From 2624da8275035e5973afcb61c20db247cf2f3b6d Mon Sep 17 00:00:00 2001 From: Fangjun Kuang Date: Thu, 9 Nov 2023 12:45:56 +0800 Subject: [PATCH] support whisper v3 (#84) --- CMakeLists.txt | 2 +- README.md | 15 + kaldifeat/csrc/CPPLINT.cfg | 2 +- kaldifeat/csrc/generate-whisper-melbank-v3.py | 39 + kaldifeat/csrc/whisper-fbank.cc | 18 +- kaldifeat/csrc/whisper-fbank.h | 6 +- kaldifeat/csrc/whisper-v3-mel-bank.h | 3693 +++++++++++++++++ kaldifeat/python/csrc/kaldifeat.cc | 2 +- kaldifeat/python/csrc/utils.cc | 4 + kaldifeat/python/csrc/whisper-fbank.cc | 15 +- kaldifeat/python/csrc/whisper-fbank.h | 2 +- .../python/tests/test_whisper_v3_fbank.py | 49 + scripts/conda-cpu/kaldifeat/meta.yaml | 2 +- scripts/conda/kaldifeat/meta.yaml | 2 +- 14 files changed, 3834 insertions(+), 17 deletions(-) create mode 100755 kaldifeat/csrc/generate-whisper-melbank-v3.py create mode 100644 kaldifeat/csrc/whisper-v3-mel-bank.h create mode 100644 kaldifeat/python/tests/test_whisper_v3_fbank.py diff --git a/CMakeLists.txt b/CMakeLists.txt index c459a78..214d369 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -7,7 +7,7 @@ project(kaldifeat) # remember to change the version in # scripts/conda/kaldifeat/meta.yaml # scripts/conda-cpu/kaldifeat/meta.yaml -set(kaldifeat_VERSION "1.25.2") +set(kaldifeat_VERSION "1.25.3") set(CMAKE_ARCHIVE_OUTPUT_DIRECTORY "${CMAKE_BINARY_DIR}/lib") set(CMAKE_LIBRARY_OUTPUT_DIRECTORY "${CMAKE_BINARY_DIR}/lib") diff --git a/README.md b/README.md index 43051b9..915d42d 100644 --- a/README.md +++ b/README.md @@ -38,6 +38,21 @@ See #82 + +Fbank for Whisper v3 +kaldifeat.WhisperFbankOptions +kaldifeat.WhisperFbank + +
+opts = kaldifeat.WhisperFbankOptions()
+opts.num_mels = 128
+opts.device = torch.device('cuda', 0)
+fbank = kaldifeat.WhisperFbank(opts)
+features = fbank(wave)
+
+ + + FBANK kaldifeat.FbankOptions diff --git a/kaldifeat/csrc/CPPLINT.cfg b/kaldifeat/csrc/CPPLINT.cfg index 00c8d23..1851cba 100644 --- a/kaldifeat/csrc/CPPLINT.cfg +++ b/kaldifeat/csrc/CPPLINT.cfg @@ -1 +1 @@ -exclude_files=whisper-mel-bank.h +exclude_files=whisper-mel-bank.h,whisper-v3-mel-bank.h diff --git a/kaldifeat/csrc/generate-whisper-melbank-v3.py b/kaldifeat/csrc/generate-whisper-melbank-v3.py new file mode 100755 index 0000000..d29a99b --- /dev/null +++ b/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() diff --git a/kaldifeat/csrc/whisper-fbank.cc b/kaldifeat/csrc/whisper-fbank.cc index 5059184..1d012ed 100644 --- a/kaldifeat/csrc/whisper-fbank.cc +++ b/kaldifeat/csrc/whisper-fbank.cc @@ -23,6 +23,7 @@ #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 @@ -31,9 +32,18 @@ namespace kaldifeat { WhisperFbankComputer::WhisperFbankComputer(const WhisperFbankOptions &opts) - : opts_(opts), - mel_banks_(kWhisperMelArray, kWhisperMelRows, kWhisperMelCols, - opts.device) { + : opts_(opts) { + if (opts.num_mels == 80) { + mel_banks_ = std::make_unique(kWhisperMelArray, kWhisperMelRows, + kWhisperMelCols, opts.device); + } else if (opts.num_mels == 128) { + mel_banks_ = std::make_unique( + 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; @@ -67,7 +77,7 @@ torch::Tensor WhisperFbankComputer::Compute( torch::Tensor power = (real.square() + imag.square()); #endif - torch::Tensor mel_energies = mel_banks_.Compute(power); + 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; diff --git a/kaldifeat/csrc/whisper-fbank.h b/kaldifeat/csrc/whisper-fbank.h index 1216415..6985bd5 100644 --- a/kaldifeat/csrc/whisper-fbank.h +++ b/kaldifeat/csrc/whisper-fbank.h @@ -19,6 +19,7 @@ #ifndef KALDIFEAT_CSRC_WHISPER_FBANK_H_ #define KALDIFEAT_CSRC_WHISPER_FBANK_H_ +#include #include #include @@ -30,12 +31,15 @@ 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(); } @@ -64,7 +68,7 @@ class WhisperFbankComputer { private: WhisperFbankOptions opts_; - MelBanks mel_banks_; + std::unique_ptr mel_banks_; }; using WhisperFbank = OfflineFeatureTpl; diff --git a/kaldifeat/csrc/whisper-v3-mel-bank.h b/kaldifeat/csrc/whisper-v3-mel-bank.h new file mode 100644 index 0000000..b8a9c43 --- /dev/null +++ b/kaldifeat/csrc/whisper-v3-mel-bank.h @@ -0,0 +1,3693 @@ +// Auto-generated. Do NOT edit! + +// Copyright (c) 2023 Xiaomi Corporation (authors: Fangjun Kuang) + + +#ifndef KALDIFEAT_CSRC_WHISPER_V3_MEL_BANK_H_ +#define KALDIFEAT_CSRC_WHISPER_V3_MEL_BANK_H_ +namespace kaldifeat { + +constexpr int32_t kWhisperV3MelRows = 128; +constexpr int32_t kWhisperV3MelCols = 201; + +constexpr float kWhisperV3MelArray[] = { +-0.00000000, 0.01237399, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, +0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, +0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, +0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, +0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, +0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, +0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, 0.00000000, +0.00000000, 0.00000000, 0.00000000, 0.00000000, 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0.00275865, 0.00390013, 0.00504160, 0.00445712, 0.00334284, 0.00222856, +0.00111428, 0.00000000}; + +} // namespace kaldifeat + +#endif // KALDIFEAT_CSRC_WHISPER_V3_MEL_BANK_H_ diff --git a/kaldifeat/python/csrc/kaldifeat.cc b/kaldifeat/python/csrc/kaldifeat.cc index 38cc3cc..ab7f2e3 100644 --- a/kaldifeat/python/csrc/kaldifeat.cc +++ b/kaldifeat/python/csrc/kaldifeat.cc @@ -23,7 +23,7 @@ PYBIND11_MODULE(_kaldifeat, m) { PybindFeatureWindow(m); PybindMelComputations(m); PybindFeatureFbank(m); - PybindWhisperFbank(m); + PybindWhisperFbank(&m); PybindFeatureMfcc(m); PybindFeaturePlp(m); PybindFeatureSpectrogram(m); diff --git a/kaldifeat/python/csrc/utils.cc b/kaldifeat/python/csrc/utils.cc index 17268c4..f7a6fc2 100644 --- a/kaldifeat/python/csrc/utils.cc +++ b/kaldifeat/python/csrc/utils.cc @@ -130,6 +130,8 @@ WhisperFbankOptions WhisperFbankOptionsFromDict(py::dict dict) { 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"]))); } @@ -142,6 +144,8 @@ py::dict AsDict(const WhisperFbankOptions &opts) { 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()); diff --git a/kaldifeat/python/csrc/whisper-fbank.cc b/kaldifeat/python/csrc/whisper-fbank.cc index 7532185..4db1df2 100644 --- a/kaldifeat/python/csrc/whisper-fbank.cc +++ b/kaldifeat/python/csrc/whisper-fbank.cc @@ -12,16 +12,18 @@ namespace kaldifeat { -static void PybindWhisperFbankOptions(py::module &m) { +static void PybindWhisperFbankOptions(py::module *m) { using PyClass = WhisperFbankOptions; - py::class_(m, "WhisperFbankOptions") + py::class_(*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 { auto opts = std::make_unique(); opts->frame_opts = frame_opts; + opts->num_mels = num_mels; std::string s = static_cast(device); opts->device = torch::Device(s); @@ -29,8 +31,9 @@ static void PybindWhisperFbankOptions(py::module &m) { return opts; }), py::arg("frame_opts") = FrameExtractionOptions(), - py::arg("device") = py::str("cpu")) + 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 { @@ -56,9 +59,9 @@ static void PybindWhisperFbankOptions(py::module &m) { })); } -static void PybindWhisperFbankImpl(py::module &m) { +static void PybindWhisperFbankImpl(py::module *m) { using PyClass = WhisperFbank; - py::class_(m, "WhisperFbank") + py::class_(*m, "WhisperFbank") .def(py::init(), py::arg("opts")) .def("dim", &PyClass::Dim) .def_property_readonly("options", &PyClass::GetOptions) @@ -73,7 +76,7 @@ static void PybindWhisperFbankImpl(py::module &m) { })); } -void PybindWhisperFbank(py::module &m) { +void PybindWhisperFbank(py::module *m) { PybindWhisperFbankOptions(m); PybindWhisperFbankImpl(m); } diff --git a/kaldifeat/python/csrc/whisper-fbank.h b/kaldifeat/python/csrc/whisper-fbank.h index 7e8527b..d115638 100644 --- a/kaldifeat/python/csrc/whisper-fbank.h +++ b/kaldifeat/python/csrc/whisper-fbank.h @@ -9,7 +9,7 @@ namespace kaldifeat { -void PybindWhisperFbank(py::module &m); +void PybindWhisperFbank(py::module *m); } // namespace kaldifeat diff --git a/kaldifeat/python/tests/test_whisper_v3_fbank.py b/kaldifeat/python/tests/test_whisper_v3_fbank.py new file mode 100644 index 0000000..03c9b19 --- /dev/null +++ b/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() diff --git a/scripts/conda-cpu/kaldifeat/meta.yaml b/scripts/conda-cpu/kaldifeat/meta.yaml index 745834c..6ec0877 100644 --- a/scripts/conda-cpu/kaldifeat/meta.yaml +++ b/scripts/conda-cpu/kaldifeat/meta.yaml @@ -1,6 +1,6 @@ package: name: kaldifeat - version: "1.25.2" + version: "1.25.3" source: path: "{{ environ.get('KALDIFEAT_ROOT_DIR') }}" diff --git a/scripts/conda/kaldifeat/meta.yaml b/scripts/conda/kaldifeat/meta.yaml index 964ec97..9364472 100644 --- a/scripts/conda/kaldifeat/meta.yaml +++ b/scripts/conda/kaldifeat/meta.yaml @@ -1,6 +1,6 @@ package: name: kaldifeat - version: "1.25.2" + version: "1.25.3" source: path: "{{ environ.get('KALDIFEAT_ROOT_DIR') }}"