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https://github.com/csukuangfj/kaldifeat.git
synced 2025-08-12 19:42:17 +00:00
Support FbankOptions.
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commit
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@ -7,6 +7,7 @@
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#include <string>
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#include "kaldifeat/csrc/feature-fbank.h"
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#include "kaldifeat/python/csrc/utils.h"
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namespace kaldifeat {
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@ -33,7 +34,12 @@ static void PybindFbankOptions(py::module &m) {
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self.device = torch::Device(s);
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})
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.def("__str__",
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[](const PyClass &self) -> std::string { return self.ToString(); });
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[](const PyClass &self) -> std::string { return self.ToString(); })
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.def("as_dict",
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[](const PyClass &self) -> py::dict { return AsDict(self); })
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.def_static("from_dict", [](py::dict dict) -> PyClass {
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return FbankOptionsFromDict(dict);
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});
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}
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static void PybindFbank(py::module &m) {
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@ -45,6 +45,7 @@ py::dict AsDict(const FrameExtractionOptions &opts) {
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AS_DICT(round_to_power_of_two);
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AS_DICT(blackman_coeff);
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AS_DICT(snip_edges);
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return dict;
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}
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@ -75,6 +76,49 @@ py::dict AsDict(const MelBanksOptions &opts) {
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return dict;
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}
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FbankOptions FbankOptionsFromDict(py::dict dict) {
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FbankOptions opts;
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if (dict.contains("frame_opts")) {
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opts.frame_opts = FrameExtractionOptionsFromDict(dict["frame_opts"]);
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}
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if (dict.contains("mel_opts")) {
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opts.mel_opts = MelBanksOptionsFromDict(dict["mel_opts"]);
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}
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FROM_DICT(bool_, use_energy);
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FROM_DICT(float_, energy_floor);
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FROM_DICT(bool_, raw_energy);
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FROM_DICT(bool_, htk_compat);
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FROM_DICT(bool_, use_log_fbank);
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FROM_DICT(bool_, use_power);
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if (dict.contains("device")) {
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opts.device = torch::Device(std::string(py::str(dict["device"])));
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}
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return opts;
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}
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py::dict AsDict(const FbankOptions &opts) {
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py::dict dict;
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dict["frame_opts"] = AsDict(opts.frame_opts);
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dict["mel_opts"] = AsDict(opts.mel_opts);
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AS_DICT(use_energy);
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AS_DICT(energy_floor);
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AS_DICT(raw_energy);
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AS_DICT(htk_compat);
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AS_DICT(use_log_fbank);
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AS_DICT(use_power);
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auto torch_device = py::module_::import("torch").attr("device");
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dict["device"] = torch_device(opts.device.str());
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return dict;
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}
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#undef FROM_DICT
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#undef AS_DICT
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@ -5,6 +5,7 @@
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#ifndef KALDIFEAT_PYTHON_CSRC_UTILS_H_
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#define KALDIFEAT_PYTHON_CSRC_UTILS_H_
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#include "kaldifeat/csrc/feature-fbank.h"
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#include "kaldifeat/csrc/feature-window.h"
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#include "kaldifeat/csrc/mel-computations.h"
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#include "kaldifeat/python/csrc/kaldifeat.h"
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@ -29,6 +30,9 @@ py::dict AsDict(const FrameExtractionOptions &opts);
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MelBanksOptions MelBanksOptionsFromDict(py::dict dict);
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py::dict AsDict(const MelBanksOptions &opts);
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FbankOptions FbankOptionsFromDict(py::dict dict);
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py::dict AsDict(const FbankOptions &opts);
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} // namespace kaldifeat
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#endif // KALDIFEAT_PYTHON_CSRC_UTILS_H_
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@ -18,12 +18,13 @@ endfunction()
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# please sort the files in alphabetic order
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set(py_test_files
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test_fbank.py
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test_mfcc.py
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test_plp.py
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test_spectrogram.py
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test_options.py
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test_fbank_options.py
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test_frame_extraction_options.py
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test_mel_bank_options.py
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test_mfcc.py
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test_options.py
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test_plp.py
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test_spectrogram.py
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)
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foreach(source IN LISTS py_test_files)
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189
kaldifeat/python/tests/test_fbank_options.py
Executable file
189
kaldifeat/python/tests/test_fbank_options.py
Executable file
@ -0,0 +1,189 @@
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#!/usr/bin/env python3
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#
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# Copyright (c) 2021 Xiaomi Corporation (authors: Fangjun Kuang)
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import torch
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import kaldifeat
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def test_default():
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opts = kaldifeat.FbankOptions()
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assert opts.frame_opts.samp_freq == 16000
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assert opts.frame_opts.frame_shift_ms == 10.0
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assert opts.frame_opts.frame_length_ms == 25.0
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assert opts.frame_opts.dither == 1.0
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assert abs(opts.frame_opts.preemph_coeff - 0.97) < 1e-6
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assert opts.frame_opts.remove_dc_offset is True
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assert opts.frame_opts.window_type == "povey"
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assert opts.frame_opts.round_to_power_of_two is True
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assert abs(opts.frame_opts.blackman_coeff - 0.42) < 1e-6
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assert opts.frame_opts.snip_edges is True
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assert opts.mel_opts.num_bins == 23
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assert opts.mel_opts.low_freq == 20
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assert opts.mel_opts.high_freq == 0
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assert opts.mel_opts.vtln_low == 100
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assert opts.mel_opts.vtln_high == -500
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assert opts.mel_opts.debug_mel is False
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assert opts.mel_opts.htk_mode is False
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assert opts.use_energy is False
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assert opts.energy_floor == 0.0
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assert opts.raw_energy is True
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assert opts.htk_compat is False
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assert opts.use_log_fbank is True
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assert opts.use_power is True
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assert opts.device.type == "cpu"
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def test_set_get():
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opts = kaldifeat.FbankOptions()
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opts.use_energy = True
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assert opts.use_energy is True
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opts.energy_floor = 1
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assert opts.energy_floor == 1
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opts.raw_energy = False
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assert opts.raw_energy is False
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opts.htk_compat = True
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assert opts.htk_compat is True
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opts.use_log_fbank = False
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assert opts.use_log_fbank is False
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opts.use_power = False
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assert opts.use_power is False
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opts.device = torch.device("cuda", 1)
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assert opts.device.type == "cuda"
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assert opts.device.index == 1
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def test_set_get_frame_opts():
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opts = kaldifeat.FbankOptions()
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opts.frame_opts.samp_freq = 44100
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assert opts.frame_opts.samp_freq == 44100
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opts.frame_opts.frame_shift_ms = 20.5
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assert opts.frame_opts.frame_shift_ms == 20.5
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opts.frame_opts.frame_length_ms = 1
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assert opts.frame_opts.frame_length_ms == 1
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opts.frame_opts.dither = 0.5
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assert opts.frame_opts.dither == 0.5
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opts.frame_opts.preemph_coeff = 0.25
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assert opts.frame_opts.preemph_coeff == 0.25
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opts.frame_opts.remove_dc_offset = False
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assert opts.frame_opts.remove_dc_offset is False
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opts.frame_opts.window_type = "hanning"
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assert opts.frame_opts.window_type == "hanning"
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opts.frame_opts.round_to_power_of_two = False
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assert opts.frame_opts.round_to_power_of_two is False
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opts.frame_opts.blackman_coeff = 0.25
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assert opts.frame_opts.blackman_coeff == 0.25
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opts.frame_opts.snip_edges = False
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assert opts.frame_opts.snip_edges is False
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def test_set_get_mel_opts():
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opts = kaldifeat.FbankOptions()
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opts.mel_opts.num_bins = 100
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assert opts.mel_opts.num_bins == 100
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opts.mel_opts.low_freq = 22
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assert opts.mel_opts.low_freq == 22
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opts.mel_opts.high_freq = 1
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assert opts.mel_opts.high_freq == 1
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opts.mel_opts.vtln_low = 101
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assert opts.mel_opts.vtln_low == 101
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opts.mel_opts.vtln_high = -100
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assert opts.mel_opts.vtln_high == -100
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opts.mel_opts.debug_mel = True
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assert opts.mel_opts.debug_mel is True
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opts.mel_opts.htk_mode = True
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assert opts.mel_opts.htk_mode is True
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def test_from_empty_dict():
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opts = kaldifeat.FbankOptions.from_dict({})
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opts2 = kaldifeat.FbankOptions()
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assert str(opts) == str(opts2)
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def test_from_dict_partial():
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d = {
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"energy_floor": 10.5,
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"htk_compat": True,
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"mel_opts": {"num_bins": 80, "vtln_low": 1},
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"frame_opts": {"window_type": "hanning"},
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}
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opts = kaldifeat.FbankOptions.from_dict(d)
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assert opts.energy_floor == 10.5
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assert opts.htk_compat is True
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assert opts.mel_opts.num_bins == 80
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assert opts.mel_opts.vtln_low == 1
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assert opts.frame_opts.window_type == "hanning"
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opts = kaldifeat.MelBanksOptions.from_dict(d)
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def test_from_dict_full_and_as_dict():
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opts = kaldifeat.FbankOptions()
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opts.htk_compat = True
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opts.mel_opts.num_bins = 80
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opts.frame_opts.samp_freq = 10
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d = opts.as_dict()
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assert d["htk_compat"] is True
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assert d["mel_opts"]["num_bins"] == 80
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assert d["frame_opts"]["samp_freq"] == 10
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mel_opts = kaldifeat.MelBanksOptions()
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mel_opts.num_bins = 80
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assert d["mel_opts"] == mel_opts.as_dict()
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frame_opts = kaldifeat.FrameExtractionOptions()
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frame_opts.samp_freq = 10
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assert d["frame_opts"] == frame_opts.as_dict()
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opts2 = kaldifeat.FbankOptions.from_dict(d)
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assert str(opts2) == str(opts)
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d["htk_compat"] = False
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d["device"] = torch.device("cuda", 2)
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opts3 = kaldifeat.FbankOptions.from_dict(d)
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assert opts3.htk_compat is False
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assert opts3.device == torch.device("cuda", 2)
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def main():
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test_default()
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test_set_get()
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test_set_get_frame_opts()
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test_set_get_mel_opts()
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test_from_empty_dict()
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test_from_dict_partial()
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test_from_dict_full_and_as_dict()
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if __name__ == "__main__":
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main()
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@ -16,40 +16,6 @@ sys.path.insert(0, f"{kaldi_feat_dir}/build/lib")
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import kaldifeat
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def test_fbank_options():
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opts = kaldifeat.FbankOptions()
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frame_opts = opts.frame_opts
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mel_opts = opts.mel_opts
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opts.energy_floor = 0
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opts.htk_compat = False
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opts.raw_energy = True
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opts.use_energy = False
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opts.use_log_fbank = True
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opts.use_power = True
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opts.device = torch.device("cuda", 0)
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frame_opts.blackman_coeff = 0.42
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frame_opts.dither = 1
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frame_opts.frame_length_ms = 25
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frame_opts.frame_shift_ms = 10
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frame_opts.preemph_coeff = 0.97
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frame_opts.remove_dc_offset = True
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frame_opts.round_to_power_of_two = True
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frame_opts.samp_freq = 16000
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frame_opts.snip_edges = True
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frame_opts.window_type = "povey"
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mel_opts.debug_mel = True
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mel_opts.high_freq = 0
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mel_opts.low_freq = 20
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mel_opts.num_bins = 23
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mel_opts.vtln_high = -500
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mel_opts.vtln_low = 100
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print(opts)
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def test_mfcc_options():
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opts = kaldifeat.MfccOptions()
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frame_opts = opts.frame_opts
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@ -141,7 +107,6 @@ def test_plp_options():
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def main():
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test_fbank_options()
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test_mfcc_options()
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test_spectogram_options()
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test_plp_options()
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