From 01aed93b1b3730db33559e6399ce786b988fcd6d Mon Sep 17 00:00:00 2001 From: Fangjun Kuang Date: Wed, 8 Nov 2023 19:22:32 +0800 Subject: [PATCH] Support computing features for whisper (#82) --- CMakeLists.txt | 2 +- kaldifeat/csrc/CMakeLists.txt | 1 + kaldifeat/csrc/CPPLINT.cfg | 1 + kaldifeat/csrc/feature-fbank.cc | 2 +- kaldifeat/csrc/feature-window.cc | 9 + kaldifeat/csrc/generate-whisper-melbank.py | 39 + kaldifeat/csrc/mel-computations.cc | 9 + kaldifeat/csrc/mel-computations.h | 14 +- kaldifeat/csrc/whisper-fbank.cc | 78 + kaldifeat/csrc/whisper-fbank.h | 74 + kaldifeat/csrc/whisper-mel-bank.h | 2315 ++++++++++++++++++ kaldifeat/python/csrc/CMakeLists.txt | 1 + kaldifeat/python/csrc/kaldifeat.cc | 2 + kaldifeat/python/csrc/utils.cc | 25 + kaldifeat/python/csrc/utils.h | 4 + kaldifeat/python/csrc/whisper-fbank.cc | 81 + kaldifeat/python/csrc/whisper-fbank.h | 16 + kaldifeat/python/kaldifeat/__init__.py | 2 + kaldifeat/python/kaldifeat/whisper_fbank.py | 12 + kaldifeat/python/tests/test_whisper_fbank.py | 48 + scripts/conda-cpu/kaldifeat/meta.yaml | 2 +- scripts/conda/kaldifeat/meta.yaml | 2 +- 22 files changed, 2734 insertions(+), 5 deletions(-) create mode 100644 kaldifeat/csrc/CPPLINT.cfg create mode 100755 kaldifeat/csrc/generate-whisper-melbank.py create mode 100644 kaldifeat/csrc/whisper-fbank.cc create mode 100644 kaldifeat/csrc/whisper-fbank.h create mode 100644 kaldifeat/csrc/whisper-mel-bank.h create mode 100644 kaldifeat/python/csrc/whisper-fbank.cc create mode 100644 kaldifeat/python/csrc/whisper-fbank.h create mode 100644 kaldifeat/python/kaldifeat/whisper_fbank.py create mode 100644 kaldifeat/python/tests/test_whisper_fbank.py diff --git a/CMakeLists.txt b/CMakeLists.txt index 0d4b7ac..c459a78 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 "1.25.1") +set(kaldifeat_VERSION "1.25.2") set(CMAKE_ARCHIVE_OUTPUT_DIRECTORY "${CMAKE_BINARY_DIR}/lib") set(CMAKE_LIBRARY_OUTPUT_DIRECTORY "${CMAKE_BINARY_DIR}/lib") diff --git a/kaldifeat/csrc/CMakeLists.txt b/kaldifeat/csrc/CMakeLists.txt index be3cc0f..f95dca8 100644 --- a/kaldifeat/csrc/CMakeLists.txt +++ b/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}) diff --git a/kaldifeat/csrc/CPPLINT.cfg b/kaldifeat/csrc/CPPLINT.cfg new file mode 100644 index 0000000..00c8d23 --- /dev/null +++ b/kaldifeat/csrc/CPPLINT.cfg @@ -0,0 +1 @@ +exclude_files=whisper-mel-bank.h diff --git a/kaldifeat/csrc/feature-fbank.cc b/kaldifeat/csrc/feature-fbank.cc index 9945541..d5c9e5f 100644 --- a/kaldifeat/csrc/feature-fbank.cc +++ b/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] diff --git a/kaldifeat/csrc/feature-window.cc b/kaldifeat/csrc/feature-window.cc index 6880f7e..a06dd70 100644 --- a/kaldifeat/csrc/feature-window.cc +++ b/kaldifeat/csrc/feature-window.cc @@ -29,6 +29,13 @@ FeatureWindowFunction::FeatureWindowFunction(const FrameExtractionOptions &opts, float *window_data = window.data_ptr(); 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(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); diff --git a/kaldifeat/csrc/generate-whisper-melbank.py b/kaldifeat/csrc/generate-whisper-melbank.py new file mode 100755 index 0000000..e3e1442 --- /dev/null +++ b/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() diff --git a/kaldifeat/csrc/mel-computations.cc b/kaldifeat/csrc/mel-computations.cc index 1674c93..4d9d945 100644 --- a/kaldifeat/csrc/mel-computations.cc +++ b/kaldifeat/csrc/mel-computations.cc @@ -196,6 +196,15 @@ 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(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_); } diff --git a/kaldifeat/csrc/mel-computations.h b/kaldifeat/csrc/mel-computations.h index 9aa8d9c..c60bdcf 100644 --- a/kaldifeat/csrc/mel-computations.h +++ b/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(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. diff --git a/kaldifeat/csrc/whisper-fbank.cc b/kaldifeat/csrc/whisper-fbank.cc new file mode 100644 index 0000000..5059184 --- /dev/null +++ b/kaldifeat/csrc/whisper-fbank.cc @@ -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. + */ + +#include "kaldifeat/csrc/whisper-fbank.h" + +#include +#include + +#include "kaldifeat/csrc/mel-computations.h" +#include "kaldifeat/csrc/whisper-mel-bank.h" + +#ifndef M_2PI +#define M_2PI 6.283185307179586476925286766559005 +#endif + +namespace kaldifeat { + +WhisperFbankComputer::WhisperFbankComputer(const WhisperFbankOptions &opts) + : opts_(opts), + mel_banks_(kWhisperMelArray, kWhisperMelRows, kWhisperMelCols, + opts.device) { + 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 diff --git a/kaldifeat/csrc/whisper-fbank.h b/kaldifeat/csrc/whisper-fbank.h new file mode 100644 index 0000000..1216415 --- /dev/null +++ b/kaldifeat/csrc/whisper-fbank.h @@ -0,0 +1,74 @@ +/** + * 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 +#include + +#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; + + torch::Device device{"cpu"}; + std::string ToString() const { + std::ostringstream os; + os << "WhisperFbankOptions("; + os << "frame_opts=" << frame_opts.ToString() << ", "; + 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 80; } + + 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_; + MelBanks mel_banks_; +}; + +using WhisperFbank = OfflineFeatureTpl; + +} // namespace kaldifeat + +#endif // KALDIFEAT_CSRC_WHISPER_FBANK_H_ diff --git a/kaldifeat/csrc/whisper-mel-bank.h b/kaldifeat/csrc/whisper-mel-bank.h new file mode 100644 index 0000000..2878b78 --- /dev/null +++ b/kaldifeat/csrc/whisper-mel-bank.h @@ -0,0 +1,2315 @@ +// Auto-generated. Do NOT edit! + +// Copyright (c) 2023 Xiaomi Corporation (authors: Fangjun Kuang) + + +#ifndef KALDIFEAT_CSRC_WHISPER_MEL_BANK_H_ +#define KALDIFEAT_CSRC_WHISPER_MEL_BANK_H_ +namespace kaldifeat { + +constexpr int32_t kWhisperMelRows = 80; +constexpr int32_t kWhisperMelCols = 201; + +constexpr float kWhisperMelArray[] = { +-0.00000000, 0.02486259, 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, 0.00000000, 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+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, 0.00036674, +0.00083307, 0.00129940, 0.00176573, 0.00223205, 0.00269838, 0.00316471, 0.00314131, +0.00269255, 0.00224380, 0.00179504, 0.00134628, 0.00089752, 0.00044876, 0.00000000, +}; + +} // namespace kaldifeat + +#endif // KALDIFEAT_CSRC_WHISPER_MEL_BANK_H_ diff --git a/kaldifeat/python/csrc/CMakeLists.txt b/kaldifeat/python/csrc/CMakeLists.txt index 9487bee..cf3bbae 100644 --- a/kaldifeat/python/csrc/CMakeLists.txt +++ b/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) diff --git a/kaldifeat/python/csrc/kaldifeat.cc b/kaldifeat/python/csrc/kaldifeat.cc index 0a4b8c2..38cc3cc 100644 --- a/kaldifeat/python/csrc/kaldifeat.cc +++ b/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); diff --git a/kaldifeat/python/csrc/utils.cc b/kaldifeat/python/csrc/utils.cc index 0259afc..17268c4 100644 --- a/kaldifeat/python/csrc/utils.cc +++ b/kaldifeat/python/csrc/utils.cc @@ -123,6 +123,31 @@ 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"]); + } + + 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); + + 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; diff --git a/kaldifeat/python/csrc/utils.h b/kaldifeat/python/csrc/utils.h index 9ecac6d..1b30b6e 100644 --- a/kaldifeat/python/csrc/utils.h +++ b/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); diff --git a/kaldifeat/python/csrc/whisper-fbank.cc b/kaldifeat/python/csrc/whisper-fbank.cc new file mode 100644 index 0000000..7532185 --- /dev/null +++ b/kaldifeat/python/csrc/whisper-fbank.cc @@ -0,0 +1,81 @@ +// kaldifeat/python/csrc/whisper-fbank.cc +// +// Copyright (c) 2023 Xiaomi Corporation (authors: Fangjun Kuang) + +#include "kaldifeat/python/csrc/whisper-fbank.h" + +#include +#include + +#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_(m, "WhisperFbankOptions") + .def(py::init<>()) + .def(py::init([](const FrameExtractionOptions &frame_opts = + FrameExtractionOptions(), + py::object device = py::str( + "cpu")) -> std::unique_ptr { + auto opts = std::make_unique(); + opts->frame_opts = frame_opts; + + std::string s = static_cast(device); + opts->device = torch::Device(s); + + return opts; + }), + py::arg("frame_opts") = FrameExtractionOptions(), + py::arg("device") = py::str("cpu")) + .def_readwrite("frame_opts", &PyClass::frame_opts) + .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(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_(m, "WhisperFbank") + .def(py::init(), 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()) + .def(py::pickle( + [](const PyClass &self) -> py::dict { + return AsDict(self.GetOptions()); + }, + [](py::dict dict) -> std::unique_ptr { + return std::make_unique(WhisperFbankOptionsFromDict(dict)); + })); +} + +void PybindWhisperFbank(py::module &m) { + PybindWhisperFbankOptions(m); + PybindWhisperFbankImpl(m); +} + +} // namespace kaldifeat diff --git a/kaldifeat/python/csrc/whisper-fbank.h b/kaldifeat/python/csrc/whisper-fbank.h new file mode 100644 index 0000000..7e8527b --- /dev/null +++ b/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_ diff --git a/kaldifeat/python/kaldifeat/__init__.py b/kaldifeat/python/kaldifeat/__init__.py index 92e7980..247f4da 100644 --- a/kaldifeat/python/kaldifeat/__init__.py +++ b/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 diff --git a/kaldifeat/python/kaldifeat/whisper_fbank.py b/kaldifeat/python/kaldifeat/whisper_fbank.py new file mode 100644 index 0000000..8c7a124 --- /dev/null +++ b/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) diff --git a/kaldifeat/python/tests/test_whisper_fbank.py b/kaldifeat/python/tests/test_whisper_fbank.py new file mode 100644 index 0000000..908016c --- /dev/null +++ b/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() diff --git a/scripts/conda-cpu/kaldifeat/meta.yaml b/scripts/conda-cpu/kaldifeat/meta.yaml index 77c4ca5..745834c 100644 --- a/scripts/conda-cpu/kaldifeat/meta.yaml +++ b/scripts/conda-cpu/kaldifeat/meta.yaml @@ -1,6 +1,6 @@ package: name: kaldifeat - version: "1.25.1" + version: "1.25.2" source: path: "{{ environ.get('KALDIFEAT_ROOT_DIR') }}" diff --git a/scripts/conda/kaldifeat/meta.yaml b/scripts/conda/kaldifeat/meta.yaml index f83b566..964ec97 100644 --- a/scripts/conda/kaldifeat/meta.yaml +++ b/scripts/conda/kaldifeat/meta.yaml @@ -1,6 +1,6 @@ package: name: kaldifeat - version: "1.25.1" + version: "1.25.2" source: path: "{{ environ.get('KALDIFEAT_ROOT_DIR') }}"