: set-enabled
-        run: |
-          enabled=$(python scripts/github_actions/run-nightly-build.py)
-          echo "enabled: $enabled"
-          echo "::set-output name=enabled::${enabled}"
-
-  generate_build_matrix:
-    needs: enable_nightly_build
-    if: needs.enable_nightly_build.outputs.enabled == 'true'
-    # see https://github.com/pytorch/pytorch/pull/50633
-    runs-on: ubuntu-latest
-    outputs:
-      matrix: ${{ steps.set-matrix.outputs.matrix }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Generating build matrix
-        id: set-matrix
-        run: |
-          # outputting for debugging purposes
-          python scripts/github_actions/generate_build_matrix.py
-          MATRIX=$(python scripts/github_actions/generate_build_matrix.py)
-          echo "::set-output name=matrix::${MATRIX}"
-
-  run_nightly_tests_windows_pip_cpu:
-    needs: generate_build_matrix
-    runs-on: windows-2019
-    strategy:
-      fail-fast: false
-      matrix:
-        ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
-
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-
-      # see https://github.com/microsoft/setup-msbuild
-      - name: Add msbuild to PATH
-        uses: microsoft/setup-msbuild@v1.0.2
-
-      - name: Setup Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Display Python version
-        run: python -c "import sys; print(sys.version)"
-
-      - name: Install PyTorch ${{ matrix.torch }}
-        shell: bash
-        run: |
-          python3 -m pip install -qq --upgrade pip
-          python3 -m pip install -qq wheel twine numpy typing_extensions
-          python3 -m pip install -qq dataclasses soundfile numpy
-          python3 -m pip install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch_stable.html
-
-          python3 -c "import torch; print('torch version:', torch.__version__)"
-
-      - name: Install from PyPI
-        shell: bash
-        run: |
-          export KALDIFEAT_MAKE_ARGS="-j 3"
-          pip install --verbose kaldifeat
-
-      - name: Run tests
-        shell: bash
-        run: |
-          cd kaldifeat/python/tests
-
-          python3 ./test_fbank.py
-          python3 ./test_fbank_options.py
-          python3 ./test_frame_extraction_options.py
-          python3 ./test_mel_bank_options.py
-          python3 ./test_mfcc.py
-          python3 ./test_mfcc_options.py
-          python3 ./test_plp.py
-          python3 ./test_plp_options.py
-          python3 ./test_spectrogram.py
-          python3 ./test_spectrogram_options.py

.github/workflows/nightly-tests-windows-pip-cuda.yml

@@ -1,160 +0,0 @@
-# Copyright      2021  Xiaomi Corp.       (author: Fangjun Kuang)
-
-# See ../../LICENSE for clarification regarding multiple authors
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-#
-name: Nightly tests windows pip cuda
-
-on:
-  schedule:
-    # minute (0-59)
-    # hour (0-23)
-    # day of the month (1-31)
-    # month (1-12)
-    # day of the week (0-6)
-    # nightly build at 23:50 UTC time every day
-    - cron: "50 23 * * *"
-
-jobs:
-  enable_nightly_build:
-    runs-on: ubuntu-latest
-    outputs:
-      enabled: ${{ steps.set-enabled.outputs.enabled }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Set enabled
-        id: set-enabled
-        run: |
-          enabled=$(python scripts/github_actions/run-nightly-build.py)
-          echo "enabled: $enabled"
-          echo "::set-output name=enabled::${enabled}"
-
-  generate_build_matrix:
-    needs: enable_nightly_build
-    if: needs.enable_nightly_build.outputs.enabled == 'true'
-    # see https://github.com/pytorch/pytorch/pull/50633
-    runs-on: ubuntu-latest
-    outputs:
-      matrix: ${{ steps.set-matrix.outputs.matrix }}
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-      - name: Generating build matrix
-        id: set-matrix
-        run: |
-          # outputting for debugging purposes
-          python scripts/github_actions/generate_build_matrix.py --enable-cuda --for-windows
-          MATRIX=$(python scripts/github_actions/generate_build_matrix.py --enable-cuda --for-windows)
-          echo "::set-output name=matrix::${MATRIX}"
-
-  run_nightly_tests_windows_pip_cuda:
-    needs: generate_build_matrix
-    runs-on: windows-2019
-    strategy:
-      fail-fast: false
-      matrix:
-        ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
-
-    steps:
-      - uses: actions/checkout@v2
-        with:
-          fetch-depth: 0
-
-      # see https://github.com/microsoft/setup-msbuild
-      - name: Add msbuild to PATH
-        uses: microsoft/setup-msbuild@v1.0.2
-
-      - name: Setup Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Display Python version
-        run: python -c "import sys; print(sys.version)"
-
-      # See https://github.com/Jimver/cuda-toolkit/blob/master/src/links/windows-links.ts
-      # for available CUDA versions
-      - uses: Jimver/cuda-toolkit@v0.2.7
-        id: cuda-toolkit
-        with:
-          cuda: ${{ matrix.cuda }}
-
-      - name: Display CUDA version
-        run: |
-          echo "Installed cuda version is: ${{ steps.cuda-toolkit.outputs.cuda }}"
-          echo "Cuda install location: ${{steps.cuda-toolkit.outputs.CUDA_PATH}}"
-          nvcc --version
-
-      - name: Remove CUDA installation package
-        shell: bash
-        run: |
-          rm "C:/hostedtoolcache/windows/cuda_installer-windows/${{ matrix.cuda }}/x64/cuda_installer_${{ matrix.cuda }}.exe"
-
-      - name: Download cuDNN
-        shell: bash
-        run: |
-          GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/csukuangfj/cudnn-for-windows
-          cd cudnn-for-windows
-          git lfs pull --include="cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive.zip"
-          unzip cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive.zip
-          rm cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive.zip
-          ls -lh *
-          ls -lh */*
-
-          echo "PWD: $PWD"
-
-      - name: Install PyTorch ${{ matrix.torch }}
-        shell: bash
-        run: |
-          version=${{ matrix.cuda }}
-          major=${version:0:2}
-          minor=${version:3:1}
-          v=${major}${minor}
-          if [ ${v} -eq 102 ]; then v=""; else v="+cu${v}"; fi
-
-          python3 -m pip install -qq --upgrade pip
-          python3 -m pip install -qq wheel twine numpy typing_extensions
-          python3 -m pip install -qq dataclasses soundfile numpy
-          python3 -m pip install -qq torch==${{ matrix.torch }}${v} -f https://download.pytorch.org/whl/torch_stable.html numpy
-
-          python3 -c "import torch; print('torch version:', torch.__version__)"
-
-          python3 -m torch.utils.collect_env
-
-      - name: Install from PyPI
-        shell: bash
-        run: |
-          echo "PWD: $PWD"
-          export KALDIFEAT_CMAKE_ARGS="-DCMAKE_BUILD_TYPE=$BUILD_TYPE -DCUDNN_INCLUDE_PATH=d:/a/kaldifeat/kaldifeat/cudnn-for-windows/cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive/include -DCUDNN_LIBRARY_PATH=d:/a/kaldifeat/kaldifeat/cudnn-for-windows/cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive/lib/cudnn.lib"
-          export KALDIFEAT_MAKE_ARGS="-j 3"
-          pip install --verbose kaldifeat
-
-      - name: Run tests
-        shell: bash
-        run: |
-          cd kaldifeat/python/tests
-
-          python3 ./test_fbank.py
-          python3 ./test_fbank_options.py
-          python3 ./test_frame_extraction_options.py
-          python3 ./test_mel_bank_options.py
-          python3 ./test_mfcc.py
-          python3 ./test_mfcc_options.py
-          python3 ./test_plp.py
-          python3 ./test_plp_options.py
-          python3 ./test_spectrogram.py
-          python3 ./test_spectrogram_options.py

.github/workflows/publish_to_pypi.yml

@@ -20,12 +20,13 @@ on:
   push:
     tags:
       - '*'
+  workflow_dispatch:
 
 jobs:
   pypi:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -39,6 +40,7 @@ jobs:
         run: |
           python3 -m pip install --upgrade pip
           python3 -m pip install wheel twine setuptools
+          python3 -m pip install torch==1.10.0+cpu -f https://download.pytorch.org/whl/torch_stable.html
 
       - name: Build
         shell: bash

.github/workflows/run-tests-macos-cpu.yml

@@ -32,7 +32,7 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
@@ -45,14 +45,14 @@ jobs:
 
   run_tests_macos_cpu:
     needs: generate_build_matrix
-    runs-on: macos-10.15
+    runs-on: macos-latest
     strategy:
       fail-fast: false
       matrix:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -66,7 +66,7 @@ jobs:
         run: |
           python3 -m pip install -qq --upgrade pip
           python3 -m pip install -qq wheel twine typing_extensions soundfile numpy
-          python3 -m pip install -qq torch==${{ matrix.torch }} -f https://download.pytorch.org/whl/torch_stable.html
+          python3 -m pip install -qq torch==${{ matrix.torch }} -f https://download.pytorch.org/whl/torch_stable.html || python3 -m pip install -qq torch==${{ matrix.torch }} -f https://download.pytorch.org/whl/torch/
 
           python3 -c "import torch; print('torch version:', torch.__version__)"
 
@@ -75,7 +75,7 @@ jobs:
         run: |
           mkdir build_release
           cd build_release
-          cmake ..
+          cmake -DCMAKE_CXX_STANDARD=17 ..
           make VERBOSE=1 -j3
 
       - name: Run tests

.github/workflows/run-tests-ubuntu-cpu.yml

@@ -32,7 +32,7 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
@@ -52,7 +52,7 @@ jobs:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -61,12 +61,6 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: Install GCC 7
-        run: |
-          sudo apt-get install -y gcc-7 g++-7
-          echo "CC=/usr/bin/gcc-7" >> $GITHUB_ENV
-          echo "CXX=/usr/bin/g++-7" >> $GITHUB_ENV
-
       - name: Install PyTorch ${{ matrix.torch }}
         shell: bash
         run: |
@@ -75,7 +69,7 @@ jobs:
           python3 -m pip install --upgrade pip
           python3 -m pip install wheel twine typing_extensions soundfile
           python3 -m pip install bs4 requests tqdm numpy
-          python3 -m pip install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch_stable.html
+          python3 -m pip install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch_stable.html || python3 -m pip install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch/
 
           python3 -c "import torch; print('torch version:', torch.__version__)"
 
@@ -84,7 +78,7 @@ jobs:
         run: |
           mkdir build_release
           cd build_release
-          cmake ..
+          cmake -DCMAKE_CXX_STANDARD=17 ..
           make VERBOSE=1 -j3
 
       - name: Run tests

.github/workflows/run-tests-ubuntu-cuda.yml

@@ -32,7 +32,7 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
@@ -45,14 +45,14 @@ jobs:
 
   run_tests_ubuntu_cuda:
     needs: generate_build_matrix
-    runs-on: ubuntu-18.04
+    runs-on: ubuntu-latest
     strategy:
       fail-fast: false
       matrix:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -61,14 +61,6 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: Install GCC 7
-        if: startsWith(matrix.os, 'ubuntu')
-        run: |
-          sudo apt-get install -y gcc-7 g++-7
-          echo "CC=/usr/bin/gcc-7" >> $GITHUB_ENV
-          echo "CXX=/usr/bin/g++-7" >> $GITHUB_ENV
-
-
       - name: Install CUDA Toolkit ${{ matrix.cuda }}
         shell: bash
         env:
@@ -110,7 +102,7 @@ jobs:
         run: |
           mkdir build_release
           cd build_release
-          cmake ..
+          cmake -DCMAKE_CXX_STANDARD=17 ..
           make VERBOSE=1 -j3
 
       - name: Run tests

.github/workflows/run-tests-windows-cpu.yml

@@ -32,7 +32,7 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
@@ -46,14 +46,14 @@ jobs:
   run_tests_windows_cpu:
     # see https://github.com/actions/virtual-environments/blob/win19/20210525.0/images/win/Windows2019-Readme.md
     needs: generate_build_matrix
-    runs-on: windows-2019
+    runs-on: windows-latest
     strategy:
       fail-fast: false
       matrix:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -71,7 +71,7 @@ jobs:
 
       - name: Install PyTorch ${{ matrix.torch }}
         run: |
-          pip3 install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch_stable.html
+          pip3 install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch_stable.html || pip3 install -qq torch==${{ matrix.torch }}+cpu -f https://download.pytorch.org/whl/torch/
           pip3 install -qq wheel twine dataclasses numpy typing_extensions soundfile
 
       - name: Display CMake version
@@ -90,7 +90,7 @@ jobs:
       - name: Build kaldifeat
         run: |
           cd build_release
-          cmake --build . --target _kaldifeat --config Release
+          cmake --build -DCMAKE_CXX_STANDARD=17 . --target _kaldifeat --config Release
 
       - name: Display generated files
         shell: bash
@@ -107,7 +107,7 @@ jobs:
           python3 -c "import kaldifeat; print(kaldifeat.__version__)"
 
       - name: Upload Wheel
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           name: python-${{ matrix.python-version }}-${{ matrix.os }}-cpu
           path: dist/*.whl
@@ -116,6 +116,6 @@ jobs:
         shell: bash
         run: |
           cd build_release
-          cmake --build . --target ALL_BUILD --config Release
+          cmake -DCMAKE_CXX_STANDARD=17 --build . --target ALL_BUILD --config Release
           ls -lh bin/*/*
           ctest -C Release --verbose --output-on-failure

.github/workflows/run-tests-windows-cuda.yml

@@ -33,7 +33,7 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
@@ -46,14 +46,14 @@ jobs:
 
   run_tests_windows_cuda:
     needs: generate_build_matrix
-    runs-on: windows-2019
+    runs-on: windows-latest
     strategy:
       fail-fast: false
       matrix:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -113,7 +113,7 @@ jobs:
           python3 -m pip install -qq --upgrade pip
           python3 -m pip install -qq wheel twine numpy typing_extensions
           python3 -m pip install -qq dataclasses soundfile numpy
-          python3 -m pip install -qq torch==${{ matrix.torch }}${v} -f https://download.pytorch.org/whl/torch_stable.html numpy
+          python3 -m pip install -qq torch==${{ matrix.torch }}${v} -f https://download.pytorch.org/whl/torch_stable.html numpy || python3 -m pip install -qq torch==${{ matrix.torch }}${v} -f https://download.pytorch.org/whl/torch/ numpy
 
           python3 -c "import torch; print('torch version:', torch.__version__)"
 
@@ -159,7 +159,7 @@ jobs:
           python3 -c "import kaldifeat; print(kaldifeat.__version__)"
 
       - name: Upload Wheel
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           name: python-${{ matrix.python-version }}-${{ matrix.os }}-cuda-${{ matrix.cuda }}
           path: dist/*.whl
@@ -168,6 +168,6 @@ jobs:
         shell: bash
         run: |
           cd build_release
-          cmake --build . --target ALL_BUILD --config Release
+          cmake -DCMAKE_CXX_STANDARD=17 --build . --target ALL_BUILD --config Release
           ls -lh bin/*/*
           ctest -C Release --verbose --output-on-failure

.github/workflows/style_check.yml

@@ -29,12 +29,12 @@ jobs:
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
-        os: [ubuntu-18.04, macos-10.15]
+        os: [ubuntu-latest, macos-latest]
-        python-version: [3.7, 3.8, 3.9]
+        python-version: ["3.8"]
       fail-fast: false
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 

.github/workflows/test-wheels.yml

@@ -0,0 +1,67 @@
+name: Test pre-compiled wheels
+on:
+  workflow_dispatch:
+    inputs:
+      torch_version:
+        description: "torch version, e.g., 2.0.1"
+        required: true
+      kaldifeat_version:
+        description: "kaldifeat version, e.g., 1.25.0.dev20230726"
+        required: true
+
+jobs:
+  Test_pre_compiled_wheels:
+    name: ${{ matrix.os }} ${{ github.event.inputs.torch_version }} ${{ github.event.inputs.kaldifeat_version }} ${{ matrix.python-version }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        os: [ubuntu-latest, windows-latest, macos-latest]
+        python-version: ["3.8", "3.9", "3.10"]
+    steps:
+      # refer to https://github.com/actions/checkout
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Setup Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Display Python version
+        run: python -c "import sys; print(sys.version)"
+
+      - name: Install dependencies
+        shell: bash
+        run: |
+          pip install numpy
+
+      - name: Install torch
+        if: startsWith(matrix.os, 'macos')
+        shell: bash
+        run: |
+          pip install torch==${{ github.event.inputs.torch_version }}
+
+      - name: Install torch
+        if: startsWith(matrix.os, 'ubuntu') || startsWith(matrix.os, 'windows')
+        shell: bash
+        run: |
+          pip install torch==${{ github.event.inputs.torch_version }}+cpu -f https://download.pytorch.org/whl/torch_stable.html || pip install torch==${{ github.event.inputs.torch_version }}+cpu -f https://download.pytorch.org/whl/torch/
+
+      - name: Install kaldifeat
+        shell: bash
+        run: |
+          pip install kaldifeat==${{ github.event.inputs.kaldifeat_version }}+cpu.torch${{ github.event.inputs.torch_version }} -f https://csukuangfj.github.io/kaldifeat/cpu.html
+
+      - name: Run tests
+        shell: bash
+        run: |
+          cd kaldifeat/python/tests
+
+          python3 -c "import kaldifeat; print(kaldifeat.__file__)"
+          python3 -c "import kaldifeat; print(kaldifeat.__version__)"
+
+          python3 ./test_fbank_options.py
+
+          python3 ./test_mfcc_options.py

.github/workflows/ubuntu-arm64-cpu-wheels.yml

@@ -0,0 +1,168 @@
+name: build-wheels-cpu-arm64-ubuntu
+
+on:
+  push:
+    branches:
+      # - wheel
+      - torch-2.8.0
+    tags:
+      - '*'
+  workflow_dispatch:
+
+concurrency:
+  group: build-wheels-cpu-arm64-ubuntu-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  generate_build_matrix:
+    # see https://github.com/pytorch/pytorch/pull/50633
+    runs-on: ubuntu-latest
+    outputs:
+      matrix: ${{ steps.set-matrix.outputs.matrix }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Generating build matrix
+        id: set-matrix
+        run: |
+          # outputting for debugging purposes
+          # python ./scripts/github_actions/generate_build_matrix.py --for-arm64
+          # MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-arm64)
+
+          python ./scripts/github_actions/generate_build_matrix.py --test-only-latest-torch --for-arm64
+          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --test-only-latest-torch --for-arm64)
+          echo "::set-output name=matrix::${MATRIX}"
+
+  build-manylinux-wheels:
+    needs: generate_build_matrix
+    name: ${{ matrix.torch }} ${{ matrix.python-version }}
+    runs-on: ubuntu-22.04-arm
+    strategy:
+      fail-fast: false
+      matrix:
+        ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      # see https://github.com/pytorch/test-infra/blob/9e3d392690719fac85bad0c9b67f530e48375ca1/tools/scripts/generate_binary_build_matrix.py
+      # https://github.com/pytorch/builder/tree/main/manywheel
+      # https://github.com/pytorch/builder/pull/476
+      # https://github.com/k2-fsa/k2/issues/733
+      # https://github.com/pytorch/pytorch/pull/50633  (generate build matrix)
+      - name: Run the build process with Docker
+        uses: addnab/docker-run-action@v3
+        with:
+            image: ${{ matrix.image }}
+            options: -v ${{ github.workspace }}:/var/www -e IS_2_28=${{ matrix.is_2_28 }} -e PYTHON_VERSION=${{ matrix.python-version }} -e TORCH_VERSION=${{ matrix.torch }}
+            run: |
+              echo "pwd: $PWD"
+              uname -a
+              id
+              cat /etc/*release
+              gcc --version
+              python3 --version
+              which python3
+
+              ls -lh /opt/python/
+
+              echo "---"
+
+              ls -lh /opt/python/cp*
+
+              ls -lh /opt/python/*/bin
+
+              echo "---"
+              find /opt/python/cp* -name "libpython*"
+              echo "-----"
+              find /opt/_internal/cp* -name "libpython*"
+
+              echo "-----"
+              find / -name "libpython*"
+              echo "----"
+              ls -lh /usr/lib64/libpython3.so
+
+              # cp36-cp36m
+              # cp37-cp37m
+              # cp38-cp38
+              # cp39-cp39
+              # cp310-cp310
+              # cp311-cp311
+              # cp312-cp312
+              # cp313-cp313
+              # cp313-cp313t  (no gil)
+              if [[ $PYTHON_VERSION == "3.6" ]]; then
+                python_dir=/opt/python/cp36-cp36m
+                export PYTHONPATH=/opt/python/cp36-cp36m/lib/python3.6/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.7" ]]; then
+                python_dir=/opt/python/cp37-cp37m
+                export PYTHONPATH=/opt/python/cp37-cp37m/lib/python3.7/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.8" ]]; then
+                python_dir=/opt/python/cp38-cp38
+                export PYTHONPATH=/opt/python/cp38-cp38/lib/python3.8/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.9" ]]; then
+                python_dir=/opt/python/cp39-cp39
+                export PYTHONPATH=/opt/python/cp39-cp39/lib/python3.9/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.10" ]]; then
+                python_dir=/opt/python/cp310-cp310
+                export PYTHONPATH=/opt/python/cp310-cp310/lib/python3.10/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.11" ]]; then
+                python_dir=/opt/python/cp311-cp311
+                export PYTHONPATH=/opt/python/cp311-cp311/lib/python3.11/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.12" ]]; then
+                python_dir=/opt/python/cp312-cp312
+                export PYTHONPATH=/opt/python/cp312-cp312/lib/python3.12/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.13" ]]; then
+                python_dir=/opt/python/cp313-cp313
+                export PYTHONPATH=/opt/python/cp313-cp313/lib/python3.13/site-packages:$PYTHONPATH
+              else
+                echo "Unsupported Python version $PYTHON_VERSION"
+                exit 1
+              fi
+
+              export PYTHON_INSTALL_DIR=$python_dir
+              export PATH=$PYTHON_INSTALL_DIR/bin:$PATH
+
+              python3 --version
+              which python3
+
+              /var/www/scripts/github_actions/build-ubuntu-cpu-arm64.sh
+
+      - name: Display wheels
+        shell: bash
+        run: |
+          ls -lh ./wheelhouse/
+
+      # https://huggingface.co/docs/hub/spaces-github-actions
+      - name: Publish to huggingface
+        if: github.repository_owner == 'csukuangfj'
+        env:
+          HF_TOKEN: ${{ secrets.HF_TOKEN }}
+        uses: nick-fields/retry@v2
+        with:
+          max_attempts: 20
+          timeout_seconds: 200
+          shell: bash
+          command: |
+            git config --global user.email "csukuangfj@gmail.com"
+            git config --global user.name "Fangjun Kuang"
+
+            rm -rf huggingface
+
+            export GIT_LFS_SKIP_SMUDGE=1
+
+            git clone https://huggingface.co/csukuangfj/kaldifeat huggingface
+            cd huggingface
+            git pull
+
+            d=cpu/1.25.5.dev20250307/linux-arm64
+            mkdir -p $d
+            cp -v ../wheelhouse/*.whl ./$d
+            git status
+            git lfs track "*.whl"
+            git add .
+            git commit -m "upload ubuntu-arm64-cpu wheel for torch ${{ matrix.torch }} python ${{ matrix.python-version }}"
+            git push https://csukuangfj:$HF_TOKEN@huggingface.co/csukuangfj/kaldifeat main

.github/workflows/ubuntu-cpu-wheels.yml

@@ -2,6 +2,9 @@ name: build-wheels-cpu-ubuntu
 
 on:
   push:
+    branches:
+      # - wheel
+      - torch-2.8.0
     tags:
       - '*'
   workflow_dispatch:
@@ -17,15 +20,18 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
         id: set-matrix
         run: |
           # outputting for debugging purposes
-          python ./scripts/github_actions/generate_build_matrix.py
+          # python ./scripts/github_actions/generate_build_matrix.py
-          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py)
+          # MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py)
+
+          python ./scripts/github_actions/generate_build_matrix.py --test-only-latest-torch
+          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --test-only-latest-torch)
           echo "::set-output name=matrix::${MATRIX}"
 
   build-manylinux-wheels:
@@ -38,7 +44,7 @@ jobs:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
@@ -51,7 +57,7 @@ jobs:
         uses: addnab/docker-run-action@v3
         with:
             image: ${{ matrix.image }}
-            options: -v ${{ github.workspace }}:/var/www -e PYTHON_VERSION=${{ matrix.python-version }} -e TORCH_VERSION=${{ matrix.torch }}
+            options: -v ${{ github.workspace }}:/var/www -e IS_2_28=${{ matrix.is_2_28 }} -e PYTHON_VERSION=${{ matrix.python-version }} -e TORCH_VERSION=${{ matrix.torch }}
             run: |
               echo "pwd: $PWD"
               uname -a
@@ -60,6 +66,69 @@ jobs:
               gcc --version
               python3 --version
               which python3
+
+              ls -lh /opt/python/
+
+              echo "---"
+
+              ls -lh /opt/python/cp*
+
+              ls -lh /opt/python/*/bin
+
+              echo "---"
+              find /opt/python/cp* -name "libpython*"
+              echo "-----"
+              find /opt/_internal/cp* -name "libpython*"
+
+              echo "-----"
+              find / -name "libpython*"
+              echo "----"
+              ls -lh /usr/lib64/libpython3.so || true
+
+              # cp36-cp36m
+              # cp37-cp37m
+              # cp38-cp38
+              # cp39-cp39
+              # cp310-cp310
+              # cp311-cp311
+              # cp312-cp312
+              # cp313-cp313
+              # cp313-cp313t  (no gil)
+              if [[ $PYTHON_VERSION == "3.6" ]]; then
+                python_dir=/opt/python/cp36-cp36m
+                export PYTHONPATH=/opt/python/cp36-cp36m/lib/python3.6/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.7" ]]; then
+                python_dir=/opt/python/cp37-cp37m
+                export PYTHONPATH=/opt/python/cp37-cp37m/lib/python3.7/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.8" ]]; then
+                python_dir=/opt/python/cp38-cp38
+                export PYTHONPATH=/opt/python/cp38-cp38/lib/python3.8/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.9" ]]; then
+                python_dir=/opt/python/cp39-cp39
+                export PYTHONPATH=/opt/python/cp39-cp39/lib/python3.9/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.10" ]]; then
+                python_dir=/opt/python/cp310-cp310
+                export PYTHONPATH=/opt/python/cp310-cp310/lib/python3.10/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.11" ]]; then
+                python_dir=/opt/python/cp311-cp311
+                export PYTHONPATH=/opt/python/cp311-cp311/lib/python3.11/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.12" ]]; then
+                python_dir=/opt/python/cp312-cp312
+                export PYTHONPATH=/opt/python/cp312-cp312/lib/python3.12/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.13" ]]; then
+                python_dir=/opt/python/cp313-cp313
+                export PYTHONPATH=/opt/python/cp313-cp313/lib/python3.13/site-packages:$PYTHONPATH
+              else
+                echo "Unsupported Python version $PYTHON_VERSION"
+                exit 1
+              fi
+
+              export PYTHON_INSTALL_DIR=$python_dir
+              export PATH=$PYTHON_INSTALL_DIR/bin:$PATH
+
+              python3 --version
+              which python3
+
               /var/www/scripts/github_actions/build-ubuntu-cpu.sh
 
       - name: Display wheels
@@ -67,12 +136,6 @@ jobs:
         run: |
           ls -lh ./wheelhouse/
 
-      - name: Upload Wheel
-        uses: actions/upload-artifact@v2
-        with:
-          name: torch-${{ matrix.torch }}-python-${{ matrix.python-version }}-ubuntu-latest-cpu
-          path: wheelhouse/*.whl
-
       # https://huggingface.co/docs/hub/spaces-github-actions
       - name: Publish to huggingface
         if: github.repository_owner == 'csukuangfj'
@@ -95,8 +158,9 @@ jobs:
             cd huggingface
             git pull
 
-            mkdir -p ubuntu-cpu
+            d=cpu/1.25.5.dev20250307/linux-x64
-            cp -v ../wheelhouse/*.whl ./ubuntu-cpu
+            mkdir -p $d
+            cp -v ../wheelhouse/*.whl ./$d
             git status
             git lfs track "*.whl"
             git add .

.github/workflows/ubuntu-cuda-wheels.yml

@@ -2,6 +2,9 @@ name: build-wheels-cuda-ubuntu
 
 on:
   push:
+    branches:
+      - wheel
+      # - torch-2.7.1
     tags:
       - '*'
   workflow_dispatch:
@@ -17,15 +20,18 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
         id: set-matrix
         run: |
           # outputting for debugging purposes
-          python ./scripts/github_actions/generate_build_matrix.py --enable-cuda
+          # python ./scripts/github_actions/generate_build_matrix.py --enable-cuda
-          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --enable-cuda)
+          # MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --enable-cuda)
+
+          python ./scripts/github_actions/generate_build_matrix.py --enable-cuda --test-only-latest-torch
+          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --enable-cuda --test-only-latest-torch)
           echo "::set-output name=matrix::${MATRIX}"
 
   build-manylinux-wheels:
@@ -38,10 +44,19 @@ jobs:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
+      - name: Free space
+        shell: bash
+        run: |
+          df -h
+          rm -rf /opt/hostedtoolcache
+          df -h
+          echo "pwd: $PWD"
+          echo "github.workspace ${{ github.workspace }}"
+
       # see https://github.com/pytorch/test-infra/blob/9e3d392690719fac85bad0c9b67f530e48375ca1/tools/scripts/generate_binary_build_matrix.py
       # https://github.com/pytorch/builder/tree/main/manywheel
       # https://github.com/pytorch/builder/pull/476
@@ -51,7 +66,7 @@ jobs:
         uses: addnab/docker-run-action@v3
         with:
             image: ${{ matrix.image }}
-            options: -v ${{ github.workspace }}:/var/www -e PYTHON_VERSION=${{ matrix.python-version }} -e TORCH_VERSION=${{ matrix.torch }} -e CUDA_VERSION=${{ matrix.cuda }}
+            options: -v ${{ github.workspace }}:/var/www -e IS_2_28=${{ matrix.is_2_28 }} -e PYTHON_VERSION=${{ matrix.python-version }} -e TORCH_VERSION=${{ matrix.torch }} -e CUDA_VERSION=${{ matrix.cuda }}
             run: |
               echo "pwd: $PWD"
               uname -a
@@ -61,6 +76,69 @@ jobs:
               python3 --version
               which python3
 
+              ls -lh /opt/python/
+
+              echo "---"
+
+              ls -lh /opt/python/cp*
+
+              ls -lh /opt/python/*/bin
+
+              echo "---"
+              find /opt/python/cp* -name "libpython*"
+              echo "-----"
+              find /opt/_internal/cp* -name "libpython*"
+
+              echo "-----"
+              find / -name "libpython*"
+
+              # cp36-cp36m
+              # cp37-cp37m
+              # cp38-cp38
+              # cp39-cp39
+              # cp310-cp310
+              # cp311-cp311
+              # cp312-cp312
+              # cp313-cp313
+              # cp313-cp313t  (no gil)
+              if [[ $PYTHON_VERSION == "3.6" ]]; then
+                python_dir=/opt/python/cp36-cp36m
+                export PYTHONPATH=/opt/python/cp36-cp36m/lib/python3.6/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.7" ]]; then
+                python_dir=/opt/python/cp37-cp37m
+                export PYTHONPATH=/opt/python/cp37-cp37m/lib/python3.7/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.8" ]]; then
+                python_dir=/opt/python/cp38-cp38
+                export PYTHONPATH=/opt/python/cp38-cp38/lib/python3.8/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.9" ]]; then
+                python_dir=/opt/python/cp39-cp39
+                export PYTHONPATH=/opt/python/cp39-cp39/lib/python3.9/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.10" ]]; then
+                python_dir=/opt/python/cp310-cp310
+                export PYTHONPATH=/opt/python/cp310-cp310/lib/python3.10/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.11" ]]; then
+                python_dir=/opt/python/cp311-cp311
+                export PYTHONPATH=/opt/python/cp311-cp311/lib/python3.11/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.12" ]]; then
+                python_dir=/opt/python/cp312-cp312
+                export PYTHONPATH=/opt/python/cp312-cp312/lib/python3.12/site-packages:$PYTHONPATH
+              elif [[ $PYTHON_VERSION == "3.13" ]]; then
+                python_dir=/opt/python/cp313-cp313
+                export PYTHONPATH=/opt/python/cp313-cp313/lib/python3.13/site-packages:$PYTHONPATH
+              else
+                echo "Unsupported Python version $PYTHON_VERSION"
+                exit 1
+              fi
+
+              export PYTHON_INSTALL_DIR=$python_dir
+              export PATH=$PYTHON_INSTALL_DIR/bin:$PATH
+
+              # There are no libpython.so inside $PYTHON_INSTALL_DIR
+              # since they are statically linked.
+
+              python3 --version
+              which python3
+
               pushd /usr/local
               rm cuda
               ln -s cuda-$CUDA_VERSION cuda
@@ -79,9 +157,10 @@ jobs:
           ls -lh ./wheelhouse/
 
       - name: Upload Wheel
-        uses: actions/upload-artifact@v2
+        if: false
+        uses: actions/upload-artifact@v4
         with:
-          name: torch-${{ matrix.torch }}-python-${{ matrix.python-version }}-ubuntu-latest-cuda
+          name: torch-${{ matrix.torch }}-python-${{ matrix.python-version }}-ubuntu-latest-cuda-is_2_28-${{ matrix.is_2_28 }}
           path: wheelhouse/*.whl
 
       # https://huggingface.co/docs/hub/spaces-github-actions
@@ -105,8 +184,9 @@ jobs:
             cd huggingface
             git pull
 
-            mkdir -p ubuntu-cuda
+            d=cuda/1.25.5.dev20241029/linux
-            cp -v ../wheelhouse/*.whl ./ubuntu-cuda
+            mkdir -p $d
+            cp -v ../wheelhouse/*.whl ./$d
             git status
             git lfs track "*.whl"
             git add .

.github/workflows/windows-x64-cpu-wheels.yml

@@ -2,6 +2,9 @@ name: build-wheels-cpu-win64
 
 on:
   push:
+    branches:
+      # - wheel
+      - torch-2.8.0
     tags:
       - '*'
   workflow_dispatch:
@@ -17,15 +20,18 @@ jobs:
     outputs:
       matrix: ${{ steps.set-matrix.outputs.matrix }}
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
       - name: Generating build matrix
         id: set-matrix
         run: |
           # outputting for debugging purposes
-          python ./scripts/github_actions/generate_build_matrix.py --for-windows
+          # python ./scripts/github_actions/generate_build_matrix.py --for-windows
-          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-windows)
+          # MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-windows)
+
+          python ./scripts/github_actions/generate_build_matrix.py --for-windows --test-only-latest-torch
+          MATRIX=$(python ./scripts/github_actions/generate_build_matrix.py --for-windows --test-only-latest-torch)
           echo "::set-output name=matrix::${MATRIX}"
 
   build_wheels_win64_cpu:
@@ -38,19 +44,27 @@ jobs:
         ${{ fromJson(needs.generate_build_matrix.outputs.matrix) }}
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
 
-      # see https://cibuildwheel.readthedocs.io/en/stable/changelog/
+      - name: Setup Python
-      # for a list of versions
+        uses: actions/setup-python@v5
-      - name: Build wheels
+        with:
-        uses: pypa/cibuildwheel@v2.11.4
+          python-version: ${{ matrix.python-version }}
-        env:
+
-          CIBW_BEFORE_BUILD: pip install torch==${{ matrix.torch}}+cpu -f https://download.pytorch.org/whl/torch_stable.html cmake numpy
+      - name: Install dependencies
-          CIBW_BUILD: ${{ matrix.python-version }}-win_amd64
+        shell: bash
-          CIBW_REPAIR_WHEEL_COMMAND_WINDOWS: ""
+        run: |
-          CIBW_BUILD_VERBOSITY: 3
+          pip install -q torch==${{ matrix.torch}} cmake numpy wheel>=0.40.0 twine setuptools
+          pip install torch==${{ matrix.torch}}+cpu -f https://download.pytorch.org/whl/torch_stable.html cmake numpy || pip install torch==${{ matrix.torch}}+cpu -f https://download.pytorch.org/whl/torch/ cmake numpy
+
+      - name: Build wheel
+        shell: bash
+        run: |
+          python3 setup.py bdist_wheel
+          mkdir wheelhouse
+          cp -v dist/* wheelhouse
 
       - name: Display wheels
         shell: bash
@@ -58,7 +72,7 @@ jobs:
           ls -lh ./wheelhouse/
 
       - name: Upload Wheel
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           name: torch-${{ matrix.torch }}-python-${{ matrix.python-version }}-windows-latest-cpu
           path: wheelhouse/*.whl
@@ -84,8 +98,9 @@ jobs:
             cd huggingface
             git pull
 
-            mkdir -p windows-cpu
+            d=cpu/1.25.5.dev20241029/windows
-            cp -v ../wheelhouse/*.whl ./windows-cpu
+            mkdir -p $d
+            cp -v ../wheelhouse/*.whl ./$d
             git status
             git lfs track "*.whl"
             git add .

.gitignore

@@ -6,3 +6,5 @@ __pycache__/
 test-1hour.wav
 path.sh
 torch_version.py
+cpu*.html
+cuda*.html

CMakeLists.txt

@@ -1,4 +1,7 @@
 # Copyright (c)  2021  Xiaomi Corporation (author: Fangjun Kuang)
+if (CMAKE_VERSION VERSION_GREATER_EQUAL "4.0.0")
+  set(CMAKE_POLICY_VERSION_MINIMUM 3.5)
+endif()
 
 cmake_minimum_required(VERSION 3.8 FATAL_ERROR)
 
@@ -7,7 +10,7 @@ project(kaldifeat)
 # remember to change the version in
 # scripts/conda/kaldifeat/meta.yaml
 # scripts/conda-cpu/kaldifeat/meta.yaml
-set(kaldifeat_VERSION "1.25.0")
+set(kaldifeat_VERSION "1.25.5")
 
 set(CMAKE_ARCHIVE_OUTPUT_DIRECTORY "${CMAKE_BINARY_DIR}/lib")
 set(CMAKE_LIBRARY_OUTPUT_DIRECTORY "${CMAKE_BINARY_DIR}/lib")
@@ -17,6 +20,7 @@ set(CMAKE_SKIP_BUILD_RPATH FALSE)
 set(BUILD_RPATH_USE_ORIGIN TRUE)
 set(CMAKE_INSTALL_RPATH_USE_LINK_PATH TRUE)
 
+
 if(NOT APPLE)
   set(kaldifeat_rpath_origin "$ORIGIN")
 else()
@@ -32,16 +36,17 @@ if(NOT CMAKE_BUILD_TYPE)
   set(CMAKE_BUILD_TYPE Release)
 endif()
 
-set(CMAKE_CXX_STANDARD 14 CACHE STRING "The C++ version to be used.")
+if (NOT CMAKE_CXX_STANDARD)
-set(CMAKE_CXX_EXTENSIONS OFF)
+  set(CMAKE_CXX_STANDARD 17 CACHE STRING "The C++ version to be used.")
-
+endif()
 message(STATUS "C++ Standard version: ${CMAKE_CXX_STANDARD}")
+set(CMAKE_CXX_EXTENSIONS OFF)
 
 list(APPEND CMAKE_MODULE_PATH ${CMAKE_CURRENT_SOURCE_DIR}/cmake/Modules)
 list(APPEND CMAKE_MODULE_PATH ${CMAKE_CURRENT_SOURCE_DIR}/cmake)
 
 option(BUILD_SHARED_LIBS "Whether to build shared libraries" ON)
-option(kaldifeat_BUILD_TESTS "Whether to build tests or not" ON)
+option(kaldifeat_BUILD_TESTS "Whether to build tests or not" OFF)
 option(kaldifeat_BUILD_PYMODULE "Whether to build python module or not" ON)
 
 message(STATUS "BUILD_SHARED_LIBS ${BUILD_SHARED_LIBS}")

README.md

@@ -14,6 +14,20 @@
 **Note**: If you are looking for a version that does not depend on PyTorch,
 please see <https://github.com/csukuangfj/kaldi-native-fbank>
 
+# Installation
+
+Refer to
+<https://csukuangfj.github.io/kaldifeat/installation/from_wheels.html>
+for installation.
+
+> Never use `pip install kaldifeat`
+
+> Never use `pip install kaldifeat`
+
+> Never use `pip install kaldifeat`
+
+
+
 <sub>
 <table>
 <tr>
@@ -23,6 +37,36 @@ please see <https://github.com/csukuangfj/kaldi-native-fbank>
 <th>Usage</th>
 </tr>
 
+<tr>
+<td>Fbank for <a href="https://github.com/openai/whisper">Whisper</a></td>
+<td><code>kaldifeat.WhisperFbankOptions</code></td>
+<td><code>kaldifeat.WhisperFbank</code></td>
+<td>
+<pre lang="python">
+opts = kaldifeat.WhisperFbankOptions()
+opts.device = torch.device('cuda', 0)
+fbank = kaldifeat.WhisperFbank(opts)
+features = fbank(wave)
+</pre>
+See <a href="https://github.com/csukuangfj/kaldifeat/pull/82">#82</a>
+</td>
+</tr>
+
+<tr>
+<td>Fbank for <a href="https://github.com/openai/whisper">Whisper-V3</a></td>
+<td><code>kaldifeat.WhisperFbankOptions</code></td>
+<td><code>kaldifeat.WhisperFbank</code></td>
+<td>
+<pre lang="python">
+opts = kaldifeat.WhisperFbankOptions()
+opts.num_mels = 128
+opts.device = torch.device('cuda', 0)
+fbank = kaldifeat.WhisperFbank(opts)
+features = fbank(wave)
+</pre>
+</td>
+</tr>
+
 <tr>
 <td>FBANK</td>
 <td><code>kaldifeat.FbankOptions</code></td>
@@ -282,8 +326,4 @@ extraction.
 
 See <https://github.com/k2-fsa/sherpa/blob/master/sherpa/bin/pruned_stateless_emformer_rnnt2/decode.py>
 
-# Installation
 
-Refer to
-<https://csukuangfj.github.io/kaldifeat>
-for installation.

cmake/cmake_extension.py

@@ -8,9 +8,15 @@ import sys
 from pathlib import Path
 
 import setuptools
+import torch
 from setuptools.command.build_ext import build_ext
 
 
+def get_pytorch_version():
+    # if it is 1.7.1+cuda101, then strip +cuda101
+    return torch.__version__.split("+")[0]
+
+
 def is_for_pypi():
     ans = os.environ.get("KALDIFEAT_IS_FOR_PYPI", None)
     return ans is not None
@@ -39,7 +45,6 @@ try:
                 # -linux_x86_64.whl
                 self.root_is_pure = False
 
-
 except ImportError:
     bdist_wheel = None
 
@@ -70,6 +75,13 @@ class BuildExtension(build_ext):
         extra_cmake_args = " -Dkaldifeat_BUILD_TESTS=OFF "
         extra_cmake_args += f" -DCMAKE_INSTALL_PREFIX={Path(self.build_lib).resolve()}/kaldifeat "  # noqa
 
+        major, minor = get_pytorch_version().split(".")[:2]
+        print("major, minor", major, minor)
+        major = int(major)
+        minor = int(minor)
+        if major > 2 or (major == 2 and minor >= 1):
+            extra_cmake_args += f" -DCMAKE_CXX_STANDARD=17 "
+
         if "PYTHON_EXECUTABLE" not in cmake_args:
             print(f"Setting PYTHON_EXECUTABLE to {sys.executable}")
             cmake_args += f" -DPYTHON_EXECUTABLE={sys.executable}"
@@ -103,9 +115,7 @@ class BuildExtension(build_ext):
         else:
             if make_args == "" and system_make_args == "":
                 print("For fast compilation, run:")
-                print(
+                print('export KALDIFEAT_MAKE_ARGS="-j"; python setup.py install')
-                    'export KALDIFEAT_MAKE_ARGS="-j"; python setup.py install'
-                )
                 make_args = " -j4 "
                 print("Setting make_args to '-j4'")
 

cmake/pybind11.cmake

@@ -8,19 +8,18 @@ function(download_pybind11)
 
   include(FetchContent)
 
-  # latest commit as of 2022.10.31 that supports python 3.11
+  set(pybind11_URL  "https://github.com/pybind/pybind11/archive/refs/tags/v2.12.0.tar.gz")
-  set(pybind11_URL  "https://github.com/pybind/pybind11/archive/5bc0943ed96836f46489f53961f6c438d2935357.zip")
+  set(pybind11_URL2 "https://hf-mirror.com/csukuangfj/sherpa-onnx-cmake-deps/resolve/main/pybind11-2.12.0.tar.gz")
-  set(pybind11_URL2 "https://huggingface.co/csukuangfj/k2-cmake-deps/resolve/main/pybind11-5bc0943ed96836f46489f53961f6c438d2935357.zip")
+  set(pybind11_HASH "SHA256=bf8f242abd1abcd375d516a7067490fb71abd79519a282d22b6e4d19282185a7")
-  set(pybind11_HASH "SHA256=ff65a1a8c9e6ceec11e7ed9d296f2e22a63e9ff0c4264b3af29c72b4f18f25a0")
 
   # If you don't have access to the Internet,
   # please pre-download pybind11
   set(possible_file_locations
-    $ENV{HOME}/Downloads/pybind11-5bc0943ed96836f46489f53961f6c438d2935357.zip
+    $ENV{HOME}/Downloads/pybind11-2.12.0.tar.gz
-    ${PROJECT_SOURCE_DIR}/pybind11-5bc0943ed96836f46489f53961f6c438d2935357.zip
+    ${CMAKE_SOURCE_DIR}/pybind11-2.12.0.tar.gz
-    ${PROJECT_BINARY_DIR}/pybind11-5bc0943ed96836f46489f53961f6c438d2935357.zip
+    ${CMAKE_BINARY_DIR}/pybind11-2.12.0.tar.gz
-    /tmp/pybind11-5bc0943ed96836f46489f53961f6c438d2935357.zip
+    /tmp/pybind11-2.12.0.tar.gz
-    /star-fj/fangjun/download/github/pybind11-5bc0943ed96836f46489f53961f6c438d2935357.zip
+    /star-fj/fangjun/download/github/pybind11-2.12.0.tar.gz
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   foreach(f IN LISTS possible_file_locations)

doc/source/cpu.html

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-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.3.torch1.10.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.3.torch1.10.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.3.torch1.10.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.3.torch1.10.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.10.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.9.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.9.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.9.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.9.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.9.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda11.1.torch1.8.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.8.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.1-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.7.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.6.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.6.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.6.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.6.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>
-<a href="https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230722+cuda10.2.torch1.6.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl">kaldifeat-1.24.dev20230722+cuda10.2.torch1.6.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl</a><br/>

doc/source/installation/from_wheels.rst

@@ -9,6 +9,11 @@ You can find pre-compiled wheels at
 We give a few examples below to show you how to install `kaldifeat`_ from
 pre-compiled wheels.
 
+.. hint::
+
+   The following lists only some examples. We suggest that you always select the
+   latest version of ``kaldifeat``.
+
 Linux (CPU)
 -----------
 
@@ -16,21 +21,29 @@ Suppose you want to install the following wheel:
 
 .. code-block:: bash
 
-   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cpu/kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cpu/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
 
 you can use one of the following methods:
 
 .. code-block:: bash
 
    # method 1
-   pip install torch==2.0.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
+   pip install torch==2.4.0+cpu -f https://download.pytorch.org/whl/torch/
-   pip install kaldifeat==1.24.dev20230724+cpu.torch2.0.1 -f https://csukuangfj.github.io/kaldifeat/cpu.html
+   pip install kaldifeat==1.25.4.dev20240725+cpu.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cpu.html
+
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # pip install kaldifeat==1.25.4.dev20240725+cpu.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cpu-cn.html
 
    # method 2
-   pip install torch==2.0.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
+   pip install torch==2.4.0+cpu -f https://download.pytorch.org/whl/torch/
-   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cpu/kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cpu/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-   pip install ./kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
 
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # wget https://hf-mirror.com/csukuangfj/kaldifeat/resolve/main/ubuntu-cpu/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+
+   pip install ./kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
 
 Windows (CPU)
 --------------
@@ -39,20 +52,29 @@ Suppose you want to install the following wheel:
 
 .. code-block:: bash
 
-   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/windows-cpu/kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-win_amd64.whl
+   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/windows-cpu/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-win_amd64.whl
 
 you can use one of the following methods:
 
 .. code-block:: bash
 
    # method 1
-   pip install torch==2.0.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
+   pip install torch==2.4.0+cpu -f https://download.pytorch.org/whl/torch/
-   pip install kaldifeat==1.24.dev20230724+cpu.torch2.0.1 -f https://csukuangfj.github.io/kaldifeat/cpu.html
+   pip install kaldifeat==1.25.4.dev20240725+cpu.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cpu.html
+
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # pip install kaldifeat==1.25.4.dev20240725+cpu.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cpu-cn.html
 
    # method 2
-   pip install torch==2.0.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
+   pip install torch==2.4.0+cpu -f https://download.pytorch.org/whl/torch/
-   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/windows-cpu/kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-win_amd64.whl
+   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/windows-cpu/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-win_amd64.whl
-   pip install ./kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-win_amd64.whl
+
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # wget https://hf-mirror.com/csukuangfj/kaldifeat/resolve/main/windows-cpu/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-win_amd64.whl
+
+   pip install ./kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp312-cp312-win_amd64.whl
 
 macOS (CPU)
 -----------
@@ -61,20 +83,29 @@ Suppose you want to install the following wheel:
 
 .. code-block:: bash
 
-   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/macos/kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-macosx_10_9_x86_64.whl
+   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/macos/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp311-cp311-macosx_11_0_arm64.whl
 
 you can use one of the following methods:
 
 .. code-block:: bash
 
    # method 1
-   pip install torch==2.0.1
+   pip install torch==2.4.0
-   pip install kaldifeat==1.24.dev20230724+cpu.torch2.0.1 -f https://csukuangfj.github.io/kaldifeat/cpu.html
+   pip install kaldifeat==1.25.4.dev20240725+cpu.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cpu.html
+
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # pip install kaldifeat==1.25.4.dev20240725+cpu.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cpu-cn.html
 
    # method 2
-   pip install torch==2.0.1+cpu -f https://download.pytorch.org/whl/torch_stable.html
+   pip install torch==2.4.0 -f https://download.pytorch.org/whl/torch/
-   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/macos/kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-macosx_10_9_x86_64.whl
+   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/macos/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp311-cp311-macosx_11_0_arm64.whl
-   pip install ./kaldifeat-1.24.dev20230724+cpu.torch2.0.1-cp311-cp311-macosx_10_9_x86_64.whl
+
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # wget https://hf-mirror.com/csukuangfj/kaldifeat/resolve/main/macos/kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp311-cp311-macosx_11_0_arm64.whl
+
+   pip install ./kaldifeat-1.25.4.dev20240725+cpu.torch2.4.0-cp311-cp311-macosx_11_0_arm64.whl
 
 Linux (CUDA)
 ------------
@@ -83,17 +114,26 @@ Suppose you want to install the following wheel:
 
 .. code-block:: bash
 
-   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230724+cuda11.8.torch2.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+   https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.25.4.dev20240725+cuda12.4.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
 
 you can use one of the following methods:
 
 .. code-block:: bash
 
    # method 1
-   pip install torch==2.0.1+cu118 -f https://download.pytorch.org/whl/torch_stable.html
+   pip install torch==2.4.0+cu124 -f https://download.pytorch.org/whl/torch/
-   pip install kaldifeat==1.24.dev20230724+cuda11.8.torch2.0.1  -f https://csukuangfj.github.io/kaldifeat/cuda.html
+   pip install kaldifeat==1.25.4.dev20240725+cuda12.4.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cuda.html
+
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # pip install kaldifeat==1.25.4.dev20240725+cuda12.4.torch2.4.0 -f https://csukuangfj.github.io/kaldifeat/cuda-cn.html
 
    # method 2
-   pip install torch==2.0.1+cu118 -f https://download.pytorch.org/whl/torch_stable.html
+   pip install torch==2.4.0+cu124 -f https://download.pytorch.org/whl/torch/
-   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.24.dev20230724+cuda11.8.torch2.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+   wget https://huggingface.co/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.25.4.dev20240725+cuda12.4.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-   pip install ./kaldifeat-1.24.dev20230724+cuda11.8.torch2.0.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+
+   # For users from China
+   # 中国国内用户，如果访问不了 huggingface, 请使用
+   # wget https://hf-mirror.com/csukuangfj/kaldifeat/resolve/main/ubuntu-cuda/kaldifeat-1.25.4.dev20240725+cuda12.4.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+
+   pip install ./kaldifeat-1.25.4.dev20240725+cuda12.4.torch2.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

kaldifeat/csrc/CMakeLists.txt

@@ -10,6 +10,7 @@ set(kaldifeat_srcs
   matrix-functions.cc
   mel-computations.cc
   online-feature.cc
+  whisper-fbank.cc
 )
 
 add_library(kaldifeat_core ${kaldifeat_srcs})

kaldifeat/csrc/CPPLINT.cfg

@@ -0,0 +1 @@
+exclude_files=whisper-mel-bank.h,whisper-v3-mel-bank.h

kaldifeat/csrc/feature-fbank.cc

@@ -65,7 +65,7 @@ torch::Tensor FbankComputer::Compute(torch::Tensor signal_raw_log_energy,
   // note spectrum is in magnitude, not power, because of `abs()`
 #if defined(KALDIFEAT_HAS_FFT_NAMESPACE)
   // signal_frame shape: [x, 512]
-  // spectrum shape [x, 257
+  // spectrum shape [x, 257]
   torch::Tensor spectrum = torch::fft::rfft(signal_frame).abs();
 #else
   // signal_frame shape [x, 512]

kaldifeat/csrc/feature-window.cc

@@ -29,6 +29,13 @@ FeatureWindowFunction::FeatureWindowFunction(const FrameExtractionOptions &opts,
   float *window_data = window.data_ptr<float>();
 
   double a = M_2PI / (frame_length - 1);
+
+  if (opts.window_type == "hann") {
+    // see https://pytorch.org/docs/stable/generated/torch.hann_window.html
+    // We assume periodic is true
+    a = M_2PI / frame_length;
+  }
+
   for (int32_t i = 0; i < frame_length; i++) {
     double i_fl = static_cast<double>(i);
     if (opts.window_type == "hanning") {
@@ -39,6 +46,8 @@ FeatureWindowFunction::FeatureWindowFunction(const FrameExtractionOptions &opts,
       window_data[i] = sin(0.5 * a * i_fl);
     } else if (opts.window_type == "hamming") {
       window_data[i] = 0.54 - 0.46 * cos(a * i_fl);
+    } else if (opts.window_type == "hann") {
+      window_data[i] = 0.50 - 0.50 * cos(a * i_fl);
     } else if (opts.window_type ==
                "povey") {  // like hamming but goes to zero at edges.
       window_data[i] = pow(0.5 - 0.5 * cos(a * i_fl), 0.85);

kaldifeat/csrc/generate-whisper-melbank-v3.py

@@ -0,0 +1,39 @@
+#!/usr/bin/env python3
+
+# Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)
+
+import librosa
+import numpy as np
+
+
+def main():
+    m = librosa.filters.mel(sr=16000, n_fft=400, n_mels=128)
+    assert m.shape == (128, 201)
+    s = "// Auto-generated. Do NOT edit!\n\n"
+    s += "// Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)\n\n"
+    s += "\n"
+    s += "#ifndef KALDIFEAT_CSRC_WHISPER_V3_MEL_BANK_H_\n"
+    s += "#define KALDIFEAT_CSRC_WHISPER_V3_MEL_BANK_H_\n"
+    s += "namespace kaldifeat {\n\n"
+    s += f"constexpr int32_t kWhisperV3MelRows = {m.shape[0]};\n"
+    s += f"constexpr int32_t kWhisperV3MelCols = {m.shape[1]};\n"
+    s += "\n"
+    s += "constexpr float kWhisperV3MelArray[] = {\n"
+    sep = ""
+    for i, f in enumerate(m.reshape(-1).tolist()):
+        s += f"{sep}{f:.8f}"
+        sep = ", "
+        if i and i % 7 == 0:
+            s += ",\n"
+            sep = ""
+
+    s += "};\n\n"
+    s += "}  // namespace kaldifeat\n\n"
+    s += "#endif  // KALDIFEAT_CSRC_WHISPER_V3_MEL_BANK_H_\n"
+
+    with open("whisper-v3-mel-bank.h", "w") as f:
+        f.write(s)
+
+
+if __name__ == "__main__":
+    main()

kaldifeat/csrc/generate-whisper-melbank.py

@@ -0,0 +1,39 @@
+#!/usr/bin/env python3
+
+# Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)
+
+import librosa
+import numpy as np
+
+
+def main():
+    m = librosa.filters.mel(sr=16000, n_fft=400, n_mels=80)
+    assert m.shape == (80, 201)
+    s = "// Auto-generated. Do NOT edit!\n\n"
+    s += "// Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)\n\n"
+    s += "\n"
+    s += "#ifndef KALDIFEAT_CSRC_WHISPER_MEL_BANK_H_\n"
+    s += "#define KALDIFEAT_CSRC_WHISPER_MEL_BANK_H_\n"
+    s += "namespace kaldifeat {\n\n"
+    s += f"constexpr int32_t kWhisperMelRows = {m.shape[0]};\n"
+    s += f"constexpr int32_t kWhisperMelCols = {m.shape[1]};\n"
+    s += "\n"
+    s += "constexpr float kWhisperMelArray[] = {\n"
+    sep = ""
+    for i, f in enumerate(m.reshape(-1).tolist()):
+        s += f"{sep}{f:.8f}"
+        sep = ", "
+        if i and i % 7 == 0:
+            s += ",\n"
+            sep = ""
+
+    s += "};\n\n"
+    s += "}  // namespace kaldifeat\n\n"
+    s += "#endif  // KALDIFEAT_CSRC_WHISPER_MEL_BANK_H_\n"
+
+    with open("whisper-mel-bank.h", "w") as f:
+        f.write(s)
+
+
+if __name__ == "__main__":
+    main()

kaldifeat/csrc/mel-computations.cc

@@ -138,7 +138,7 @@ MelBanks::MelBanks(const MelBanksOptions &opts,
                   << " and vtln-high " << vtln_high << ", versus "
                   << "low-freq " << low_freq << " and high-freq " << high_freq;
 
-  // we will transpose bins_mat_ at the end of this funciton
+  // we will transpose bins_mat_ at the end of this function
   bins_mat_ = torch::zeros({num_bins, num_fft_bins}, torch::kFloat);
 
   int32_t stride = bins_mat_.strides()[0];
@@ -179,13 +179,15 @@ MelBanks::MelBanks(const MelBanksOptions &opts,
         last_index = i;
       }
     }
-    KALDIFEAT_ASSERT(first_index != -1 && last_index >= first_index &&
+
-                     "You may have set num_mel_bins too large.");
+    // Note: It is possible that first_index == last_index == -1 at this line.
 
     // Replicate a bug in HTK, for testing purposes.
-    if (opts.htk_mode && bin == 0 && mel_low_freq != 0.0f)
+    if (opts.htk_mode && bin == 0 && mel_low_freq != 0.0f &&
+        first_index != -1) {
       this_bin[first_index] = 0.0f;
     }
+  }
 
   if (debug_) KALDIFEAT_LOG << bins_mat_;
 
@@ -196,6 +198,15 @@ MelBanks::MelBanks(const MelBanksOptions &opts,
   }
 }
 
+MelBanks::MelBanks(const float *weights, int32_t num_rows, int32_t num_cols,
+                   torch::Device device)
+    : debug_(false), htk_mode_(false) {
+  bins_mat_ = torch::from_blob(const_cast<float *>(weights),
+                               {num_rows, num_cols}, torch::kFloat)
+                  .t()
+                  .to(device);
+}
+
 torch::Tensor MelBanks::Compute(const torch::Tensor &spectrum) const {
   return torch::mm(spectrum, bins_mat_);
 }

kaldifeat/csrc/mel-computations.h

@@ -76,6 +76,17 @@ class MelBanks {
            const FrameExtractionOptions &frame_opts, float vtln_warp_factor,
            torch::Device device);
 
+  // Initialize with a 2-d weights matrix
+  //
+  // Note: This constructor is for Whisper. It does not initialize
+  // center_freqs_.
+  //
+  // @param weights Pointer to the start address of the matrix
+  // @param num_rows It equals to number of mel bins
+  // @param num_cols It equals to (number of fft bins)/2+1
+  MelBanks(const float *weights, int32_t num_rows, int32_t num_cols,
+           torch::Device device);
+
   // CAUTION: we save a transposed version of bins_mat_, so return size(1) here
   int32_t NumBins() const { return static_cast<int32_t>(bins_mat_.size(1)); }
 
@@ -89,7 +100,8 @@ class MelBanks {
 
  private:
   // A 2-D matrix. Its shape is NOT [num_bins, num_fft_bins]
-  // Its shape is [num_fft_bins, num_bins].
+  // Its shape is [num_fft_bins, num_bins] for non-whisper.
+  // For whisper, its shape is [num_fft_bins/2+1, num_bins]
   torch::Tensor bins_mat_;
 
   // center frequencies of bins, numbered from 0 ... num_bins-1.

kaldifeat/csrc/whisper-fbank.cc

@@ -0,0 +1,88 @@
+/**
+ * Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)
+ *
+ * See LICENSE for clarification regarding multiple authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#include "kaldifeat/csrc/whisper-fbank.h"
+
+#include <cmath>
+#include <vector>
+
+#include "kaldifeat/csrc/mel-computations.h"
+#include "kaldifeat/csrc/whisper-mel-bank.h"
+#include "kaldifeat/csrc/whisper-v3-mel-bank.h"
+
+#ifndef M_2PI
+#define M_2PI 6.283185307179586476925286766559005
+#endif
+
+namespace kaldifeat {
+
+WhisperFbankComputer::WhisperFbankComputer(const WhisperFbankOptions &opts)
+    : opts_(opts) {
+  if (opts.num_mels == 80) {
+    mel_banks_ = std::make_unique<MelBanks>(kWhisperMelArray, kWhisperMelRows,
+                                            kWhisperMelCols, opts.device);
+  } else if (opts.num_mels == 128) {
+    mel_banks_ = std::make_unique<MelBanks>(
+        kWhisperV3MelArray, kWhisperV3MelRows, kWhisperV3MelCols, opts.device);
+  } else {
+    KALDIFEAT_ERR << "Unsupported num_mels: " << opts.num_mels
+                  << ". Support only 80 and 128";
+  }
+
+  opts_.frame_opts.samp_freq = 16000;
+  opts_.frame_opts.frame_shift_ms = 10;
+  opts_.frame_opts.frame_length_ms = 25;
+  opts_.frame_opts.dither = 0;
+  opts_.frame_opts.preemph_coeff = 0;
+  opts_.frame_opts.remove_dc_offset = false;
+  opts_.frame_opts.window_type = "hann";
+  opts_.frame_opts.round_to_power_of_two = false;
+  opts_.frame_opts.snip_edges = false;
+}
+
+torch::Tensor WhisperFbankComputer::Compute(
+    torch::Tensor /*signal_raw_log_energy*/, float /*vtln_warp*/,
+    const torch::Tensor &signal_frame) {
+  KALDIFEAT_ASSERT(signal_frame.dim() == 2);
+  KALDIFEAT_ASSERT(signal_frame.size(1) == opts_.frame_opts.PaddedWindowSize());
+
+  // note spectrum is in magnitude, not power, because of `abs()`
+#if defined(KALDIFEAT_HAS_FFT_NAMESPACE)
+  // signal_frame shape: [x, 512]
+  // power shape [x, 257]
+  torch::Tensor power = torch::fft::rfft(signal_frame).abs().pow(2);
+#else
+  // signal_frame shape [x, 512]
+  // real_imag shape [x, 257, 2],
+  //   where [..., 0] is the real part
+  //         [..., 1] is the imaginary part
+  torch::Tensor real_imag = torch::rfft(signal_frame, 1);
+  torch::Tensor real = real_imag.index({"...", 0});
+  torch::Tensor imag = real_imag.index({"...", 1});
+  torch::Tensor power = (real.square() + imag.square());
+#endif
+
+  torch::Tensor mel_energies = mel_banks_->Compute(power);
+  torch::Tensor log_spec = torch::clamp_min(mel_energies, 1e-10).log10();
+  log_spec = torch::maximum(log_spec, log_spec.max() - 8.0);
+  torch::Tensor mel = (log_spec + 4.0) / 4.0;
+
+  return mel;
+}
+
+}  // namespace kaldifeat

kaldifeat/csrc/whisper-fbank.h

@@ -0,0 +1,78 @@
+/**
+ * Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)
+ *
+ * See LICENSE for clarification regarding multiple authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+#ifndef KALDIFEAT_CSRC_WHISPER_FBANK_H_
+#define KALDIFEAT_CSRC_WHISPER_FBANK_H_
+
+#include <memory>
+#include <string>
+#include <vector>
+
+#include "kaldifeat/csrc/feature-common.h"
+#include "kaldifeat/csrc/feature-window.h"
+#include "kaldifeat/csrc/mel-computations.h"
+
+namespace kaldifeat {
+
+struct WhisperFbankOptions {
+  FrameExtractionOptions frame_opts;
+  // for large v3, please use 128
+  int32_t num_mels = 80;
+
+  torch::Device device{"cpu"};
+  std::string ToString() const {
+    std::ostringstream os;
+    os << "WhisperFbankOptions(";
+    os << "frame_opts=" << frame_opts.ToString() << ", ";
+    os << "num_mels=" << num_mels << ", ";
+    os << "device=\"" << device << "\")";
+    return os.str();
+  }
+};
+
+class WhisperFbankComputer {
+ public:
+  // note: Only frame_opts.device is used. All other fields from frame_opts
+  // are ignored
+  explicit WhisperFbankComputer(const WhisperFbankOptions &opts = {});
+
+  int32_t Dim() const { return opts_.num_mels; }
+
+  const FrameExtractionOptions &GetFrameOptions() const {
+    return opts_.frame_opts;
+  }
+
+  const WhisperFbankOptions &GetOptions() const { return opts_; }
+
+  torch::Tensor Compute(torch::Tensor /*signal_raw_log_energy*/,
+                        float /*vtln_warp*/, const torch::Tensor &signal_frame);
+
+  // if true, compute log_energy_pre_window but after dithering and dc removal
+  bool NeedRawLogEnergy() const { return false; }
+  using Options = WhisperFbankOptions;
+
+ private:
+  WhisperFbankOptions opts_;
+  std::unique_ptr<MelBanks> mel_banks_;
+};
+
+using WhisperFbank = OfflineFeatureTpl<WhisperFbankComputer>;
+
+}  // namespace kaldifeat
+
+#endif  // KALDIFEAT_CSRC_WHISPER_FBANK_H_

kaldifeat/python/csrc/CMakeLists.txt

@@ -9,6 +9,7 @@ pybind11_add_module(_kaldifeat
   mel-computations.cc
   online-feature.cc
   utils.cc
+  whisper-fbank.cc
 )
 
 if(APPLE)
@@ -28,10 +29,10 @@ endif()
 target_link_libraries(_kaldifeat PRIVATE kaldifeat_core)
 if(UNIX AND NOT APPLE)
   target_link_libraries(_kaldifeat PUBLIC ${TORCH_DIR}/lib/libtorch_python.so)
-  target_link_libraries(_kaldifeat PUBLIC ${PYTHON_LIBRARY})
+  # target_link_libraries(_kaldifeat PUBLIC ${PYTHON_LIBRARY})
 elseif(WIN32)
   target_link_libraries(_kaldifeat PUBLIC ${TORCH_DIR}/lib/torch_python.lib)
-  target_link_libraries(_kaldifeat PUBLIC ${PYTHON_LIBRARIES})
+  # target_link_libraries(_kaldifeat PUBLIC ${PYTHON_LIBRARIES})
 endif()
 
 install(TARGETS _kaldifeat

kaldifeat/python/csrc/kaldifeat.cc

@@ -12,6 +12,7 @@
 #include "kaldifeat/python/csrc/feature-window.h"
 #include "kaldifeat/python/csrc/mel-computations.h"
 #include "kaldifeat/python/csrc/online-feature.h"
+#include "kaldifeat/python/csrc/whisper-fbank.h"
 #include "torch/torch.h"
 
 namespace kaldifeat {
@@ -22,6 +23,7 @@ PYBIND11_MODULE(_kaldifeat, m) {
   PybindFeatureWindow(m);
   PybindMelComputations(m);
   PybindFeatureFbank(m);
+  PybindWhisperFbank(&m);
   PybindFeatureMfcc(m);
   PybindFeaturePlp(m);
   PybindFeatureSpectrogram(m);

kaldifeat/python/csrc/utils.cc

@@ -123,6 +123,35 @@ py::dict AsDict(const FbankOptions &opts) {
   return dict;
 }
 
+WhisperFbankOptions WhisperFbankOptionsFromDict(py::dict dict) {
+  WhisperFbankOptions opts;
+
+  if (dict.contains("frame_opts")) {
+    opts.frame_opts = FrameExtractionOptionsFromDict(dict["frame_opts"]);
+  }
+
+  FROM_DICT(int_, num_mels);
+
+  if (dict.contains("device")) {
+    opts.device = torch::Device(std::string(py::str(dict["device"])));
+  }
+
+  return opts;
+}
+
+py::dict AsDict(const WhisperFbankOptions &opts) {
+  py::dict dict;
+
+  dict["frame_opts"] = AsDict(opts.frame_opts);
+
+  AS_DICT(num_mels);
+
+  auto torch_device = py::module_::import("torch").attr("device");
+  dict["device"] = torch_device(opts.device.str());
+
+  return dict;
+}
+
 MfccOptions MfccOptionsFromDict(py::dict dict) {
   MfccOptions opts;
 

kaldifeat/python/csrc/utils.h

@@ -11,6 +11,7 @@
 #include "kaldifeat/csrc/feature-spectrogram.h"
 #include "kaldifeat/csrc/feature-window.h"
 #include "kaldifeat/csrc/mel-computations.h"
+#include "kaldifeat/csrc/whisper-fbank.h"
 #include "kaldifeat/python/csrc/kaldifeat.h"
 
 /*
@@ -36,6 +37,9 @@ py::dict AsDict(const MelBanksOptions &opts);
 FbankOptions FbankOptionsFromDict(py::dict dict);
 py::dict AsDict(const FbankOptions &opts);
 
+WhisperFbankOptions WhisperFbankOptionsFromDict(py::dict dict);
+py::dict AsDict(const WhisperFbankOptions &opts);
+
 MfccOptions MfccOptionsFromDict(py::dict dict);
 py::dict AsDict(const MfccOptions &opts);
 

kaldifeat/python/csrc/whisper-fbank.cc

@@ -0,0 +1,84 @@
+// kaldifeat/python/csrc/whisper-fbank.cc
+//
+// Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)
+
+#include "kaldifeat/python/csrc/whisper-fbank.h"
+
+#include <memory>
+#include <string>
+
+#include "kaldifeat/csrc/whisper-fbank.h"
+#include "kaldifeat/python/csrc/utils.h"
+
+namespace kaldifeat {
+
+static void PybindWhisperFbankOptions(py::module *m) {
+  using PyClass = WhisperFbankOptions;
+  py::class_<PyClass>(*m, "WhisperFbankOptions")
+      .def(py::init<>())
+      .def(py::init([](const FrameExtractionOptions &frame_opts =
+                           FrameExtractionOptions(),
+                       int32_t num_mels = 80,
+                       py::object device = py::str(
+                           "cpu")) -> std::unique_ptr<WhisperFbankOptions> {
+             auto opts = std::make_unique<WhisperFbankOptions>();
+             opts->frame_opts = frame_opts;
+             opts->num_mels = num_mels;
+
+             std::string s = static_cast<py::str>(device);
+             opts->device = torch::Device(s);
+
+             return opts;
+           }),
+           py::arg("frame_opts") = FrameExtractionOptions(),
+           py::arg("num_mels") = 80, py::arg("device") = py::str("cpu"))
+      .def_readwrite("frame_opts", &PyClass::frame_opts)
+      .def_readwrite("num_mels", &PyClass::num_mels)
+      .def_property(
+          "device",
+          [](const PyClass &self) -> py::object {
+            py::object ans = py::module_::import("torch").attr("device");
+            return ans(self.device.str());
+          },
+          [](PyClass &self, py::object obj) -> void {
+            std::string s = static_cast<py::str>(obj);
+            self.device = torch::Device(s);
+          })
+      .def("__str__",
+           [](const PyClass &self) -> std::string { return self.ToString(); })
+      .def("as_dict",
+           [](const PyClass &self) -> py::dict { return AsDict(self); })
+      .def_static("from_dict",
+                  [](py::dict dict) -> PyClass {
+                    return WhisperFbankOptionsFromDict(dict);
+                  })
+      .def(py::pickle(
+          [](const PyClass &self) -> py::dict { return AsDict(self); },
+          [](py::dict dict) -> PyClass {
+            return WhisperFbankOptionsFromDict(dict);
+          }));
+}
+
+static void PybindWhisperFbankImpl(py::module *m) {
+  using PyClass = WhisperFbank;
+  py::class_<PyClass>(*m, "WhisperFbank")
+      .def(py::init<const WhisperFbankOptions &>(), py::arg("opts"))
+      .def("dim", &PyClass::Dim)
+      .def_property_readonly("options", &PyClass::GetOptions)
+      .def("compute_features", &PyClass::ComputeFeatures, py::arg("wave"),
+           py::arg("vtln_warp"), py::call_guard<py::gil_scoped_release>())
+      .def(py::pickle(
+          [](const PyClass &self) -> py::dict {
+            return AsDict(self.GetOptions());
+          },
+          [](py::dict dict) -> std::unique_ptr<PyClass> {
+            return std::make_unique<PyClass>(WhisperFbankOptionsFromDict(dict));
+          }));
+}
+
+void PybindWhisperFbank(py::module *m) {
+  PybindWhisperFbankOptions(m);
+  PybindWhisperFbankImpl(m);
+}
+
+}  // namespace kaldifeat

kaldifeat/python/csrc/whisper-fbank.h

@@ -0,0 +1,16 @@
+// kaldifeat/python/csrc/whisper-fbank.h
+//
+// Copyright (c)  2023  Xiaomi Corporation (authors: Fangjun Kuang)
+
+#ifndef KALDIFEAT_PYTHON_CSRC_WHISPER_FBANK_H_
+#define KALDIFEAT_PYTHON_CSRC_WHISPER_FBANK_H_
+
+#include "kaldifeat/python/csrc/kaldifeat.h"
+
+namespace kaldifeat {
+
+void PybindWhisperFbank(py::module *m);
+
+}  // namespace kaldifeat
+
+#endif  // KALDIFEAT_PYTHON_CSRC_WHISPER_FBANK_H_

kaldifeat/python/kaldifeat/__init__.py

@@ -17,6 +17,7 @@ from _kaldifeat import (
     MfccOptions,
     PlpOptions,
     SpectrogramOptions,
+    WhisperFbankOptions,
     num_frames,
 )
 
@@ -26,6 +27,7 @@ from .offline_feature import OfflineFeature
 from .online_feature import OnlineFeature
 from .plp import OnlinePlp, Plp
 from .spectrogram import Spectrogram
+from .whisper_fbank import WhisperFbank
 
 cmake_prefix_path = _Path(__file__).parent / "share" / "cmake"
 del _Path

kaldifeat/python/kaldifeat/whisper_fbank.py

@@ -0,0 +1,12 @@
+# Copyright (c)  2021  Xiaomi Corporation (authors: Fangjun Kuang)
+
+
+import _kaldifeat
+
+from .offline_feature import OfflineFeature
+
+
+class WhisperFbank(OfflineFeature):
+    def __init__(self, opts: _kaldifeat.WhisperFbankOptions):
+        super().__init__(opts)
+        self.computer = _kaldifeat.WhisperFbank(opts)

kaldifeat/python/tests/test_whisper_fbank.py

@@ -0,0 +1,48 @@
+#!/usr/bin/env python3
+# Copyright      2023  Xiaomi Corporation (authors: Fangjun Kuang)
+
+import librosa
+import torch
+import kaldifeat
+
+
+def get_ground_truth(x):
+    N_FFT = 400
+    HOP_LENGTH = 160
+
+    m = librosa.filters.mel(sr=16000, n_fft=400, n_mels=80)
+    m = torch.from_numpy(m)
+    #  print(m.shape)  # [80, 201]
+    window = torch.hann_window(N_FFT)
+    stft = torch.stft(x, N_FFT, HOP_LENGTH, window=window, return_complex=True)
+    #  print(stft.shape)  # [201, 301]
+    magnitudes = stft[..., :-1].abs() ** 2
+    #  print(magnitudes.shape)  # [201, 300]
+
+    mel_spec = m @ magnitudes
+    #  print(mel_spec.shape)  # [80, 300]
+
+    log_spec = torch.clamp(mel_spec, min=1e-10).log10()
+    log_spec = torch.maximum(log_spec, log_spec.max() - 8.0)
+    log_spec = (log_spec + 4.0) / 4.0
+    return log_spec.t()
+
+
+def test_whisper_fbank():
+    x = torch.rand(16000 * 3)
+
+    gt = get_ground_truth(x)
+    print(gt.shape)  # [300, 80]
+
+    opts = kaldifeat.WhisperFbankOptions(device="cpu")
+    whisper_fbank = kaldifeat.WhisperFbank(opts)
+    y = whisper_fbank(x)  # [298, 80]
+    print(y.shape)  # [298, 80]
+
+    #  print(gt[:5, :5])
+    #  print(y[:5, :5])
+
+
+if __name__ == "__main__":
+    torch.manual_seed(20231108)
+    test_whisper_fbank()

kaldifeat/python/tests/test_whisper_v3_fbank.py

@@ -0,0 +1,49 @@
+#!/usr/bin/env python3
+# Copyright      2023  Xiaomi Corporation (authors: Fangjun Kuang)
+
+import librosa
+import torch
+import kaldifeat
+
+
+def get_ground_truth(x):
+    N_FFT = 400
+    HOP_LENGTH = 160
+
+    m = librosa.filters.mel(sr=16000, n_fft=400, n_mels=128)
+    m = torch.from_numpy(m)
+    #  print(m.shape)  # [128, 201]
+    window = torch.hann_window(N_FFT)
+    stft = torch.stft(x, N_FFT, HOP_LENGTH, window=window, return_complex=True)
+    #  print(stft.shape)  # [201, 301]
+    magnitudes = stft[..., :-1].abs() ** 2
+    #  print(magnitudes.shape)  # [201, 300]
+
+    mel_spec = m @ magnitudes
+    #  print(mel_spec.shape)  # [128, 300]
+
+    log_spec = torch.clamp(mel_spec, min=1e-10).log10()
+    log_spec = torch.maximum(log_spec, log_spec.max() - 8.0)
+    log_spec = (log_spec + 4.0) / 4.0
+    return log_spec.t()
+
+
+def test_whisper_v3_fbank():
+    x = torch.rand(16000 * 3)
+
+    gt = get_ground_truth(x)
+    print(gt.shape)  # [300, 128]
+
+    opts = kaldifeat.WhisperFbankOptions(num_mels=128, device="cpu")
+    print(opts)
+    whisper_fbank = kaldifeat.WhisperFbank(opts)
+    y = whisper_fbank(x)  # [298, 128]
+    print(y.shape)  # [298, 128]
+
+    print(gt[:5, :5])
+    print(y[:5, :5])
+
+
+if __name__ == "__main__":
+    torch.manual_seed(20231109)
+    test_whisper_v3_fbank()

scripts/conda-cpu/kaldifeat/meta.yaml

@@ -1,6 +1,6 @@
 package:
   name: kaldifeat
-  version: "1.24"
+  version: "1.25.5"
 
 source:
   path: "{{ environ.get('KALDIFEAT_ROOT_DIR') }}"

scripts/conda/kaldifeat/meta.yaml

@@ -1,6 +1,6 @@
 package:
   name: kaldifeat
-  version: "1.24"
+  version: "1.25.5"
 
 source:
   path: "{{ environ.get('KALDIFEAT_ROOT_DIR') }}"

scripts/github_actions/build-ubuntu-cpu-arm64.sh

@@ -0,0 +1,78 @@
+#!/usr/bin/env bash
+#
+set -ex
+
+if [ -z $PYTHON_VERSION ]; then
+  echo "Please set the environment variable PYTHON_VERSION"
+  echo "Example: export PYTHON_VERSION=3.8"
+  # Valid values: 3.8, 3.9, 3.10, 3.11
+  exit 1
+fi
+
+if [ -z $TORCH_VERSION ]; then
+  echo "Please set the environment variable TORCH_VERSION"
+  echo "Example: export TORCH_VERSION=1.10.0"
+  exit 1
+fi
+
+export PATH=$PYTHON_INSTALL_DIR/bin:$PATH
+export LD_LIBRARY_PATH=$PYTHON_INSTALL_DIR/lib:$LD_LIBRARY_PATH
+ls -lh $PYTHON_INSTALL_DIR/lib/
+
+python3 --version
+which python3
+
+python3 -m pip install scikit-build
+python3 -m pip install -U pip cmake
+python3 -m pip install wheel twine typing_extensions
+python3 -m pip install bs4 requests tqdm auditwheel
+
+echo "Installing torch"
+python3 -m pip install -qq torch==$TORCH_VERSION || \
+python3 -m pip install -qq torch==$TORCH_VERSION -f https://download.pytorch.org/whl/torch_stable.html || \
+python3 -m pip install -qq torch==$TORCH_VERSION -f https://download.pytorch.org/whl/torch/
+
+rm -rf ~/.cache/pip
+yum clean all
+
+cd /var/www
+
+export CMAKE_CUDA_COMPILER_LAUNCHER=
+export KALDIFEAT_CMAKE_ARGS=" -DPYTHON_EXECUTABLE=$PYTHON_INSTALL_DIR/bin/python3 "
+export KALDIFEAT_MAKE_ARGS=" -j "
+
+nvcc --version || true
+rm -rf /usr/local/cuda*
+nvcc --version || true
+
+if [[ x"$IS_2_28" == x"1" ]]; then
+  plat=manylinux_2_28_aarch64
+else
+  plat=manylinux_2_17_aarch64
+fi
+
+python3 setup.py bdist_wheel
+
+auditwheel --verbose repair \
+  --exclude libc10.so \
+  --exclude libc10_cuda.so \
+  --exclude libcuda.so.1 \
+  --exclude libcudart.so.${CUDA_VERSION} \
+  --exclude libnvToolsExt.so.1 \
+  --exclude libnvrtc.so.${CUDA_VERSION} \
+  --exclude libtorch.so \
+  --exclude libtorch_cpu.so \
+  --exclude libtorch_cuda.so \
+  --exclude libtorch_python.so \
+  \
+  --exclude libcudnn.so.8 \
+  --exclude libcublas.so.11 \
+  --exclude libcublasLt.so.11 \
+  --exclude libcudart.so.11.0 \
+  --exclude libnvrtc.so.11.2 \
+  --exclude libtorch_cuda_cu.so \
+  --exclude libtorch_cuda_cpp.so \
+  --plat $plat \
+  dist/*.whl
+
+ls -lh  /var/www

scripts/github_actions/build-ubuntu-cpu.sh

@@ -15,49 +15,21 @@ if [ -z $TORCH_VERSION ]; then
   exit 1
 fi
 
-yum -y install openssl-devel bzip2-devel libffi-devel xz-devel wget redhat-lsb-core
-
-echo "Installing ${PYTHON_VERSION}.3"
-
-curl -O https://www.python.org/ftp/python/${PYTHON_VERSION}.3/Python-${PYTHON_VERSION}.3.tgz
-tar xf Python-${PYTHON_VERSION}.3.tgz
-pushd Python-${PYTHON_VERSION}.3
-
-PYTHON_INSTALL_DIR=$PWD/py-${PYTHON_VERSION}
-
-if [[ $PYTHON_VERSION =~ 3.1. ]]; then
-  yum install -y openssl11-devel
-  sed -i 's/PKG_CONFIG openssl /PKG_CONFIG openssl11 /g' configure
-fi
-
-./configure --enable-shared --prefix=$PYTHON_INSTALL_DIR >/dev/null 2>&1
-make install >/dev/null 2>&1
-
-popd
-
 export PATH=$PYTHON_INSTALL_DIR/bin:$PATH
 export LD_LIBRARY_PATH=$PYTHON_INSTALL_DIR/lib:$LD_LIBRARY_PATH
 ls -lh $PYTHON_INSTALL_DIR/lib/
 
-nvcc --version || true
-rm -rf /usr/local/cuda*
-nvcc --version || true
-
 python3 --version
 which python3
 
-if [[ $PYTHON_VERSION != 3.6 ]]; then
-  curl -O https://bootstrap.pypa.io/get-pip.py
-  python3 get-pip.py
-fi
-
 python3 -m pip install scikit-build
 python3 -m pip install -U pip cmake
 python3 -m pip install wheel twine typing_extensions
 python3 -m pip install bs4 requests tqdm auditwheel
 
 echo "Installing torch"
-python3 -m pip install -qq torch==$TORCH_VERSION+cpu -f https://download.pytorch.org/whl/torch_stable.html
+python3 -m pip install -qq torch==$TORCH_VERSION+cpu -f https://download.pytorch.org/whl/torch_stable.html || \
+python3 -m pip install -qq torch==$TORCH_VERSION+cpu -f https://download.pytorch.org/whl/torch/
 
 rm -rf ~/.cache/pip
 yum clean all
@@ -68,8 +40,16 @@ export CMAKE_CUDA_COMPILER_LAUNCHER=
 export KALDIFEAT_CMAKE_ARGS=" -DPYTHON_EXECUTABLE=$PYTHON_INSTALL_DIR/bin/python3 "
 export KALDIFEAT_MAKE_ARGS=" -j "
 
+nvcc --version || true
+rm -rf /usr/local/cuda*
+nvcc --version || true
 
 python3 setup.py bdist_wheel
+if [[ x"$IS_2_28" == x"1" ]]; then
+  plat=manylinux_2_28_x86_64
+else
+  plat=manylinux_2_17_x86_64
+fi
 
 auditwheel --verbose repair \
   --exclude libc10.so \
@@ -90,8 +70,7 @@ auditwheel --verbose repair \
   --exclude libnvrtc.so.11.2 \
   --exclude libtorch_cuda_cu.so \
   --exclude libtorch_cuda_cpp.so \
-  --plat manylinux_2_17_x86_64 \
+  --plat $plat \
-  -w /var/www/wheelhouse \
   dist/*.whl
 
 ls -lh  /var/www

scripts/github_actions/build-ubuntu-cuda.sh

@@ -18,28 +18,63 @@ fi
 if [ -z $CUDA_VERSION ]; then
   echo "Please set the environment variable CUDA_VERSION"
   echo "Example: export CUDA_VERSION=10.2"
-  # valid values: 10.2, 11.1, 11.3, 11.6, 11.7, 11.8
+  # valid values: 10.2, 11.1, 11.3, 11.6, 11.7, 11.8, 12.1
   exit 1
 fi
 
+if [[ $TORCH_VERSION =~ 2.2.* && $CUDA_VERSION =~ 12.* ]]; then
+  # see https://github.com/pytorch/pytorch/issues/113948
+  export TORCH_CUDA_ARCH_LIST="8.0 8.6 8.9 9.0"
+fi
 
-yum -y install openssl-devel bzip2-devel libffi-devel xz-devel wget redhat-lsb-core
+# python3 -m pip install scikit-build
+python3 -m pip install -U pip cmake
+python3 -m pip install wheel twine typing_extensions
+python3 -m pip install bs4 requests tqdm auditwheel
+
+echo "Installing torch"
+./install_torch.sh
+
+python3 -c "import torch; print(torch.__file__)"
 
 
-echo "Installing ${PYTHON_VERSION}.3"
+# -- Autodetected CUDA architecture(s): 5.0;8.0;8.6;8.9;9.0;9.0a
-curl -O https://www.python.org/ftp/python/${PYTHON_VERSION}.3/Python-${PYTHON_VERSION}.3.tgz
+# CMake Error at /Python-3.8.2/py-3.8/lib/python3.8/site-packages/torch/share/cmake/Caffe2/Modules_CUDA_fix/upstream/FindCUDA/select_compute_arch.cmake:227 (message):
-tar xf Python-${PYTHON_VERSION}.3.tgz
+#   Unknown CUDA Architecture Name 9.0a in CUDA_SELECT_NVCC_ARCH_FLAGS
-pushd Python-${PYTHON_VERSION}.3
+# Call Stack (most recent call first):
+#   /Python-3.8.2/py-3.8/lib/python3.8/site-packages/torch/share/cmake/Caffe2/public/utils.cmake:401 (cuda_select_nvcc_arch_flags)
+#   /Python-3.8.2/py-3.8/lib/python3.8/site-packages/torch/share/cmake/Caffe2/public/cuda.cmake:342 (torch_cuda_get_nvcc_gencode_flag)
+#   /Python-3.8.2/py-3.8/lib/python3.8/site-packages/torch/share/cmake/Caffe2/Caffe2Config.cmake:87 (include)
+#   /Python-3.8.2/py-3.8/lib/python3.8/site-packages/torch/share/cmake/Torch/TorchConfig.cmake:68 (find_package)
+#   cmake/torch.cmake:14 (find_package)
+#   CMakeLists.txt:62 (include)
+sed -i.bak /9.0a/d /Python-*/py-3.*/lib/python3.*/site-packages/torch/share/cmake/Caffe2/Modules_CUDA_fix/upstream/FindCUDA/select_compute_arch.cmake || true
+
+if [[ x"$IS_2_28" != x"1" ]]; then
+  yum -y install openssl-devel
+fi
+
+yum -y install zlib-devel bzip2-devel libffi-devel xz-devel wget redhat-lsb-core
+
+INSTALLED_PYTHON_VERSION=${PYTHON_VERSION}.2
+if [[ $PYTHON_VERSION == "3.13" ]]; then
+  INSTALLED_PYTHON_VERSION=${PYTHON_VERSION}.0
+fi
+echo "Installing $INSTALLED_PYTHON_VERSION"
+
+curl -O https://www.python.org/ftp/python/$INSTALLED_PYTHON_VERSION/Python-$INSTALLED_PYTHON_VERSION.tgz
+tar xf Python-$INSTALLED_PYTHON_VERSION.tgz
+pushd Python-$INSTALLED_PYTHON_VERSION
 
 PYTHON_INSTALL_DIR=$PWD/py-${PYTHON_VERSION}
 
-if [[ $PYTHON_VERSION =~ 3.1. ]]; then
+if [[ $PYTHON_VERSION =~ 3.1. && x"$IS_2_28" != x"1" ]]; then
   yum install -y openssl11-devel
   sed -i 's/PKG_CONFIG openssl /PKG_CONFIG openssl11 /g' configure
 fi
 
-./configure --enable-shared --prefix=$PYTHON_INSTALL_DIR >/dev/null 2>&1
+./configure --enable-shared --prefix=$PYTHON_INSTALL_DIR >/dev/null
-make install >/dev/null 2>&1
+make install >/dev/null
 
 popd
 
@@ -50,21 +85,8 @@ ls -lh $PYTHON_INSTALL_DIR/lib/
 python3 --version
 which python3
 
-if [[ $PYTHON_VERSION != 3.6 ]]; then
+rm -rf ~/.cache/pip >/dev/null 2>&1
-  curl -O https://bootstrap.pypa.io/get-pip.py
+yum clean all >/dev/null 2>&1
-  python3 get-pip.py
-fi
-
-python3 -m pip install scikit-build
-python3 -m pip install -U pip cmake
-python3 -m pip install wheel twine typing_extensions
-python3 -m pip install bs4 requests tqdm auditwheel
-
-echo "Installing torch"
-./install_torch.sh
-
-rm -rf ~/.cache/pip
-yum clean all
 
 cd /var/www
 
@@ -72,9 +94,20 @@ export CMAKE_CUDA_COMPILER_LAUNCHER=
 export KALDIFEAT_CMAKE_ARGS=" -DPYTHON_EXECUTABLE=$PYTHON_INSTALL_DIR/bin/python3 "
 export KALDIFEAT_MAKE_ARGS=" -j2 "
 
+echo "KALDIFEAT_CMAKE_ARGS: $KALDIFEAT_CMAKE_ARGS"
+
 
 python3 setup.py bdist_wheel
 
+if [[ x"$IS_2_28" == x"1" ]]; then
+  plat=manylinux_2_28_x86_64
+else
+  plat=manylinux_2_17_x86_64
+fi
+export PATH=$PYTHON_INSTALL_DIR/bin:$PATH
+python3 --version
+which python3
+
 auditwheel --verbose repair \
   --exclude libc10.so \
   --exclude libc10_cuda.so \
@@ -87,14 +120,34 @@ auditwheel --verbose repair \
   --exclude libtorch_cuda.so \
   --exclude libtorch_python.so \
   \
-  --exclude libcudnn.so.8 \
+  --exclude libcublas.so \
   --exclude libcublas.so.11 \
+  --exclude libcublas.so.12 \
+  --exclude libcublasLt.so \
   --exclude libcublasLt.so.11 \
+  --exclude libcublasLt.so.12 \
   --exclude libcudart.so.11.0 \
+  --exclude libcudart.so.12 \
+  --exclude libcudnn.so.8 \
+  --exclude libcufft.so \
+  --exclude libcufft.so.11 \
+  --exclude libcupti.so \
+  --exclude libcupti.so.12 \
+  --exclude libcurand.so \
+  --exclude libcurand.so.10 \
+  --exclude libcusparse.so \
+  --exclude libcusparse.so.12 \
+  --exclude libnccl.so \
+  --exclude libnccl.so.2 \
+  --exclude libnvJitLink.so \
+  --exclude libnvJitLink.so.12 \
+  --exclude libnvrtc.so \
   --exclude libnvrtc.so.11.2 \
-  --exclude libtorch_cuda_cu.so \
+  --exclude libnvrtc.so.12 \
+  --exclude libshm.so \
   --exclude libtorch_cuda_cpp.so \
-  --plat manylinux_2_17_x86_64 \
+  --exclude libtorch_cuda_cu.so \
+  --plat $plat \
   -w /var/www/wheelhouse \
   dist/*.whl
 

scripts/github_actions/generate_build_matrix.py

@@ -1,10 +1,31 @@
 #!/usr/bin/env python3
 # Copyright    2022  Xiaomi Corp.        (authors: Fangjun Kuang)
 
+"""
+See also
+https://github.com/pytorch/test-infra/blob/main/.github/workflows/test_build_wheels_linux_with_cuda.yml
+https://github.com/pytorch/test-infra/blob/main/.github/workflows/test_build_wheels_linux_without_cuda.yml
+
+https://github.com/pytorch/test-infra/actions/workflows/test_build_wheels_linux_with_cuda.yml
+https://github.com/pytorch/test-infra/blob/main/tools/scripts/generate_binary_build_matrix.py
+"""
+
 import argparse
 import json
 
 
+def version_ge(a, b):
+    a_major, a_minor = list(map(int, a.split(".")))[:2]
+    b_major, b_minor = list(map(int, b.split(".")))[:2]
+    if a_major > b_major:
+        return True
+
+    if a_major == b_major and a_minor >= b_minor:
+        return True
+
+    return False
+
+
 def get_args():
     parser = argparse.ArgumentParser()
     parser.add_argument(
@@ -28,6 +49,13 @@ def get_args():
         help="True for macOS",
     )
 
+    parser.add_argument(
+        "--for-arm64",
+        action="store_true",
+        default=False,
+        help="True for arm64",
+    )
+
     parser.add_argument(
         "--test-only-latest-torch",
         action="store_true",
@@ -38,7 +66,9 @@ def get_args():
     return parser.parse_args()
 
 
-def generate_build_matrix(enable_cuda, for_windows, for_macos, test_only_latest_torch):
+def generate_build_matrix(
+    enable_cuda, for_windows, for_macos, test_only_latest_torch, for_arm64
+):
     matrix = {
         # 1.5.x is removed because there are compilation errors.
         #  See
@@ -53,77 +83,91 @@ def generate_build_matrix(enable_cuda, for_windows, for_macos, test_only_latest_
         #      "python-version": ["3.6", "3.7", "3.8"],
         #      "cuda": ["10.1", "10.2"],
         #  },
-        "1.6.0": {
+        #  "1.6.0": {
-            "python-version": ["3.6", "3.7", "3.8"],
+        #      "python-version": ["3.6", "3.7", "3.8"],
-            "cuda": ["10.1", "10.2"] if not for_windows else ["10.1.243", "10.2.89"],
+        #      "cuda": ["10.1", "10.2"] if not for_windows else ["10.1.243", "10.2.89"],
-        },
+        #  },
-        "1.7.0": {
+        #  "1.7.0": {
-            "python-version": ["3.6", "3.7", "3.8"],
+        #      "python-version": ["3.6", "3.7", "3.8"],
-            "cuda": ["10.1", "10.2", "11.0"]
+        #      "cuda": (
-            if not for_windows
+        #          ["10.1", "10.2", "11.0"]
-            else ["10.1.243", "10.2.89", "11.0.3"],
+        #          if not for_windows
-        },
+        #          else ["10.1.243", "10.2.89", "11.0.3"]
-        "1.7.1": {
+        #      ),
-            "python-version": ["3.6", "3.7", "3.8", "3.9"],
+        #  },
-            "cuda": ["10.1", "10.2", "11.0"]
+        #  "1.7.1": {
-            if not for_windows
+        #      "python-version": ["3.6", "3.7", "3.8", "3.9"],
-            else ["10.1.243", "10.2.89", "11.0.3"],
+        #      "cuda": (
-        },
+        #          ["10.1", "10.2", "11.0"]
-        "1.8.0": {
+        #          if not for_windows
-            "python-version": ["3.6", "3.7", "3.8", "3.9"],
+        #          else ["10.1.243", "10.2.89", "11.0.3"]
-            "cuda": ["10.1", "10.2", "11.1"]
+        #      ),
-            if not for_windows
+        #  },
-            else ["10.1.243", "10.2.89", "11.1.1"],
+        #  "1.8.0": {
-        },
+        #      "python-version": ["3.6", "3.7", "3.8", "3.9"],
-        "1.8.1": {
+        #      "cuda": (
-            "python-version": ["3.6", "3.7", "3.8", "3.9"],
+        #          ["10.1", "10.2", "11.1"]
-            "cuda": ["10.1", "10.2", "11.1"]
+        #          if not for_windows
-            if not for_windows
+        #          else ["10.1.243", "10.2.89", "11.1.1"]
-            else ["10.1.243", "10.2.89", "11.1.1"],
+        #      ),
-        },
+        #  },
-        "1.9.0": {
+        #  "1.8.1": {
-            "python-version": ["3.6", "3.7", "3.8", "3.9"],
+        #      "python-version": ["3.6", "3.7", "3.8", "3.9"],
-            "cuda": ["10.2", "11.1"] if not for_windows else ["10.2.89", "11.1.1"],
+        #      "cuda": (
-        },
+        #          ["10.1", "10.2", "11.1"]
-        "1.9.1": {
+        #          if not for_windows
-            "python-version": ["3.6", "3.7", "3.8", "3.9"],
+        #          else ["10.1.243", "10.2.89", "11.1.1"]
-            "cuda": ["10.2", "11.1"] if not for_windows else ["10.2.89", "11.1.1"],
+        #      ),
-        },
+        #  },
+        #  "1.9.0": {
+        #      "python-version": ["3.6", "3.7", "3.8", "3.9"],
+        #      "cuda": ["10.2", "11.1"] if not for_windows else ["10.2.89", "11.1.1"],
+        #  },
+        #  "1.9.1": {
+        #      "python-version": ["3.6", "3.7", "3.8", "3.9"],
+        #      "cuda": ["10.2", "11.1"] if not for_windows else ["10.2.89", "11.1.1"],
+        #  },
         "1.10.0": {
             "python-version": ["3.6", "3.7", "3.8", "3.9"],
-            "cuda": ["10.2", "11.1", "11.3"]
+            "cuda": (
+                ["10.2", "11.1", "11.3"]
                 if not for_windows
-            else ["10.2.89", "11.1.1", "11.3.1"],
+                else ["10.2.89", "11.1.1", "11.3.1"]
+            ),
         },
         "1.10.1": {
             "python-version": ["3.6", "3.7", "3.8", "3.9"],
-            "cuda": ["10.2", "11.1", "11.3"]
+            "cuda": (
+                ["10.2", "11.1", "11.3"]
                 if not for_windows
-            else ["10.2.89", "11.1.1", "11.3.1"],
+                else ["10.2.89", "11.1.1", "11.3.1"]
+            ),
         },
         "1.10.2": {
             "python-version": ["3.6", "3.7", "3.8", "3.9"],
-            "cuda": ["10.2", "11.1", "11.3"]
+            "cuda": (
+                ["10.2", "11.1", "11.3"]
                 if not for_windows
-            else ["10.2.89", "11.1.1", "11.3.1"],
+                else ["10.2.89", "11.1.1", "11.3.1"]
+            ),
         },
         "1.11.0": {
             "python-version": ["3.7", "3.8", "3.9", "3.10"],
-            "cuda": ["10.2", "11.3", "11.5"]
+            "cuda": (
-            if not for_windows
+                ["10.2", "11.3", "11.5"] if not for_windows else ["11.3.1", "11.5.2"]
-            else ["11.3.1", "11.5.2"],
+            ),
         },
         "1.12.0": {
             "python-version": ["3.7", "3.8", "3.9", "3.10"],
-            "cuda": ["10.2", "11.3", "11.6"]
+            "cuda": (
-            if not for_windows
+                ["10.2", "11.3", "11.6"] if not for_windows else ["11.3.1", "11.6.2"]
-            else ["11.3.1", "11.6.2"],
+            ),
         },
         "1.12.1": {
             "python-version": ["3.7", "3.8", "3.9", "3.10"],
-            "cuda": ["10.2", "11.3", "11.6"]
+            "cuda": (
-            if not for_windows
+                ["10.2", "11.3", "11.6"] if not for_windows else ["11.3.1", "11.6.2"]
-            else ["11.3.1", "11.6.2"],
+            ),
         },
         "1.13.0": {
             "python-version": ["3.7", "3.8", "3.9", "3.10", "3.11"],
@@ -131,28 +175,171 @@ def generate_build_matrix(enable_cuda, for_windows, for_macos, test_only_latest_
         },
         "1.13.1": {
             "python-version": ["3.7", "3.8", "3.9", "3.10", "3.11"],
-            "cuda": ["11.6", "11.7"]  # default 11.7
+            "cuda": (
+                ["11.6", "11.7"]  # default 11.7
                 if not for_windows
-            else ["11.6.2", "11.7.1"],
+                else ["11.6.2", "11.7.1"]
+            ),
         },
         "2.0.0": {
             "python-version": ["3.8", "3.9", "3.10", "3.11"],
-            "cuda": ["11.7", "11.8"]  # default 11.7
+            "cuda": (
+                ["11.7", "11.8"]  # default 11.7
                 if not for_windows
-            else ["11.7.1", "11.8.0"],
+                else ["11.7.1", "11.8.0"]
+            ),
         },
         "2.0.1": {
             "python-version": ["3.8", "3.9", "3.10", "3.11"],
-            "cuda": ["11.7", "11.8"]  # default 11.7
+            "cuda": (
+                ["11.7", "11.8"]  # default 11.7
                 if not for_windows
-            else ["11.7.1", "11.8.0"],
+                else ["11.7.1", "11.8.0"]
+            ),
         },
+        "2.1.0": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.1.1": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.1.2": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.2.0": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11", "3.12"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.2.1": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11", "3.12"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.2.2": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11", "3.12"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.3.0": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11", "3.12"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.3.1": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11", "3.12"],
+            "cuda": (
+                ["11.8", "12.1"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0"]
+            ),
+        },
+        "2.4.0": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11", "3.12"],
+            "cuda": (
+                ["11.8", "12.1", "12.4"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0", "12.4.0"]
+            ),
+        },
+        "2.4.1": {
+            "python-version": ["3.8", "3.9", "3.10", "3.11", "3.12"],
+            "cuda": (
+                ["11.8", "12.1", "12.4"]  # default 12.1
+                if not for_windows
+                else ["11.8.0", "12.1.0", "12.4.0"]
+            ),
+        },
+        "2.5.0": {
+            # Only Linux supports python 3.13
+            "python-version": ["3.9", "3.10", "3.11", "3.12", "3.13"],
+            "cuda": (
+                ["11.8", "12.1", "12.4"]  # default 12.4
+                if not for_windows
+                else ["11.8.0", "12.1.0", "12.4.0"]
+            ),
+        },
+        "2.5.1": {
+            # Only Linux supports python 3.13
+            "python-version": ["3.9", "3.10", "3.11", "3.12", "3.13"],
+            "cuda": (
+                ["11.8", "12.1", "12.4"]  # default 12.4
+                if not for_windows
+                else ["11.8.0", "12.1.0", "12.4.0"]
+            ),
+        },
+        "2.6.0": {
+            "python-version": ["3.9", "3.10", "3.11", "3.12", "3.13"],
+            "cuda": (
+                ["11.8", "12.4", "12.6"]  # default 12.4
+                if not for_windows
+                else ["11.8.0", "12.4.0", "12.6.0"]
+            ),
+        },
+        "2.7.0": {
+            "python-version": ["3.9", "3.10", "3.11", "3.12", "3.13"],
+            "cuda": (
+                ["11.8", "12.6", "12.8"]
+                if not for_windows
+                else ["11.8.0", "12.6.2", "12.8.1"]
+            ),
+        },
+        "2.7.1": {
+            "python-version": ["3.9", "3.10", "3.11", "3.12", "3.13"],
+            "cuda": (
+                ["11.8", "12.6", "12.8"]  # default 12.6
+                if not for_windows
+                else ["11.8.0", "12.6.2", "12.8.1"]
+            ),
+        },
+        "2.8.0": {
+            "python-version": ["3.9", "3.10", "3.11", "3.12", "3.13"],
+            "cuda": (
+                ["12.6", "12.8", "12.9"]  # default 12.8
+                if not for_windows
+                else ["12.6.2", "12.8.1", "12.9.1"]
+            ),
+        },
+        # https://github.com/Jimver/cuda-toolkit/blob/master/src/links/windows-links.ts
     }
     if test_only_latest_torch:
-        latest = "2.0.1"
+        latest = "2.8.0"
         matrix = {latest: matrix[latest]}
 
     if for_windows or for_macos:
+        if "2.5.1" in matrix:
+            matrix["2.5.1"]["python-version"].remove("3.13")
+
+        if "2.5.0" in matrix:
+            matrix["2.5.0"]["python-version"].remove("3.13")
+
         if "1.13.0" in matrix:
             matrix["1.13.0"]["python-version"].remove("3.11")
 
@@ -160,9 +347,18 @@ def generate_build_matrix(enable_cuda, for_windows, for_macos, test_only_latest_
             matrix["1.13.1"]["python-version"].remove("3.11")
 
     excluded_python_versions = ["3.6"]
+    enabled_torch_versions = ["1.10.0"]
+
+    enabled_torch_versions += ["1.13.0", "1.13.1"]
+
+    min_torch_version = "2.0.0"
 
     ans = []
     for torch, python_cuda in matrix.items():
+        if enabled_torch_versions and torch not in enabled_torch_versions:
+            if not version_ge(torch, min_torch_version):
+                continue
+
         python_versions = python_cuda["python-version"]
         cuda_versions = python_cuda["cuda"]
         if enable_cuda:
@@ -173,12 +369,30 @@ def generate_build_matrix(enable_cuda, for_windows, for_macos, test_only_latest_
                     if c in ["10.1", "11.0"]:
                         # no docker image for cuda 10.1 and 11.0
                         continue
+
+                    if version_ge(torch, "2.7.0") or (
+                        version_ge(torch, "2.6.0") and c == "12.6"
+                    ):
+                        # case 1: torch >= 2.7
+                        # case 2: torch == 2.6.0 && cuda == 12.6
+                        ans.append(
+                            {
+                                "torch": torch,
+                                "python-version": p,
+                                "cuda": c,
+                                "image": f"pytorch/manylinux2_28-builder:cuda{c}",
+                                "is_2_28": "1",
+                            }
+                        )
+                        continue
+
                     ans.append(
                         {
                             "torch": torch,
                             "python-version": p,
                             "cuda": c,
                             "image": f"pytorch/manylinux-builder:cuda{c}",
+                            "is_2_28": "0",
                         }
                     )
         else:
@@ -186,15 +400,53 @@ def generate_build_matrix(enable_cuda, for_windows, for_macos, test_only_latest_
                 if p in excluded_python_versions:
                     continue
 
-                if for_windows or for_macos:
+                if for_windows:
-                    p = "cp" + "".join(p.split("."))
                     ans.append({"torch": torch, "python-version": p})
+                elif for_macos:
+                    ans.append({"torch": torch, "python-version": p})
+                elif version_ge(torch, "2.6.0"):
+                    ans.append(
+                        {
+                            "torch": torch,
+                            "python-version": p,
+                            "image": "pytorch/manylinux2_28-builder:cpu"
+                            if not for_arm64
+                            else "pytorch/manylinux2_28_aarch64-builder:cpu-aarch64",
+                            "is_2_28": "1",
+                        }
+                    )
+                elif version_ge(torch, "2.4.0"):
+                    ans.append(
+                        {
+                            "torch": torch,
+                            "python-version": p,
+                            #  "image": "pytorch/manylinux-builder:cpu-2.4",
+                            "image": "pytorch/manylinux-builder:cpu-27677ead7c8293c299a885ae2c474bf445e653a5"
+                            if not for_arm64
+                            else "pytorch/manylinuxaarch64-builder:cpu-aarch64-195148266541a9789074265141cb7dc19dc14c54",
+                            "is_2_28": "0",
+                        }
+                    )
+                elif version_ge(torch, "2.2.0"):
+                    ans.append(
+                        {
+                            "torch": torch,
+                            "python-version": p,
+                            "image": "pytorch/manylinux-builder:cpu-2.2"
+                            if not for_arm64
+                            else "pytorch/manylinuxaarch64-builder:cpu-aarch64-195148266541a9789074265141cb7dc19dc14c54",
+                            "is_2_28": "0",
+                        }
+                    )
                 else:
                     ans.append(
                         {
                             "torch": torch,
                             "python-version": p,
-                            "image": f"pytorch/manylinux-builder:cuda10.2",
+                            "image": "pytorch/manylinux-builder:cuda10.2"
+                            if not for_arm64
+                            else "pytorch/manylinuxaarch64-builder:cpu-aarch64-195148266541a9789074265141cb7dc19dc14c54",
+                            "is_2_28": "0",
                         }
                     )
 
@@ -207,6 +459,7 @@ def main():
         enable_cuda=args.enable_cuda,
         for_windows=args.for_windows,
         for_macos=args.for_macos,
+        for_arm64=args.for_arm64,
         test_only_latest_torch=args.test_only_latest_torch,
     )
 

scripts/github_actions/install_cuda.sh

@@ -49,6 +49,15 @@ case "$cuda" in
   11.7)
     url=https://developer.download.nvidia.com/compute/cuda/11.7.1/local_installers/cuda_11.7.1_515.65.01_linux.run
     ;;
+  11.8)
+    url=https://developer.download.nvidia.com/compute/cuda/11.8.0/local_installers/cuda_11.8.0_520.61.05_linux.run
+    ;;
+  12.1)
+    url=https://developer.download.nvidia.com/compute/cuda/12.1.0/local_installers/cuda_12.1.0_530.30.02_linux.run
+    ;;
+  12.4)
+    url=https://developer.download.nvidia.com/compute/cuda/12.4.0/local_installers/cuda_12.4.0_550.54.14_linux.run
+    ;;
   *)
     echo "Unknown cuda version: $cuda"
     exit 1
@@ -63,10 +72,21 @@ retry curl -LSs -O $url
 filename=$(basename $url)
 echo "filename: $filename"
 chmod +x ./$filename
-sudo ./$filename --toolkit --silent
+
+ls -lh
+ls -lh /usr/local
+
+sudo ./$filename \
+  --silent \
+  --toolkit \
+  --no-opengl-libs \
+  --no-drm \
+  --no-man-page
+
 rm -fv ./$filename
 
 export CUDA_HOME=/usr/local/cuda
 export PATH=$CUDA_HOME/bin:$PATH
 export LD_LIBRARY_PATH=$CUDA_HOME/lib:$LD_LIBRARY_PATH
 export LD_LIBRARY_PATH=$CUDA_HOME/lib64:$LD_LIBRARY_PATH
+ls -lh $CUDA_HOME

scripts/github_actions/install_cudnn.sh

@@ -42,6 +42,15 @@ case $cuda in
   11.7)
     filename=cudnn-11.3-linux-x64-v8.2.0.53.tgz
     ;;
+  11.8)
+    filename=cudnn-11.3-linux-x64-v8.2.0.53.tgz
+    ;;
+  12.1)
+    filename=cudnn-linux-x86_64-8.9.5.29_cuda12-archive.tar.xz
+    ;;
+  12.4)
+    filename=cudnn-linux-x86_64-8.9.7.29_cuda12-archive.tar.xz
+    ;;
   *)
     echo "Unsupported cuda version: $cuda"
     exit 1

scripts/github_actions/install_torch.sh

@@ -14,8 +14,13 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+set -x
+
+if [ x"$TORCH_VERSION" != x"" ] && [ x"$CUDA_VERSION" != x"" ]; then
     torch=$TORCH_VERSION
     cuda=$CUDA_VERSION
+fi
+
 case ${torch} in
   1.5.*)
     case ${cuda} in
@@ -169,6 +174,130 @@ case ${torch} in
         ;;
     esac
     ;;
+  2.1.*)
+    case ${cuda} in
+      11.8)
+        package="torch==${torch}+cu118"
+        url=https://download.pytorch.org/whl/torch_stable.html
+        ;;
+      12.1)
+        package="torch==${torch}"
+        # Leave it empty to use PyPI.
+        url=
+        ;;
+    esac
+    ;;
+  2.2.*)
+    case ${cuda} in
+      11.8)
+        package="torch==${torch}+cu118"
+        url=https://download.pytorch.org/whl/torch_stable.html
+        ;;
+      12.1)
+        package="torch==${torch}"
+        # Leave it empty to use PyPI.
+        url=
+        ;;
+    esac
+    ;;
+  2.3.*)
+    case ${cuda} in
+      11.8)
+        package="torch==${torch}+cu118"
+        url=https://download.pytorch.org/whl/torch_stable.html
+        ;;
+      12.1)
+        package="torch==${torch}"
+        # Leave it empty to use PyPI.
+        url=
+        ;;
+    esac
+    ;;
+  2.4.*)
+    case ${cuda} in
+      11.8)
+        package="torch==${torch}+cu118"
+        # https://download.pytorch.org/whl/nightly/torch/
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.1)
+        package="torch==${torch}+cu121"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.4)
+        package="torch==${torch}+cu124"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+    esac
+    ;;
+  2.5.*)
+    case ${cuda} in
+      11.8)
+        package="torch==${torch}+cu118"
+        # https://download.pytorch.org/whl/nightly/torch/
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.1)
+        package="torch==${torch}+cu121"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.4)
+        package="torch==${torch}+cu124"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+    esac
+    ;;
+  2.6.*)
+    case ${cuda} in
+      11.8)
+        package="torch==${torch}+cu118"
+        # https://download.pytorch.org/whl/nightly/torch/
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.4)
+        package="torch==${torch}+cu124"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.6)
+        package="torch==${torch}+cu126"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+    esac
+    ;;
+  2.7.*)
+    case ${cuda} in
+      11.8)
+        package="torch==${torch}+cu118"
+        # https://download.pytorch.org/whl/nightly/torch/
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.6)
+        package="torch==${torch}+cu126"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.8)
+        package="torch==${torch}+cu128"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+    esac
+    ;;
+  2.8.*)
+    case ${cuda} in
+      12.6)
+        package="torch==${torch}+cu126"
+        # https://download.pytorch.org/whl/nightly/torch/
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.8)
+        package="torch==${torch}+cu128"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+      12.9)
+        package="torch==${torch}+cu129"
+        url=https://download.pytorch.org/whl/torch/
+        ;;
+    esac
+    ;;
   *)
     echo "Unsupported PyTorch version: ${torch}"
     exit 1
@@ -185,4 +314,6 @@ else
   retry python3 -m pip install -q $package -f $url
 fi
 
-rm -rfv ~/.cache/pip
+python3 -m torch.utils.collect_env
+
+rm -rf ~/.cache/pip

setup.py

@@ -9,6 +9,7 @@ import setuptools
 from cmake.cmake_extension import BuildExtension, bdist_wheel, cmake_extension
 import get_version
 
+
 get_package_version = get_version.get_package_version