From 840fca9d4fb59efe4d8a079cbc04afed1056bdef Mon Sep 17 00:00:00 2001
From: Raivis Dejus <orvils@gmail.com>
Date: Sat, 5 Apr 2025 08:16:41 +0300
Subject: [PATCH] Initial dependencies

---
 buzz/assets/speaker-identification.svg        |   14 +
 buzz/widgets/icon.py                          |    4 +
 .../speaker_identification_widget.py          |  329 ++
 .../transcription_viewer_widget.py            |   28 +
 poetry.lock                                   | 4444 ++++++++++++++++-
 pyproject.toml                                |   10 +-
 6 files changed, 4599 insertions(+), 230 deletions(-)
 create mode 100644 buzz/assets/speaker-identification.svg
 create mode 100644 buzz/widgets/transcription_viewer/speaker_identification_widget.py

diff --git a/buzz/assets/speaker-identification.svg b/buzz/assets/speaker-identification.svg
new file mode 100644
index 00000000..cfea8b41
--- /dev/null
+++ b/buzz/assets/speaker-identification.svg
@@ -0,0 +1,14 @@
+<?xml version="1.0" encoding="iso-8859-1"?>
+<svg height="800px" width="800px" version="1.1" id="Capa_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink"
+	 viewBox="0 0 493.347 493.347" xml:space="preserve">
+<g>
+	<path style="fill:#010002;" d="M191.936,385.946c-14.452,0-29.029-1.36-43.319-4.04l-5.299-0.996l-66.745,37.15v-63.207
+		l-6.629-4.427C25.496,320.716,0,277.045,0,230.617c0-85.648,86.102-155.33,191.936-155.33c17.077,0,33.623,1.838,49.394,5.239
+		c-50.486,27.298-84.008,74.801-84.008,128.765c0,72.969,61.25,134.147,142.942,149.464
+		C269.41,375.892,232.099,385.946,191.936,385.946z"/>
+	<path style="fill:#010002;" d="M437.777,304.278l-6.629,4.427v48.075l-50.933-28.343l-0.125,0.024l-5.167,0.967
+		c-11.444,2.142-23.104,3.228-34.673,3.228c-1.241,0-2.47-0.054-3.705-0.078c-82.707-1.599-149.387-56.268-149.387-123.287
+		c0-52.109,40.324-96.741,97.129-114.791c14.47-4.594,30.001-7.471,46.219-8.3c3.228-0.167,6.468-0.274,9.75-0.274
+		c84.413,0,153.092,55.343,153.092,123.365C493.347,246.053,473.089,280.679,437.777,304.278z"/>
+</g>
+</svg>
\ No newline at end of file
diff --git a/buzz/widgets/icon.py b/buzz/widgets/icon.py
index 21c4327d..cdcccd79 100644
--- a/buzz/widgets/icon.py
+++ b/buzz/widgets/icon.py
@@ -82,6 +82,10 @@ class ResizeIcon(Icon):
     def __init__(self, parent: QWidget):
         super().__init__(get_path("assets/resize_black.svg"), parent)
 
+class SpeakerIdentificationIcon(Icon):
+    def __init__(self, parent: QWidget):
+        super().__init__(get_path("assets/speaker-identification.svg"), parent)
+
 class VisibilityIcon(Icon):
     def __init__(self, parent: QWidget):
         super().__init__(
diff --git a/buzz/widgets/transcription_viewer/speaker_identification_widget.py b/buzz/widgets/transcription_viewer/speaker_identification_widget.py
new file mode 100644
index 00000000..309d3324
--- /dev/null
+++ b/buzz/widgets/transcription_viewer/speaker_identification_widget.py
@@ -0,0 +1,329 @@
+import re
+import os
+import logging
+import stable_whisper
+import srt
+from pathlib import Path
+from typing import Optional
+from PyQt6.QtCore import Qt, QThread, QObject, pyqtSignal
+from PyQt6.QtGui import QFont
+from PyQt6.QtWidgets import (
+    QWidget,
+    QFormLayout,
+    QVBoxLayout,
+    QHBoxLayout,
+    QLabel,
+    QSpinBox,
+    QPushButton,
+    QCheckBox,
+    QGroupBox,
+    QSpacerItem,
+    QSizePolicy,
+)
+from buzz.locale import _, languages
+from buzz.db.entity.transcription import Transcription
+from buzz.db.service.transcription_service import TranscriptionService
+from buzz.paths import file_path_as_title
+from buzz.settings.settings import Settings
+from buzz.widgets.line_edit import LineEdit
+from buzz.transcriber.transcriber import Segment
+from buzz.widgets.preferences_dialog.models.file_transcription_preferences import (
+    FileTranscriptionPreferences,
+)
+
+
+SENTENCE_END = re.compile(r'.*[.!?。！？]')
+
+class TranscriptionWorker(QObject):
+    finished = pyqtSignal()
+    result_ready = pyqtSignal(list)
+
+    def __init__(self, transcription, transcription_options, transcription_service, regroup_string: str):
+        super().__init__()
+        self.transcription = transcription
+        self.transcription_options = transcription_options
+        self.transcription_service = transcription_service
+        self.regroup_string = regroup_string
+
+    def get_transcript(self, audio, **kwargs) -> dict:
+        buzz_segments = self.transcription_service.get_transcription_segments(
+            transcription_id=self.transcription.id_as_uuid
+        )
+
+        segments = []
+        words = []
+        text = ""
+        for buzz_segment in buzz_segments:
+            words.append({
+                'word': buzz_segment.text + " ",
+                'start': buzz_segment.start_time / 100,
+                'end': buzz_segment.end_time / 100,
+            })
+            text += buzz_segment.text + " "
+
+            if SENTENCE_END.match(buzz_segment.text):
+                segments.append({
+                    'text': text,
+                    'words': words
+                })
+                words = []
+                text = ""
+
+        return {
+            'language': self.transcription.language,
+            'segments': segments
+        }
+
+    def run(self):
+        transcription_file = self.transcription.file
+        transcription_file_exists = os.path.exists(transcription_file)
+
+        transcription_file_path = Path(transcription_file)
+        speech_path = transcription_file_path.with_name(f"{transcription_file_path.stem}_speech.mp3")
+        if self.transcription_options.extract_speech and os.path.exists(speech_path):
+            transcription_file = str(speech_path)
+            transcription_file_exists = True
+
+        result = stable_whisper.transcribe_any(
+            self.get_transcript,
+            transcription_file,
+            vad=transcription_file_exists,
+            suppress_silence=transcription_file_exists,
+            regroup=self.regroup_string,
+            check_sorted=False,
+        )
+
+        segments = []
+        for segment in result.segments:
+            segments.append(
+                Segment(
+                    start=int(segment.start * 100),
+                    end=int(segment.end * 100),
+                    text=segment.text
+                )
+            )
+
+        self.result_ready.emit(segments)
+        self.finished.emit()
+
+
+class SpeakerIdentificationWidget(QWidget):
+    resize_button_clicked = pyqtSignal()
+    transcription: Transcription
+    settings = Settings()
+
+    def __init__(
+        self,
+        transcription: Transcription,
+        transcription_service: TranscriptionService,
+        parent: Optional["QWidget"] = None,
+        flags: Qt.WindowType = Qt.WindowType.Widget,
+        transcriptions_updated_signal: Optional[pyqtSignal] = None,
+    ) -> None:
+        super().__init__(parent, flags)
+        self.transcription = transcription
+        self.transcription_service = transcription_service
+        self.transcriptions_updated_signal = transcriptions_updated_signal
+
+        self.new_transcript_id = None
+        self.thread = None
+        self.worker = None
+
+        self.setMinimumWidth(600)
+        self.setMinimumHeight(300)
+
+        self.setWindowTitle(file_path_as_title(transcription.file))
+
+        preferences = self.load_preferences()
+
+        (
+            self.transcription_options,
+            self.file_transcription_options,
+        ) = preferences.to_transcription_options(
+            openai_access_token=''
+        )
+
+        layout = QFormLayout(self)
+
+        # Resize longer subtitles
+        resize_label = QLabel(_("Resize Options"), self)
+        font = resize_label.font()
+        font.setWeight(QFont.Weight.Bold)
+        resize_label.setFont(font)
+        layout.addRow(resize_label)
+
+        resize_group_box = QGroupBox(self)
+        resize_layout = QVBoxLayout(resize_group_box)
+
+        self.resize_row = QHBoxLayout()
+
+        self.desired_subtitle_length_label = QLabel(_("Desired subtitle length"), self)
+
+        self.target_chars_spin_box = QSpinBox(self)
+        self.target_chars_spin_box.setMinimum(1)
+        self.target_chars_spin_box.setMaximum(100)
+        self.target_chars_spin_box.setValue(42)
+
+        self.resize_button = QPushButton(_("Resize"))
+        self.resize_button.clicked.connect(self.on_resize_button_clicked)
+
+        self.resize_row.addWidget(self.desired_subtitle_length_label)
+        self.resize_row.addWidget(self.target_chars_spin_box)
+        self.resize_row.addWidget(self.resize_button)
+
+        resize_layout.addLayout(self.resize_row)
+
+        resize_group_box.setEnabled(self.transcription.word_level_timings != 1)
+
+        layout.addRow(resize_group_box)
+
+        # Spacer
+        spacer = QSpacerItem(0, 10, QSizePolicy.Policy.Minimum, QSizePolicy.Policy.Fixed)
+        layout.addItem(spacer)
+
+        # Merge words into subtitles
+        merge_options_label = QLabel(_("Merge Options"), self)
+        font = merge_options_label.font()
+        font.setWeight(QFont.Weight.Bold)
+        merge_options_label.setFont(font)
+        layout.addRow(merge_options_label)
+
+        merge_options_group_box = QGroupBox(self)
+        merge_options_layout = QVBoxLayout(merge_options_group_box)
+
+        self.merge_options_row = QVBoxLayout()
+
+        self.merge_by_gap = QCheckBox(_("Merge by gap"))
+        self.merge_by_gap.setChecked(True)
+        self.merge_by_gap.setMinimumWidth(250)
+        self.merge_by_gap_input = LineEdit("0.2", self)
+        merge_by_gap_layout = QHBoxLayout()
+        merge_by_gap_layout.addWidget(self.merge_by_gap)
+        merge_by_gap_layout.addWidget(self.merge_by_gap_input)
+
+        self.split_by_punctuation = QCheckBox(_("Split by punctuation"))
+        self.split_by_punctuation.setChecked(True)
+        self.split_by_punctuation.setMinimumWidth(250)
+        self.split_by_punctuation_input = LineEdit(".* /./. /。/?/? /？/!/! /！/,/, ", self)
+        split_by_punctuation_layout = QHBoxLayout()
+        split_by_punctuation_layout.addWidget(self.split_by_punctuation)
+        split_by_punctuation_layout.addWidget(self.split_by_punctuation_input)
+
+        self.split_by_max_length = QCheckBox(_("Split by max length"))
+        self.split_by_max_length.setChecked(True)
+        self.split_by_max_length.setMinimumWidth(250)
+        self.split_by_max_length_input = LineEdit("42", self)
+        split_by_max_length_layout = QHBoxLayout()
+        split_by_max_length_layout.addWidget(self.split_by_max_length)
+        split_by_max_length_layout.addWidget(self.split_by_max_length_input)
+
+        self.merge_options_row.addLayout(merge_by_gap_layout)
+        self.merge_options_row.addLayout(split_by_punctuation_layout)
+        self.merge_options_row.addLayout(split_by_max_length_layout)
+
+        self.merge_button = QPushButton(_("Merge"))
+        self.merge_button.clicked.connect(self.on_merge_button_clicked)
+
+        self.merge_options_row.addWidget(self.merge_button)
+
+        merge_options_layout.addLayout(self.merge_options_row)
+
+        merge_options_group_box.setEnabled(self.transcription.word_level_timings == 1)
+
+        layout.addRow(merge_options_group_box)
+
+        self.setLayout(layout)
+
+    def load_preferences(self):
+        self.settings.settings.beginGroup("file_transcriber")
+        preferences = FileTranscriptionPreferences.load(settings=self.settings.settings)
+        self.settings.settings.endGroup()
+        return preferences
+
+    # TODO rename function
+    def on_resize_button_clicked(self):
+        #  Step 1 - Get the segments
+        segments = self.transcription_service.get_transcription_segments(
+            transcription_id=self.transcription.id_as_uuid
+        )
+
+        subs = []
+        for segment in segments:
+            subtitle = srt.Subtitle(
+                index=segment.id,
+                start=segment.start_time,
+                end=segment.end_time,
+                content=segment.text
+            )
+            subs.append(subtitle)
+
+        # Step 2 - ...
+        logging.debug(f"=== Will identify speakers ===")
+
+    def on_merge_button_clicked(self):
+        self.new_transcript_id = self.transcription_service.copy_transcription(
+            self.transcription.id_as_uuid
+        )
+        self.transcription_service.update_transcription_progress(self.new_transcript_id, 0.0)
+
+        if self.transcriptions_updated_signal:
+            self.transcriptions_updated_signal.emit(self.new_transcript_id)
+
+        regroup_string = ''
+        if self.merge_by_gap.isChecked():
+            regroup_string += f'mg={self.merge_by_gap_input.text()}'
+
+            if self.split_by_max_length.isChecked():
+                regroup_string += f'++{self.split_by_max_length_input.text()}+1'
+
+        if self.split_by_punctuation.isChecked():
+            if regroup_string:
+                regroup_string += '_'
+            regroup_string += f'sp={self.split_by_punctuation_input.text()}'
+
+        if self.split_by_max_length.isChecked():
+            if regroup_string:
+                regroup_string += '_'
+            regroup_string += f'sl={self.split_by_max_length_input.text()}'
+
+        if self.merge_by_gap.isChecked():
+            if regroup_string:
+                regroup_string += '_'
+            regroup_string += f'mg={self.merge_by_gap_input.text()}'
+
+            if self.split_by_max_length.isChecked():
+                regroup_string += f'++{self.split_by_max_length_input.text()}+1'
+
+        regroup_string = os.getenv("BUZZ_MERGE_REGROUP_RULE", regroup_string)
+
+        self.hide()
+
+        self.thread = QThread()
+        self.worker = TranscriptionWorker(
+            self.transcription,
+            self.transcription_options,
+            self.transcription_service,
+            regroup_string
+        )
+        self.worker.moveToThread(self.thread)
+        self.thread.started.connect(self.worker.run)
+        self.worker.finished.connect(self.thread.quit)
+        self.worker.finished.connect(self.worker.deleteLater)
+        self.thread.finished.connect(self.thread.deleteLater)
+        self.worker.result_ready.connect(self.on_transcription_completed)
+
+        self.thread.start()
+
+    def on_transcription_completed(self, segments):
+        if self.new_transcript_id is not None:
+            self.transcription_service.update_transcription_as_completed(self.new_transcript_id, segments)
+
+            if self.transcriptions_updated_signal:
+                self.transcriptions_updated_signal.emit(self.new_transcript_id)
+
+        self.close()
+
+    def closeEvent(self, event):
+        self.hide()
+
+        super().closeEvent(event)
diff --git a/buzz/widgets/transcription_viewer/transcription_viewer_widget.py b/buzz/widgets/transcription_viewer/transcription_viewer_widget.py
index 36f71fd0..3dce4347 100644
--- a/buzz/widgets/transcription_viewer/transcription_viewer_widget.py
+++ b/buzz/widgets/transcription_viewer/transcription_viewer_widget.py
@@ -26,6 +26,7 @@ from buzz.widgets.icon import (
     FileDownloadIcon,
     TranslateIcon,
     ResizeIcon,
+    SpeakerIdentificationIcon,
 )
 from buzz.translator import Translator
 from buzz.widgets.text_display_box import TextDisplayBox
@@ -46,6 +47,7 @@ from buzz.widgets.transcription_viewer.transcription_view_mode_tool_button impor
     ViewMode
 )
 from buzz.widgets.transcription_viewer.transcription_resizer_widget import TranscriptionResizerWidget
+from buzz.widgets.transcription_viewer.speaker_identification_widget import SpeakerIdentificationWidget
 
 
 class TranscriptionViewerWidget(QWidget):
@@ -72,6 +74,7 @@ class TranscriptionViewerWidget(QWidget):
         self.setWindowTitle(file_path_as_title(transcription.file))
 
         self.transcription_resizer_dialog = None
+        self.speaker_identification_dialog = None
         self.transcriptions_updated_signal = transcriptions_updated_signal
 
         self.translation_thread = None
@@ -191,6 +194,17 @@ class TranscriptionViewerWidget(QWidget):
 
         toolbar.addWidget(resize_button)
 
+        speaker_identification_button = QToolButton()
+        speaker_identification_button.setText(_("Identify Speakers"))
+        speaker_identification_button.setObjectName("speaker_identification_button")
+        speaker_identification_button.setIcon(SpeakerIdentificationIcon(self))
+        speaker_identification_button.setToolButtonStyle(
+            Qt.ToolButtonStyle.ToolButtonTextBesideIcon
+        )
+        speaker_identification_button.clicked.connect(self.on_speaker_identification_button_clicked)
+
+        toolbar.addWidget(speaker_identification_button)
+
         layout.setMenuBar(toolbar)
 
         layout.addWidget(self.table_widget)
@@ -314,12 +328,26 @@ class TranscriptionViewerWidget(QWidget):
 
         self.transcription_resizer_dialog.show()
 
+    def on_speaker_identification_button_clicked(self):
+        self.speaker_identification_dialog = SpeakerIdentificationWidget(
+            transcription=self.transcription,
+            transcription_service=self.transcription_service,
+            transcriptions_updated_signal=self.transcriptions_updated_signal,
+        )
+
+        self.transcriptions_updated_signal.connect(self.close)
+
+        self.speaker_identification_dialog.show()
+
     def closeEvent(self, event):
         self.hide()
 
         if self.transcription_resizer_dialog:
             self.transcription_resizer_dialog.close()
 
+        if self.speaker_identification_dialog:
+            self.speaker_identification_dialog.close()
+
         self.translator.stop()
         self.translation_thread.quit()
         self.translation_thread.wait()
diff --git a/poetry.lock b/poetry.lock
index 2cbbe8f6..b9191a23 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,17 @@
 # This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
 
+[[package]]
+name = "absl-py"
+version = "2.2.2"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "absl_py-2.2.2-py3-none-any.whl", hash = "sha256:e5797bc6abe45f64fd95dc06394ca3f2bedf3b5d895e9da691c9ee3397d70092"},
+    {file = "absl_py-2.2.2.tar.gz", hash = "sha256:bf25b2c2eed013ca456918c453d687eab4e8309fba81ee2f4c1a6aa2494175eb"},
+]
+
 [[package]]
 name = "accelerate"
 version = "1.4.0"
@@ -32,6 +44,157 @@ test-prod = ["parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "py
 test-trackers = ["comet-ml", "dvclive", "tensorboard", "wandb"]
 testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized", "pytest (>=7.2.0,<=8.0.0)", "pytest-subtests", "pytest-xdist", "scikit-learn", "scipy", "timm", "torchdata (>=0.8.0)", "torchpippy (>=0.2.0)", "tqdm", "transformers"]
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
+    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.16"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb46bb0f24813e6cede6cc07b1961d4b04f331f7112a23b5e21f567da4ee50aa"},
+    {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:54eb3aead72a5c19fad07219acd882c1643a1027fbcdefac9b502c267242f955"},
+    {file = "aiohttp-3.11.16-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:38bea84ee4fe24ebcc8edeb7b54bf20f06fd53ce4d2cc8b74344c5b9620597fd"},
+    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d0666afbe984f6933fe72cd1f1c3560d8c55880a0bdd728ad774006eb4241ecd"},
+    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7ba92a2d9ace559a0a14b03d87f47e021e4fa7681dc6970ebbc7b447c7d4b7cd"},
+    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3ad1d59fd7114e6a08c4814983bb498f391c699f3c78712770077518cae63ff7"},
+    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:98b88a2bf26965f2015a771381624dd4b0839034b70d406dc74fd8be4cc053e3"},
+    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:576f5ca28d1b3276026f7df3ec841ae460e0fc3aac2a47cbf72eabcfc0f102e1"},
+    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a2a450bcce4931b295fc0848f384834c3f9b00edfc2150baafb4488c27953de6"},
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+groups = ["main"]
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+
+[package.extras]
+tz = ["tzdata"]
+
 [[package]]
 name = "altgraph"
 version = "0.17.4"
@@ -110,6 +273,35 @@ wrapt = [
     {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
 ]
 
+[[package]]
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+description = "Annotate AST trees with source code positions"
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+
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+description = "Timeout context manager for asyncio programs"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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 [[package]]
 name = "attrs"
 version = "25.1.0"
@@ -130,6 +322,21 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
 
+[[package]]
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+version = "3.0.1"
+description = "Multi-library, cross-platform audio decoding."
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
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+
+[package.extras]
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+
 [[package]]
 name = "autopep8"
 version = "1.7.0"
@@ -216,6 +423,18 @@ files = [
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 testing = ["jaraco.test", "pytest (!=8.0.*)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)"]
 
+[[package]]
+name = "braceexpand"
+version = "0.1.7"
+description = "Bash-style brace expansion for Python"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "braceexpand-0.1.7-py2.py3-none-any.whl", hash = "sha256:91332d53de7828103dcae5773fb43bc34950b0c8160e35e0f44c4427a3b85014"},
+    {file = "braceexpand-0.1.7.tar.gz", hash = "sha256:e6e539bd20eaea53547472ff94f4fb5c3d3bf9d0a89388c4b56663aba765f705"},
+]
+
 [[package]]
 name = "certifi"
 version = "2025.1.31"
@@ -422,6 +641,21 @@ files = [
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 ]
 
+[[package]]
+name = "click"
+version = "8.1.8"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
 [[package]]
 name = "cloudpickle"
 version = "3.1.1"
@@ -512,6 +746,80 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 [package.extras]
 development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
 
+[[package]]
+name = "contourpy"
+version = "1.3.1"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
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+
+[package.dependencies]
+numpy = ">=1.23"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
+
 [[package]]
 name = "coverage"
 version = "7.6.12"
@@ -591,57 +899,6 @@ tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.1
 [package.extras]
 toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
-[[package]]
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-description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
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-python-versions = ">=3.7"
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-
-[package.dependencies]
-cffi = {version = ">=1.12", markers = "platform_python_implementation != \"PyPy\""}
-
-[package.extras]
-docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.1.1)"]
-docstest = ["pyenchant (>=1.6.11)", "readme-renderer", "sphinxcontrib-spelling (>=4.0.1)"]
-nox = ["nox"]
-pep8test = ["check-sdist", "click", "mypy", "ruff"]
-sdist = ["build"]
-ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
-test-randomorder = ["pytest-randomly"]
-
 [[package]]
 name = "cryptography"
 version = "44.0.2"
@@ -649,7 +906,7 @@ description = "cryptography is a package which provides cryptographic recipes an
 optional = false
 python-versions = "!=3.9.0,!=3.9.1,>=3.7"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and sys_platform == \"linux\""
+markers = "sys_platform == \"linux\""
 files = [
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@@ -701,6 +958,32 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["certifi (>=2024)", "cryptography-vectors (==44.0.2)", "pretend (>=0.7)", "pytest (>=7.4.0)", "pytest-benchmark (>=4.0)", "pytest-cov (>=2.10.1)", "pytest-xdist (>=3.5.0)"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "ctc-forced-aligner"
+version = "0.3.0"
+description = "Text to speech alignment using CTC forced alignment"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = []
+develop = false
+
+[package.dependencies]
+nltk = "*"
+torch = "*"
+torchaudio = "*"
+transformers = ">=4.34"
+Unidecode = "*"
+
+[package.extras]
+dev = ["black (==23.*)", "flake8 (==7.*)", "flake8-pyproject (==1.*)", "isort (==5.*)", "pytest (==7.*)"]
+
+[package.source]
+type = "git"
+url = "https://github.com/MahmoudAshraf97/ctc-forced-aligner.git"
+reference = "HEAD"
+resolved_reference = "201276a4ea2ddd3f5caead1ac4f211477ae3da6d"
+
 [[package]]
 name = "ctranslate2"
 version = "4.3.1"
@@ -753,6 +1036,22 @@ files = [
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+[[package]]
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+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
+
 [[package]]
 name = "cython"
 version = "3.0.12"
@@ -827,6 +1126,122 @@ files = [
     {file = "cython-3.0.12.tar.gz", hash = "sha256:b988bb297ce76c671e28c97d017b95411010f7c77fa6623dd0bb47eed1aee1bc"},
 ]
 
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+optional = false
+python-versions = ">=3.8"
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+
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+cython = ["cython"]
+
 [[package]]
 name = "darkdetect"
 version = "0.8.0"
@@ -858,6 +1273,79 @@ files = [
 marshmallow = ">=3.18.0,<4.0.0"
 typing-inspect = ">=0.4.0,<1"
 
+[[package]]
+name = "datasets"
+version = "2.2.1"
+description = "HuggingFace community-driven open-source library of datasets"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+[package.dependencies]
+aiohttp = "*"
+dill = "*"
+fsspec = {version = ">=2021.05.0", extras = ["http"]}
+huggingface-hub = ">=0.1.0,<1.0.0"
+multiprocess = "*"
+numpy = ">=1.17"
+packaging = "*"
+pandas = "*"
+pyarrow = ">=6.0.0"
+requests = ">=2.19.0"
+responses = "<0.19"
+tqdm = ">=4.62.1"
+xxhash = "*"
+
+[package.extras]
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+audio = ["librosa"]
+benchmarks = ["numpy (==1.18.5)", "tensorflow (==2.3.0)", "torch (==1.6.0)", "transformers (==3.0.2)"]
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+s3 = ["boto3", "botocore", "fsspec", "s3fs"]
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+torch = ["torch"]
+vision = ["Pillow (>=6.2.1)"]
+
+[[package]]
+name = "decorator"
+version = "5.2.1"
+description = "Decorators for Humans"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+
+[[package]]
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+version = "1.0.1"
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+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = []
+develop = false
+
+[package.dependencies]
+torch = ">=1.8.1"
+transformers = "*"
+
+[package.source]
+type = "git"
+url = "https://github.com/oliverguhr/deepmultilingualpunctuation.git"
+reference = "HEAD"
+resolved_reference = "5a0dd7f4fd56687f59405aa8eba1144393d8b74b"
+
 [[package]]
 name = "demucs"
 version = "4.1.0a3"
@@ -938,7 +1426,7 @@ version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
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@@ -948,6 +1436,17 @@ files = [
 graph = ["objgraph (>=1.7.2)"]
 profile = ["gprof2dot (>=2022.7.29)"]
 
+[[package]]
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+description = "Utilities for comparing sequences"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "distlib"
 version = "0.3.9"
@@ -972,6 +1471,32 @@ files = [
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 ]
 
+[[package]]
+name = "docker-pycreds"
+version = "0.4.0"
+description = "Python bindings for the docker credentials store API"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
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+
+[[package]]
+name = "docopt"
+version = "0.6.2"
+description = "Pythonic argument parser, that will make you smile"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
 [[package]]
 name = "dora-search"
 version = "0.1.12"
@@ -993,6 +1518,87 @@ treetable = "*"
 [package.extras]
 dev = ["coverage", "flake8", "hiplot", "hydra-core", "hydra_colorlog", "mypy", "pdoc3", "pytest", "pytorch_lightning"]
 
+[[package]]
+name = "editdistance"
+version = "0.8.1"
+description = "Fast implementation of the edit distance (Levenshtein distance)"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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 version = "0.8.1"
@@ -1021,6 +1627,21 @@ files = [
 [package.extras]
 test = ["pytest (>=6)"]
 
+[[package]]
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+description = "Get the currently executing AST node of a frame, and other information"
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+
 [[package]]
 name = "faster-whisper"
 version = "1.1.1"
@@ -1063,6 +1684,28 @@ future = "*"
 [package.extras]
 dev = ["Sphinx (==2.1.0)", "future (==0.17.1)", "numpy (==1.16.4)", "pytest (==4.6.1)", "pytest-mock (==1.10.4)", "tox (==3.12.1)"]
 
+[[package]]
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+graphviz = "*"
+libcst = "*"
+typing-extensions = "*"
+
+[package.extras]
+flags = ["absl-py", "etils[epath]"]
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 [[package]]
 name = "filelock"
 version = "3.17.0"
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 ]
 
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+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1354,12 +2397,12 @@ version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main"]
+markers = "python_version <= \"3.11\""
 files = [
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 ]
-markers = {main = "python_version <= \"3.11\"", dev = "python_version < \"3.10\""}
 
 [package.dependencies]
 zipp = ">=3.20"
@@ -1373,6 +2416,30 @@ perf = ["ipython"]
 test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
+[[package]]
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+version = "7.5.0"
+description = "Correctly generate plurals, singular nouns, ordinals, indefinite articles"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
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+typeguard = ">=4.0.1"
+
+[package.extras]
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+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["pygments", "pytest (>=6,!=8.1.*)"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -1385,6 +2452,110 @@ files = [
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 ]
 
+[[package]]
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+version = "3.1.0"
+description = "Editable interval tree data structure for Python 2 and 3"
+optional = false
+python-versions = "*"
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+notebook = ["ipywidgets", "notebook"]
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+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+
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+black = ["black"]
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+matplotlib = ["matplotlib"]
+test = ["packaging", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version >= \"3.11\""
+files = [
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+]
+
+[package.dependencies]
+pygments = "*"
+
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 name = "isort"
 version = "5.13.2"
@@ -1461,6 +2632,26 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["jaraco.classes", "pytest (>=6,!=8.1.*)"]
 type = ["pytest-mypy"]
 
+[[package]]
+name = "jedi"
+version = "0.19.2"
+description = "An autocompletion tool for Python that can be used for text editors."
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
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+
+[package.extras]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
+
 [[package]]
 name = "jeepney"
 version = "0.9.0"
@@ -1582,6 +2773,38 @@ files = [
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 ]
 
+[[package]]
+name = "jiwer"
+version = "3.1.0"
+description = "Evaluate your speech-to-text system with similarity measures such as word error rate (WER)"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "jiwer-3.1.0.tar.gz", hash = "sha256:dc492d09e570f1baba98c76aba09baf8e09c06e6808a4ba412dd4bde67fb79ac"},
+]
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+
+[package.extras]
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+docs = ["mkdocs (>=1.6.1)", "mkdocs-gen-files (>=0.5.0)", "mkdocs-literate-nav (>=0.6.1)", "mkdocs-material (>=9.5.50)", "mkdocstrings[python] (>=0.26.1)"]
+
+[[package]]
+name = "joblib"
+version = "1.4.2"
+description = "Lightweight pipelining with Python functions"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+]
+
 [[package]]
 name = "jsonschema"
 version = "4.23.0"
@@ -1636,6 +2859,35 @@ torch = ">=1.7.0"
 [package.extras]
 dev = ["coverage", "flake8", "mypy", "onnxruntime", "pdoc3", "resampy (==0.2.2)"]
 
+[[package]]
+name = "kaldi-python-io"
+version = "1.2.2"
+description = "A pure python IO interface for data accessing in kaldi"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+numpy = ">=1.14"
+
+[[package]]
+name = "kaldiio"
+version = "2.18.1"
+description = "Kaldi-ark loading and writing module"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+numpy = "*"
+
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 name = "keyring"
 version = "25.6.0"
@@ -1666,6 +2918,96 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["pyfakefs", "pytest (>=6,!=8.1.*)"]
 type = ["pygobject-stubs", "pytest-mypy", "shtab", "types-pywin32"]
 
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+]
+
+[package.dependencies]
+numpy = "*"
+
 [[package]]
 name = "llvmlite"
 version = "0.44.0"
@@ -1823,7 +3494,6 @@ description = "lightweight wrapper around basic LLVM functionality"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\""
 files = [
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@@ -1848,6 +3518,25 @@ files = [
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 ]
 
+[[package]]
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+version = "0.7.3"
+description = "Python logging made (stupidly) simple"
+optional = false
+python-versions = "<4.0,>=3.5"
+groups = ["main"]
+files = [
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+
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+
 [[package]]
 name = "macholib"
 version = "1.16.3"
@@ -1864,6 +3553,67 @@ files = [
 [package.dependencies]
 altgraph = ">=0.17"
 
+[[package]]
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+version = "1.3.9"
+description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+]
+
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+
+[package.extras]
+babel = ["Babel"]
+lingua = ["lingua"]
+testing = ["pytest"]
+
+[[package]]
+name = "markdown"
+version = "3.7"
+description = "Python implementation of John Gruber's Markdown."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+[package.extras]
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+testing = ["coverage", "pyyaml"]
+
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
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+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
 [[package]]
 name = "markupsafe"
 version = "3.0.2"
@@ -1955,6 +3705,79 @@ dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
 docs = ["autodocsumm (==0.2.14)", "furo (==2024.8.6)", "sphinx (==8.1.3)", "sphinx-copybutton (==0.5.2)", "sphinx-issues (==5.0.0)", "sphinxext-opengraph (==0.9.1)"]
 tests = ["pytest", "simplejson"]
 
+[[package]]
+name = "matplotlib"
+version = "3.10.1"
+description = "Python plotting package"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
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 tests = ["pytest (>=4.6)"]
 
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+    {file = "multiprocess-0.70.17-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:a0f01cd9d079af7a8296f521dc03859d1a414d14c1e2b6e676ef789333421c95"},
+    {file = "multiprocess-0.70.17-py310-none-any.whl", hash = "sha256:38357ca266b51a2e22841b755d9a91e4bb7b937979a54d411677111716c32744"},
+    {file = "multiprocess-0.70.17-py311-none-any.whl", hash = "sha256:2884701445d0177aec5bd5f6ee0df296773e4fb65b11903b94c613fb46cfb7d1"},
+    {file = "multiprocess-0.70.17-py312-none-any.whl", hash = "sha256:2818af14c52446b9617d1b0755fa70ca2f77c28b25ed97bdaa2c69a22c47b46c"},
+    {file = "multiprocess-0.70.17-py313-none-any.whl", hash = "sha256:20c28ca19079a6c879258103a6d60b94d4ffe2d9da07dda93fb1c8bc6243f522"},
+    {file = "multiprocess-0.70.17-py38-none-any.whl", hash = "sha256:1d52f068357acd1e5bbc670b273ef8f81d57863235d9fbf9314751886e141968"},
+    {file = "multiprocess-0.70.17-py39-none-any.whl", hash = "sha256:c3feb874ba574fbccfb335980020c1ac631fbf2a3f7bee4e2042ede62558a021"},
+    {file = "multiprocess-0.70.17.tar.gz", hash = "sha256:4ae2f11a3416809ebc9a48abfc8b14ecce0652a0944731a1493a3c1ba44ff57a"},
+]
+
+[package.dependencies]
+dill = ">=0.3.9"
+
 [[package]]
 name = "musdb"
 version = "0.4.2"
@@ -2125,24 +4189,84 @@ files = [
 ]
 
 [[package]]
-name = "networkx"
-version = "3.2.1"
-description = "Python package for creating and manipulating graphs and networks"
+name = "nemo-toolkit"
+version = "2.2.1"
+description = "NeMo - a toolkit for Conversational AI"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version < \"3.11\""
 files = [
-    {file = "networkx-3.2.1-py3-none-any.whl", hash = "sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2"},
-    {file = "networkx-3.2.1.tar.gz", hash = "sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6"},
+    {file = "nemo_toolkit-2.2.1-py3-none-any.whl", hash = "sha256:c3938bcafa02a53a3c6384d69a828db531830688a5a46e2c286e5ffca669706e"},
+    {file = "nemo_toolkit-2.2.1.tar.gz", hash = "sha256:b01c6e48b3734bc62b1a17eb6ac9d75a9cb4a8a0f6c482cb7e785a617a149904"},
 ]
 
+[package.dependencies]
+braceexpand = {version = "*", optional = true, markers = "extra == \"asr\""}
+cloudpickle = {version = "*", optional = true, markers = "extra == \"asr\""}
+datasets = {version = "*", optional = true, markers = "extra == \"asr\""}
+editdistance = {version = "*", optional = true, markers = "extra == \"asr\""}
+einops = {version = "*", optional = true, markers = "extra == \"asr\""}
+fiddle = {version = "*", optional = true, markers = "extra == \"asr\""}
+g2p_en = {version = "*", optional = true, markers = "extra == \"asr\""}
+huggingface_hub = ">=0.24"
+hydra-core = {version = ">1.3,<=1.3.2", optional = true, markers = "extra == \"asr\""}
+inflect = {version = "*", optional = true, markers = "extra == \"asr\""}
+jiwer = {version = "*", optional = true, markers = "extra == \"asr\""}
+kaldi-python-io = {version = "*", optional = true, markers = "extra == \"asr\""}
+kaldiio = {version = "*", optional = true, markers = "extra == \"asr\""}
+lhotse = {version = ">=1.26.0", optional = true, markers = "extra == \"asr\""}
+librosa = {version = ">=0.10.2", optional = true, markers = "extra == \"asr\""}
+lightning = {version = ">2.2.1,<=2.4.0", optional = true, markers = "extra == \"asr\""}
+marshmallow = {version = "*", optional = true, markers = "extra == \"asr\""}
+mediapy = {version = "1.1.6", optional = true, markers = "extra == \"asr\""}
+numba = "0.61.0"
+numpy = ">=1.22"
+omegaconf = {version = "<=2.3", optional = true, markers = "extra == \"asr\""}
+onnx = ">=1.7.0"
+optuna = {version = "*", optional = true, markers = "extra == \"asr\""}
+packaging = {version = "*", optional = true, markers = "extra == \"asr\""}
+pandas = {version = "*", optional = true, markers = "extra == \"asr\""}
+peft = {version = "*", optional = true, markers = "extra == \"asr\""}
+protobuf = "3.20.3"
+"pyannote.core" = {version = "*", optional = true, markers = "extra == \"asr\""}
+"pyannote.metrics" = {version = "*", optional = true, markers = "extra == \"asr\""}
+pydub = {version = "*", optional = true, markers = "extra == \"asr\""}
+pyloudnorm = {version = "*", optional = true, markers = "extra == \"asr\""}
+python-dateutil = "*"
+resampy = {version = "*", optional = true, markers = "extra == \"asr\""}
+"ruamel.yaml" = "*"
+sacremoses = {version = ">=0.0.43", optional = true, markers = "extra == \"asr\""}
+scikit-learn = "*"
+scipy = {version = ">=0.14", optional = true, markers = "extra == \"asr\""}
+sentencepiece = {version = "<1.0.0", optional = true, markers = "extra == \"asr\""}
+setuptools = ">=70.0.0"
+soundfile = {version = "*", optional = true, markers = "extra == \"asr\""}
+sox = {version = "*", optional = true, markers = "extra == \"asr\""}
+tensorboard = "*"
+text-unidecode = "*"
+texterrors = {version = "<1.0.0", optional = true, markers = "extra == \"asr\""}
+torch = "*"
+torchmetrics = {version = ">=0.11.0", optional = true, markers = "extra == \"asr\""}
+tqdm = ">=4.41.0"
+transformers = {version = ">=4.48.0,<=4.48.3", optional = true, markers = "extra == \"asr\""}
+wandb = {version = "*", optional = true, markers = "extra == \"asr\""}
+webdataset = {version = ">=0.2.86", optional = true, markers = "extra == \"asr\""}
+wget = "*"
+wrapt = "*"
+
 [package.extras]
-default = ["matplotlib (>=3.5)", "numpy (>=1.22)", "pandas (>=1.4)", "scipy (>=1.9,!=1.11.0,!=1.11.1)"]
-developer = ["changelist (==0.4)", "mypy (>=1.1)", "pre-commit (>=3.2)", "rtoml"]
-doc = ["nb2plots (>=0.7)", "nbconvert (<7.9)", "numpydoc (>=1.6)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.14)", "sphinx (>=7)", "sphinx-gallery (>=0.14)", "texext (>=0.6.7)"]
-extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.11)", "sympy (>=1.10)"]
-test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
+all = ["PyMCubes", "accelerated-scan", "addict", "attrdict", "bitsandbytes (==0.45.0) ; platform_machine == \"x86_64\"", "black (>=24.3,<25.0)", "boto3", "braceexpand", "cdifflib (==1.2.6)", "click (>=8.1)", "clip", "cloudpickle", "coverage", "datasets", "decord ; sys_platform == \"linux\"", "diffusers (>=0.19.3)", "editdistance", "einops", "einops", "einops", "einops", "einops_exts", "faiss-cpu", "fastapi", "fasttext", "fiddle", "flask_restful", "ftfy", "g2p_en", "gdown", "h5py", "hydra-core (>1.3,<=1.3.2)", "ijson", "imageio", "inflect", "isort (>5.1.0,<6.0.0)", "janome", "jieba", "jieba", "jiwer", "jiwer (>=2.0.0)", "kaldi-python-io", "kaldiio", "kornia", "kornia", "lhotse (>=1.22.0)", "lhotse (>=1.26.0)", "librosa", "librosa (>=0.10.0)", "librosa (>=0.10.2)", "lightning (>2.2.1,<=2.4.0)", "lm-eval", "markdown2", "marshmallow", "matplotlib", "matplotlib", "matplotlib (>=3.3.2)", "mediapy (==1.1.6)", "megatron-energon (==5.2.0)", "nemo_text_processing ; \"arm\" not in platform_machine and \"aarch\" not in platform_machine", "nerfacc (>=0.5.3)", "nltk", "nltk (>=3.6.5)", "numpy (<2)", "nvidia-modelopt[torch] (==0.23.2) ; platform_system != \"Darwin\"", "nvidia-pytriton", "omegaconf (<=2.3)", "open_clip_torch (==2.24.0)", "opencc", "optuna", "packaging", "pandas", "pandas", "pangu", "parameterized", "peft", "pesq", "prettytable", "progress (>=1.5)", "pyannote.core", "pyannote.metrics", "pydantic-settings", "pydub", "pyloudnorm", "pypinyin", "pypinyin-dict", "pystoi", "pytest", "pytest-coverage", "pytest-mock", "pytest-runner", "rapidfuzz", "resampy", "rouge_score", "ruamel.yaml", "ruamel.yaml", "sacrebleu", "sacremoses (>=0.0.43)", "scipy (>=0.14)", "scipy (>=0.14)", "seaborn", "sentence_transformers", "sentencepiece (<1.0.0)", "soundfile", "soundfile", "sox", "sox", "sphinx", "sphinxcontrib-bibtex", "tabulate (>=0.8.7)", "taming-transformers", "tensorstore (<0.1.72)", "tensorstore (<0.1.72)", "textdistance (>=4.1.5)", "texterrors (<1.0.0)", "tiktoken (==0.7.0)", "torchdiffeq", "torchmetrics (>=0.11.0)", "torchsde", "tqdm", "transformers (>=4.48.0,<=4.48.3)", "trimesh", "uvicorn", "wandb", "wandb", "webdataset (>=0.2.86)", "wget", "wrapt", "zarr (>=2.18.2,<3.0.0)", "zarr (>=2.18.2,<3.0.0)"]
+asr = ["braceexpand", "cloudpickle", "cloudpickle", "datasets", "editdistance", "einops", "einops", "fiddle", "fiddle", "g2p_en", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "inflect", "jiwer", "kaldi-python-io", "kaldiio", "lhotse (>=1.26.0)", "librosa (>=0.10.2)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "marshmallow", "mediapy (==1.1.6)", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "optuna", "packaging", "pandas", "peft", "peft", "pyannote.core", "pyannote.metrics", "pydub", "pyloudnorm", "resampy", "ruamel.yaml", "sacremoses (>=0.0.43)", "scipy (>=0.14)", "sentencepiece (<1.0.0)", "soundfile", "sox", "texterrors (<1.0.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "wandb", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)"]
+audio = ["cloudpickle", "cloudpickle", "datasets", "einops", "einops", "fiddle", "fiddle", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "inflect", "lhotse (>=1.22.0)", "librosa (>=0.10.0)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "matplotlib", "mediapy (==1.1.6)", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "pandas", "peft", "peft", "pesq", "pystoi", "sacremoses (>=0.0.43)", "scipy (>=0.14)", "sentencepiece (<1.0.0)", "soundfile", "sox", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "wandb", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)"]
+common = ["cloudpickle", "datasets", "einops", "fiddle", "hydra-core (>1.3,<=1.3.2)", "inflect", "lightning (>2.2.1,<=2.4.0)", "mediapy (==1.1.6)", "omegaconf (<=2.3)", "pandas", "peft", "sacremoses (>=0.0.43)", "sentencepiece (<1.0.0)", "torchmetrics (>=0.11.0)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "webdataset (>=0.2.86)"]
+core = ["cloudpickle", "fiddle", "hydra-core (>1.3,<=1.3.2)", "lightning (>2.2.1,<=2.4.0)", "omegaconf (<=2.3)", "peft", "torchmetrics (>=0.11.0)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "webdataset (>=0.2.86)"]
+deploy = ["fastapi", "nvidia-pytriton", "pydantic-settings", "tensorstore (<0.1.72)", "uvicorn", "zarr (>=2.18.2,<3.0.0)"]
+eval = ["lm-eval"]
+multimodal = ["PyMCubes", "accelerated-scan", "addict", "bitsandbytes (==0.45.0) ; platform_machine == \"x86_64\"", "boto3", "clip", "cloudpickle", "cloudpickle", "cloudpickle", "cloudpickle", "datasets", "datasets", "decord ; sys_platform == \"linux\"", "diffusers (>=0.19.3)", "einops", "einops", "einops_exts", "faiss-cpu", "fasttext", "fiddle", "fiddle", "fiddle", "fiddle", "flask_restful", "ftfy", "gdown", "h5py", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "ijson", "imageio", "inflect", "inflect", "jieba", "kornia", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "markdown2", "matplotlib (>=3.3.2)", "mediapy (==1.1.6)", "mediapy (==1.1.6)", "megatron-energon (==5.2.0)", "nerfacc (>=0.5.3)", "nltk (>=3.6.5)", "numpy (<2)", "nvidia-modelopt[torch] (==0.23.2) ; platform_system != \"Darwin\"", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "open_clip_torch (==2.24.0)", "opencc", "pandas", "pandas", "pangu", "peft", "peft", "peft", "peft", "prettytable", "rapidfuzz", "rouge_score", "sacrebleu", "sacremoses (>=0.0.43)", "sacremoses (>=0.0.43)", "sentence_transformers", "sentencepiece (<1.0.0)", "sentencepiece (<1.0.0)", "taming-transformers", "tensorstore (<0.1.72)", "tiktoken (==0.7.0)", "torchdiffeq", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "torchsde", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "trimesh", "wandb", "wandb", "wandb", "wandb", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)", "zarr (>=2.18.2,<3.0.0)"]
+nlp = ["accelerated-scan", "boto3", "cloudpickle", "cloudpickle", "datasets", "einops", "faiss-cpu", "fasttext", "fiddle", "fiddle", "flask_restful", "ftfy", "gdown", "h5py", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "ijson", "inflect", "jieba", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "markdown2", "matplotlib (>=3.3.2)", "mediapy (==1.1.6)", "nltk (>=3.6.5)", "numpy (<2)", "nvidia-modelopt[torch] (==0.23.2) ; platform_system != \"Darwin\"", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "opencc", "pandas", "pangu", "peft", "peft", "prettytable", "rapidfuzz", "rouge_score", "sacrebleu", "sacremoses (>=0.0.43)", "sentence_transformers", "sentencepiece (<1.0.0)", "tensorstore (<0.1.72)", "tiktoken (==0.7.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "wandb", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)", "zarr (>=2.18.2,<3.0.0)"]
+slu = ["braceexpand", "cloudpickle", "cloudpickle", "datasets", "editdistance", "einops", "einops", "fiddle", "fiddle", "g2p_en", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "inflect", "jiwer", "jiwer (>=2.0.0)", "kaldi-python-io", "kaldiio", "lhotse (>=1.26.0)", "librosa (>=0.10.2)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "marshmallow", "mediapy (==1.1.6)", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "optuna", "packaging", "pandas", "peft", "peft", "progress (>=1.5)", "pyannote.core", "pyannote.metrics", "pydub", "pyloudnorm", "resampy", "ruamel.yaml", "sacremoses (>=0.0.43)", "scipy (>=0.14)", "sentencepiece (<1.0.0)", "soundfile", "sox", "tabulate (>=0.8.7)", "textdistance (>=4.1.5)", "texterrors (<1.0.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "tqdm", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "wandb", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)"]
+test = ["attrdict", "cdifflib (==1.2.6)", "cloudpickle", "cloudpickle", "datasets", "einops", "einops", "fiddle", "fiddle", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "inflect", "janome", "jieba", "kornia", "librosa", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "matplotlib", "mediapy (==1.1.6)", "nemo_text_processing ; \"arm\" not in platform_machine and \"aarch\" not in platform_machine", "nltk", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "pandas", "pandas", "peft", "peft", "pypinyin", "pypinyin-dict", "sacremoses (>=0.0.43)", "seaborn", "sentencepiece (<1.0.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "wandb", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)"]
+tts = ["attrdict", "braceexpand", "cdifflib (==1.2.6)", "cloudpickle", "cloudpickle", "cloudpickle", "cloudpickle", "datasets", "datasets", "editdistance", "einops", "einops", "einops", "einops", "fiddle", "fiddle", "fiddle", "fiddle", "g2p_en", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "hydra-core (>1.3,<=1.3.2)", "inflect", "inflect", "janome", "jieba", "jiwer", "kaldi-python-io", "kaldiio", "kornia", "lhotse (>=1.26.0)", "librosa", "librosa (>=0.10.2)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "lightning (>2.2.1,<=2.4.0)", "marshmallow", "matplotlib", "mediapy (==1.1.6)", "mediapy (==1.1.6)", "nemo_text_processing ; \"arm\" not in platform_machine and \"aarch\" not in platform_machine", "nltk", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "omegaconf (<=2.3)", "optuna", "packaging", "pandas", "pandas", "pandas", "peft", "peft", "peft", "peft", "pyannote.core", "pyannote.metrics", "pydub", "pyloudnorm", "pypinyin", "pypinyin-dict", "resampy", "ruamel.yaml", "sacremoses (>=0.0.43)", "sacremoses (>=0.0.43)", "scipy (>=0.14)", "seaborn", "sentencepiece (<1.0.0)", "sentencepiece (<1.0.0)", "soundfile", "sox", "texterrors (<1.0.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "torchmetrics (>=0.11.0)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "transformers (>=4.48.0,<=4.48.3)", "wandb", "wandb", "wandb", "wandb", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)", "webdataset (>=0.2.86)"]
 
 [[package]]
 name = "networkx"
@@ -2151,7 +4275,6 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\""
 files = [
     {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -2165,6 +4288,32 @@ example = ["cairocffi (>=1.7)", "contextily (>=1.6)", "igraph (>=0.11)", "momepy
 extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
+name = "nltk"
+version = "3.9.1"
+description = "Natural Language Toolkit"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+click = "*"
+joblib = "*"
+regex = ">=2021.8.3"
+tqdm = "*"
+
+[package.extras]
+all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"]
+corenlp = ["requests"]
+machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"]
+plot = ["matplotlib"]
+tgrep = ["pyparsing"]
+twitter = ["twython"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
@@ -2177,42 +4326,6 @@ files = [
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-optional = false
-python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version < \"3.11\""
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-
-[package.dependencies]
-llvmlite = "==0.43.*"
-numpy = ">=1.22,<2.1"
-
 [[package]]
 name = "numba"
 version = "0.61.0"
@@ -2220,7 +4333,6 @@ description = "compiling Python code using LLVM"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\""
 files = [
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@@ -2505,44 +4617,47 @@ antlr4-python3-runtime = "==4.9.*"
 PyYAML = ">=5.1.0"
 
 [[package]]
-name = "onnxruntime"
-version = "1.20.1"
-description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
+name = "onnx"
+version = "1.17.0"
+description = "Open Neural Network Exchange"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version < \"3.11\""
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+    {file = "onnx-1.17.0.tar.gz", hash = "sha256:48ca1a91ff73c1d5e3ea2eef20ae5d0e709bb8a2355ed798ffc2169753013fd3"},
 ]
 
 [package.dependencies]
-coloredlogs = "*"
-flatbuffers = "*"
-numpy = ">=1.21.6"
-packaging = "*"
-protobuf = "*"
-sympy = "*"
+numpy = ">=1.20"
+protobuf = ">=3.20.2"
+
+[package.extras]
+reference = ["Pillow", "google-re2"]
 
 [[package]]
 name = "onnxruntime"
@@ -2551,7 +4666,6 @@ description = "ONNX Runtime is a runtime accelerator for Machine Learning models
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\""
 files = [
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@@ -2654,6 +4768,34 @@ evaluation = ["musdb (>=0.4.0)", "museval (>=0.4.0)"]
 stempeg = ["stempeg"]
 tests = ["asteroid-filterbanks (>=0.3.2)", "musdb (>=0.4.0)", "museval (>=0.4.0)", "onnx", "pytest", "stempeg", "tqdm"]
 
+[[package]]
+name = "optuna"
+version = "4.2.1"
+description = "A hyperparameter optimization framework"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "optuna-4.2.1.tar.gz", hash = "sha256:2ecd74cdc8aaf5dda1f2b9e267999bab21def9a33e0a4f415ecae0c468c401e0"},
+]
+
+[package.dependencies]
+alembic = ">=1.5.0"
+colorlog = "*"
+numpy = "*"
+packaging = ">=20.0"
+PyYAML = "*"
+sqlalchemy = ">=1.4.2"
+tqdm = "*"
+
+[package.extras]
+benchmark = ["asv (>=0.5.0)", "cma", "virtualenv"]
+checking = ["black", "blackdoc", "flake8", "isort", "mypy", "mypy_boto3_s3", "types-PyYAML", "types-redis", "types-setuptools", "types-tqdm", "typing_extensions (>=3.10.0.0)"]
+document = ["ase", "cmaes (>=0.10.0)", "fvcore", "kaleido (<0.4)", "lightgbm", "matplotlib (!=3.6.0)", "pandas", "pillow", "plotly (>=4.9.0)", "scikit-learn", "sphinx", "sphinx-copybutton", "sphinx-gallery", "sphinx-notfound-page", "sphinx_rtd_theme (>=1.2.0)", "torch", "torchvision"]
+optional = ["boto3", "cmaes (>=0.10.0)", "google-cloud-storage", "grpcio", "matplotlib (!=3.6.0)", "pandas", "plotly (>=4.9.0)", "protobuf (>=5.28.1)", "redis", "scikit-learn (>=0.24.2)", "scipy", "torch ; python_version <= \"3.12\""]
+test = ["coverage", "fakeredis[lua]", "grpcio", "kaleido (<0.4)", "moto", "protobuf (>=5.28.1)", "pytest", "scipy (>=1.9.2)", "torch ; python_version <= \"3.12\""]
+
 [[package]]
 name = "packaging"
 version = "24.2"
@@ -2753,6 +4895,22 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
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+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
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+
 [[package]]
 name = "pefile"
 version = "2023.2.7"
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+
+[[package]]
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+version = "2.13.6"
+description = "Seamless operability between C++11 and Python"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+[package.extras]
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+
 [[package]]
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 version = "2.12.1"
@@ -3087,6 +5721,18 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pydub"
+version = "0.25.1"
+description = "Manipulate audio with an simple and easy high level interface"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
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 version = "3.2.0"
@@ -3099,6 +5745,21 @@ files = [
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+[[package]]
+name = "pygments"
+version = "2.19.1"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
 [[package]]
 name = "pyinstaller"
 version = "6.12.0"
@@ -3123,7 +5784,6 @@ files = [
 
 [package.dependencies]
 altgraph = "*"
-importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
 macholib = {version = ">=1.8", markers = "sys_platform == \"darwin\""}
 packaging = ">=22.0"
 pefile = {version = ">=2022.5.30,<2024.8.26 || >2024.8.26", markers = "sys_platform == \"win32\""}
@@ -3148,7 +5808,6 @@ files = [
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 [package.dependencies]
-importlib_metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
 packaging = ">=22.0"
 setuptools = ">=42.0.0"
 
@@ -3176,12 +5835,43 @@ mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 tomlkit = ">=0.10.1"
-typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 spelling = ["pyenchant (>=3.2,<4.0)"]
 testutils = ["gitpython (>3)"]
 
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+description = "Implementation of ITU-R BS.1770-4 loudness algorithm in Python."
+optional = false
+python-versions = ">=3.0"
+groups = ["main"]
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+
+[[package]]
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+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+
 [[package]]
 name = "pyqt6"
 version = "6.8.1"
@@ -3400,6 +6090,37 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
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+version = "2.5.1"
+description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
+optional = false
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+packaging = ">=20.0"
+PyYAML = ">=5.4"
+torch = ">=2.1.0"
+torchmetrics = ">=0.7.0"
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+
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+
 [[package]]
 name = "pytz"
 version = "2025.1"
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 version = "0.36.2"
@@ -3643,6 +6471,46 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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+tests = ["pytest (<8)", "pytest-cov", "scipy (>=1.1)"]
+
+[[package]]
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+description = "A utility library for mocking out the `requests` Python library."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
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+
 [[package]]
 name = "retrying"
 version = "1.3.4"
@@ -3658,6 +6526,26 @@ files = [
 [package.dependencies]
 six = ">=1.7.0"
 
+[[package]]
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+
+[package.extras]
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+
 [[package]]
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 version = "0.23.1"
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+
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+groups = ["main"]
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+
 [[package]]
 name = "ruff"
 version = "0.1.15"
@@ -3798,6 +6762,24 @@ files = [
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 ]
 
+[[package]]
+name = "sacremoses"
+version = "0.1.1"
+description = "SacreMoses"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+click = "*"
+joblib = "*"
+regex = "*"
+tqdm = "*"
+
 [[package]]
 name = "safetensors"
 version = "0.5.3"
@@ -3837,48 +6819,59 @@ testing = ["h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "hypothesis (>=6.70.2
 torch = ["safetensors[numpy]", "torch (>=1.10)"]
 
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-version = "1.13.1"
-description = "Fundamental algorithms for scientific computing in Python"
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 name = "scipy"
@@ -3887,7 +6880,6 @@ description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version >= \"3.11\""
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 cryptography = ">=2.0"
 jeepney = ">=0.6"
 
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+greenlet = {version = ">=1", markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+aiomysql = ["aiomysql (>=0.2.0)", "greenlet (>=1)"]
+aioodbc = ["aioodbc", "greenlet (>=1)"]
+aiosqlite = ["aiosqlite", "greenlet (>=1)", "typing_extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (>=1)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (>=1)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (>=1)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
 [[package]]
 name = "srt"
 version = "3.5.3"
@@ -4218,6 +7617,26 @@ tqdm = "*"
 fw = ["faster-whisper"]
 hf = ["accelerate", "optimum", "transformers (>=4.23.0)"]
 
+[[package]]
+name = "stack-data"
+version = "0.6.3"
+description = "Extract data from python stack frames and tracebacks for informative displays"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
+    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
+]
+
+[package.dependencies]
+asttokens = ">=2.1.0"
+executing = ">=1.2.0"
+pure-eval = "*"
+
+[package.extras]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
+
 [[package]]
 name = "stempeg"
 version = "0.2.3"
@@ -4274,6 +7693,116 @@ mpmath = ">=1.1.0,<1.4"
 [package.extras]
 dev = ["hypothesis (>=6.70.0)", "pytest (>=7.1.0)"]
 
+[[package]]
+name = "tabulate"
+version = "0.9.0"
+description = "Pretty-print tabular data"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
+    {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
+]
+
+[package.extras]
+widechars = ["wcwidth"]
+
+[[package]]
+name = "tensorboard"
+version = "2.19.0"
+description = "TensorBoard lets you watch Tensors Flow"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "tensorboard-2.19.0-py3-none-any.whl", hash = "sha256:5e71b98663a641a7ce8a6e70b0be8e1a4c0c45d48760b076383ac4755c35b9a0"},
+]
+
+[package.dependencies]
+absl-py = ">=0.4"
+grpcio = ">=1.48.2"
+markdown = ">=2.6.8"
+numpy = ">=1.12.0"
+packaging = "*"
+protobuf = ">=3.19.6,<4.24.0 || >4.24.0"
+setuptools = ">=41.0.0"
+six = ">1.9"
+tensorboard-data-server = ">=0.7.0,<0.8.0"
+werkzeug = ">=1.0.1"
+
+[[package]]
+name = "tensorboard-data-server"
+version = "0.7.2"
+description = "Fast data loading for TensorBoard"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "tensorboard_data_server-0.7.2-py3-none-any.whl", hash = "sha256:7e0610d205889588983836ec05dc098e80f97b7e7bbff7e994ebb78f578d0ddb"},
+    {file = "tensorboard_data_server-0.7.2-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:9fe5d24221b29625dbc7328b0436ca7fc1c23de4acf4d272f1180856e32f9f60"},
+    {file = "tensorboard_data_server-0.7.2-py3-none-manylinux_2_31_x86_64.whl", hash = "sha256:ef687163c24185ae9754ed5650eb5bc4d84ff257aabdc33f0cc6f74d8ba54530"},
+]
+
+[[package]]
+name = "termcolor"
+version = "3.0.1"
+description = "ANSI color formatting for output in terminal"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "termcolor-3.0.1-py3-none-any.whl", hash = "sha256:da1ed4ec8a5dc5b2e17476d859febdb3cccb612be1c36e64511a6f2485c10c69"},
+    {file = "termcolor-3.0.1.tar.gz", hash = "sha256:a6abd5c6e1284cea2934443ba806e70e5ec8fd2449021be55c280f8a3731b611"},
+]
+
+[package.extras]
+tests = ["pytest", "pytest-cov"]
+
+[[package]]
+name = "text-unidecode"
+version = "1.3"
+description = "The most basic Text::Unidecode port"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "text-unidecode-1.3.tar.gz", hash = "sha256:bad6603bb14d279193107714b288be206cac565dfa49aa5b105294dd5c4aab93"},
+    {file = "text_unidecode-1.3-py2.py3-none-any.whl", hash = "sha256:1311f10e8b895935241623731c2ba64f4c455287888b18189350b67134a822e8"},
+]
+
+[[package]]
+name = "texterrors"
+version = "0.5.1"
+description = "For WER"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "texterrors-0.5.1.tar.gz", hash = "sha256:7fa24b2ca6ed5e05681b5cfdbb6c1fd0e4ae6518f8939e9782294f620d4eb3b1"},
+]
+
+[package.dependencies]
+Levenshtein = "*"
+loguru = "*"
+numpy = "*"
+plac = "*"
+pybind11 = "*"
+regex = "*"
+termcolor = "*"
+
+[[package]]
+name = "threadpoolctl"
+version = "3.6.0"
+description = "threadpoolctl"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb"},
+    {file = "threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e"},
+]
+
 [[package]]
 name = "tiktoken"
 version = "0.9.0"
@@ -4422,6 +7951,18 @@ files = [
     {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
 ]
 
+[[package]]
+name = "toolz"
+version = "1.0.0"
+description = "List processing tools and functional utilities"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "toolz-1.0.0-py3-none-any.whl", hash = "sha256:292c8f1c4e7516bf9086f8850935c799a874039c8bcf959d47b600e4c44a6236"},
+    {file = "toolz-1.0.0.tar.gz", hash = "sha256:2c86e3d9a04798ac556793bced838816296a2f085017664e4995cb40a1047a02"},
+]
+
 [[package]]
 name = "torch"
 version = "2.6.0"
@@ -4512,6 +8053,36 @@ files = [
 [package.dependencies]
 torch = "2.6.0"
 
+[[package]]
+name = "torchmetrics"
+version = "1.7.0"
+description = "PyTorch native Metrics"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "torchmetrics-1.7.0-py3-none-any.whl", hash = "sha256:39a72cf40c8452e041f5315b997ef811c2baaae01478131cf6ed9813f553a668"},
+    {file = "torchmetrics-1.7.0.tar.gz", hash = "sha256:7a26d5cb73a6ae51ab5cb514aa4dc0543af7287a507719986a06e15df12ea68b"},
+]
+
+[package.dependencies]
+lightning-utilities = ">=0.8.0"
+numpy = ">1.20.0"
+packaging = ">17.1"
+torch = ">=2.0.0"
+
+[package.extras]
+all = ["SciencePlots (>=2.0.0)", "einops (>=0.7.0)", "gammatone (>=1.0.0)", "ipadic (>=1.0.0)", "librosa (>=0.10.0)", "matplotlib (>=3.6.0)", "mecab-python3 (>=1.0.6)", "mypy (==1.15.0)", "nltk (>3.8.1)", "onnxruntime (>=1.12.0)", "pesq (>=0.0.4)", "piq (<=0.8.0)", "pycocotools (>2.0.0)", "pystoi (>=0.4.0)", "regex (>=2021.9.24)", "requests (>=2.19.0)", "scipy (>1.0.0)", "sentencepiece (>=0.2.0)", "timm (>=0.9.0)", "torch (==2.6.0)", "torch-fidelity (<=0.4.0)", "torch_linear_assignment (>=0.0.2)", "torchaudio (>=2.0.1)", "torchvision (>=0.15.1)", "torchvision (>=0.15.1)", "tqdm (<4.68.0)", "transformers (>4.4.0)", "transformers (>=4.42.3)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+audio = ["gammatone (>=1.0.0)", "librosa (>=0.10.0)", "onnxruntime (>=1.12.0)", "pesq (>=0.0.4)", "pystoi (>=0.4.0)", "requests (>=2.19.0)", "torchaudio (>=2.0.1)"]
+clustering = ["torch_linear_assignment (>=0.0.2)"]
+detection = ["pycocotools (>2.0.0)", "torchvision (>=0.15.1)"]
+dev = ["PyTDC (==0.4.1) ; python_version < \"3.12\"", "SciencePlots (>=2.0.0)", "aeon (>=1.0.0) ; python_version > \"3.10\"", "bert_score (==0.3.13)", "dists-pytorch (==0.1)", "dython (==0.7.9)", "einops (>=0.7.0)", "fairlearn", "fast-bss-eval (>=0.1.0)", "faster-coco-eval (>=1.6.3)", "gammatone (>=1.0.0)", "huggingface-hub (<0.30)", "ipadic (>=1.0.0)", "jiwer (>=2.3.0)", "kornia (>=0.6.7)", "librosa (>=0.10.0)", "lpips (<=0.1.4)", "matplotlib (>=3.6.0)", "mecab-ko (>=1.0.0,<1.1.0) ; python_version < \"3.12\"", "mecab-ko-dic (>=1.0.0) ; python_version < \"3.12\"", "mecab-python3 (>=1.0.6)", "mir-eval (>=0.6)", "monai (==1.4.0)", "mypy (==1.15.0)", "netcal (>1.0.0)", "nltk (>3.8.1)", "numpy (<2.3.0)", "onnxruntime (>=1.12.0)", "pandas (>1.4.0)", "permetrics (==2.0.0)", "pesq (>=0.0.4)", "piq (<=0.8.0)", "pycocotools (>2.0.0)", "pystoi (>=0.4.0)", "pytorch-msssim (==1.0.0)", "regex (>=2021.9.24)", "requests (>=2.19.0)", "rouge-score (>0.1.0)", "sacrebleu (>=2.3.0)", "scikit-image (>=0.19.0)", "scipy (>1.0.0)", "scipy (>1.0.0)", "sentencepiece (>=0.2.0)", "sewar (>=0.4.4)", "statsmodels (>0.13.5)", "timm (>=0.9.0)", "torch (==2.6.0)", "torch-fidelity (<=0.4.0)", "torch_complex (<0.5.0)", "torch_linear_assignment (>=0.0.2)", "torchaudio (>=2.0.1)", "torchvision (>=0.15.1)", "torchvision (>=0.15.1)", "tqdm (<4.68.0)", "transformers (>4.4.0)", "transformers (>=4.42.3)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+image = ["scipy (>1.0.0)", "torch-fidelity (<=0.4.0)", "torchvision (>=0.15.1)"]
+multimodal = ["einops (>=0.7.0)", "piq (<=0.8.0)", "timm (>=0.9.0)", "transformers (>=4.42.3)"]
+text = ["ipadic (>=1.0.0)", "mecab-python3 (>=1.0.6)", "nltk (>3.8.1)", "regex (>=2021.9.24)", "sentencepiece (>=0.2.0)", "tqdm (<4.68.0)", "transformers (>4.4.0)"]
+typing = ["mypy (==1.15.0)", "torch (==2.6.0)", "types-PyYAML", "types-emoji", "types-protobuf", "types-requests", "types-setuptools", "types-six", "types-tabulate"]
+visual = ["SciencePlots (>=2.0.0)", "matplotlib (>=3.6.0)"]
+
 [[package]]
 name = "tqdm"
 version = "4.67.1"
@@ -4534,21 +8105,37 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
+[[package]]
+name = "traitlets"
+version = "5.14.3"
+description = "Traitlets Python configuration system"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
+    {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
+]
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
+test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
+
 [[package]]
 name = "transformers"
-version = "4.49.0"
+version = "4.48.3"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
 files = [
-    {file = "transformers-4.49.0-py3-none-any.whl", hash = "sha256:6b4fded1c5fee04d384b1014495b4235a2b53c87503d7d592423c06128cbbe03"},
-    {file = "transformers-4.49.0.tar.gz", hash = "sha256:7e40e640b5b8dc3f48743f5f5adbdce3660c82baafbd3afdfc04143cdbd2089e"},
+    {file = "transformers-4.48.3-py3-none-any.whl", hash = "sha256:78697f990f5ef350c23b46bf86d5081ce96b49479ab180b2de7687267de8fd36"},
+    {file = "transformers-4.48.3.tar.gz", hash = "sha256:a5e8f1e9a6430aa78215836be70cecd3f872d99eeda300f41ad6cc841724afdb"},
 ]
 
 [package.dependencies]
 filelock = "*"
-huggingface-hub = ">=0.26.0,<1.0"
+huggingface-hub = ">=0.24.0,<1.0"
 numpy = ">=1.17"
 packaging = ">=20.0"
 pyyaml = ">=5.1"
@@ -4561,13 +8148,13 @@ tqdm = ">=4.27"
 [package.extras]
 accelerate = ["accelerate (>=0.26.0)"]
 agents = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch (>=2.0)"]
-all = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "av", "codecarbon (>=2.8.1)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm (<=1.0.11)", "tokenizers (>=0.21,<0.22)", "torch (>=2.0)", "torchaudio", "torchvision"]
+all = ["Pillow (>=10.0.1,<=15.0)", "accelerate (>=0.26.0)", "av (==9.2.0)", "codecarbon (>=2.8.1)", "flax (>=0.4.1,<=0.7.0)", "jax (>=0.4.1,<=0.4.13)", "jaxlib (>=0.4.1,<=0.4.13)", "kenlm", "keras-nlp (>=0.3.1,<0.14.0)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf", "pyctcdecode (>=0.4.0)", "ray[tune] (>=2.7.0)", "scipy (<1.13.0)", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx", "timm (<=1.0.11)", "tokenizers (>=0.21,<0.22)", "torch (>=2.0)", "torchaudio", "torchvision"]
 audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 benchmark = ["optimum-benchmark (>=0.3.0)"]
 codecarbon = ["codecarbon (>=2.8.1)"]
 deepspeed = ["accelerate (>=0.26.0)", "deepspeed (>=0.9.3)"]
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@@ -4600,8 +8187,8 @@ tokenizers = ["tokenizers (>=0.21,<0.22)"]
 torch = ["accelerate (>=0.26.0)", "torch (>=2.0)"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.26.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.21,<0.22)", "torch (>=2.0)", "tqdm (>=4.27)"]
-video = ["av"]
+torchhub = ["filelock", "huggingface-hub (>=0.24.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.21,<0.22)", "torch (>=2.0)", "tqdm (>=4.27)"]
+video = ["av (==9.2.0)"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
 [[package]]
@@ -4636,6 +8223,43 @@ build = ["cmake (>=3.20)", "lit"]
 tests = ["autopep8", "flake8", "isort", "llnl-hatchet", "numpy", "pytest", "scipy (>=1.7.1)"]
 tutorials = ["matplotlib", "pandas", "tabulate"]
 
+[[package]]
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+description = "Run-time type checker for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+[package.dependencies]
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+
+[package.extras]
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+test = ["coverage[toml] (>=7)", "mypy (>=1.2.0) ; platform_python_implementation != \"PyPy\"", "pytest (>=7)"]
+
+[[package]]
+name = "typer"
+version = "0.15.2"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+    {file = "typer-0.15.2.tar.gz", hash = "sha256:ab2fab47533a813c49fe1f16b1a370fd5819099c00b119e0633df65f22144ba5"},
+]
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+[package.dependencies]
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+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
+typing-extensions = ">=3.7.4.3"
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -4677,6 +8301,18 @@ files = [
     {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
 ]
 
+[[package]]
+name = "unidecode"
+version = "1.3.8"
+description = "ASCII transliterations of Unicode text"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
+files = [
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+    {file = "Unidecode-1.3.8.tar.gz", hash = "sha256:cfdb349d46ed3873ece4586b96aa75258726e2fa8ec21d6f00a591d98806c2f4"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.3.0"
@@ -4716,13 +8352,139 @@ platformdirs = ">=3.9.1,<5"
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
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+[[package]]
+name = "wandb"
+version = "0.19.9"
+description = "A CLI and library for interacting with the Weights & Biases API."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "wandb-0.19.9-py3-none-macosx_11_0_arm64.whl", hash = "sha256:c598041f06be3cbed6bf6888cb67b033352ce156dc4e7882c4448e2750453a77"},
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+
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+azure = ["azure-identity", "azure-storage-blob"]
+gcp = ["google-cloud-storage"]
+importers = ["filelock", "mlflow", "polars (<=1.2.1)", "rich", "tenacity"]
+kubeflow = ["google-cloud-storage", "kubernetes", "minio", "sh"]
+launch = ["awscli", "azure-containerregistry", "azure-identity", "azure-storage-blob", "boto3", "botocore (>=1.5.76)", "chardet", "google-auth", "google-cloud-aiplatform", "google-cloud-artifact-registry", "google-cloud-compute", "google-cloud-storage", "iso8601", "jsonschema", "kubernetes", "kubernetes-asyncio", "nbconvert", "nbformat", "optuna", "pydantic", "pyyaml (>=6.0.0)", "tomli", "typing-extensions"]
+media = ["bokeh", "imageio", "moviepy (>=1.0.0)", "numpy", "pillow", "plotly (>=5.18.0)", "rdkit", "soundfile"]
+models = ["cloudpickle"]
+perf = ["orjson"]
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+workspaces = ["wandb-workspaces"]
+
+[[package]]
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+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+groups = ["main"]
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+[package.extras]
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+
+[[package]]
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+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "werkzeug-3.1.3.tar.gz", hash = "sha256:60723ce945c19328679790e3282cc758aa4a6040e4bb330f53d30fa546d44746"},
+]
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+[package.dependencies]
+MarkupSafe = ">=2.1.1"
+
+[package.extras]
+watchdog = ["watchdog (>=2.3)"]
+
+[[package]]
+name = "wget"
+version = "3.2"
+description = "pure python download utility"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
+name = "win32-setctime"
+version = "1.2.0"
+description = "A small Python utility to set file creation time on Windows"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
+markers = "sys_platform == \"win32\""
+files = [
+    {file = "win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390"},
+    {file = "win32_setctime-1.2.0.tar.gz", hash = "sha256:ae1fdf948f5640aae05c511ade119313fb6a30d7eabe25fef9764dca5873c4c0"},
+]
+
+[package.extras]
+dev = ["black (>=19.3b0) ; python_version >= \"3.6\"", "pytest (>=4.6.2)"]
+
 [[package]]
 name = "wrapt"
 version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"},
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@@ -4805,6 +8567,236 @@ files = [
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 ]
 
+[[package]]
+name = "xxhash"
+version = "3.5.0"
+description = "Python binding for xxHash"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+    {file = "yarl-1.18.3-cp39-cp39-win_amd64.whl", hash = "sha256:ba87babd629f8af77f557b61e49e7c7cac36f22f871156b91e10a6e9d4f829e9"},
+    {file = "yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b"},
+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.0"
+
 [[package]]
 name = "yt-dlp"
 version = "2025.2.19"
@@ -4833,12 +8825,12 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
+groups = ["main"]
+markers = "python_version <= \"3.11\""
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
-markers = {main = "python_version <= \"3.11\"", dev = "python_version < \"3.10\""}
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
@@ -4850,5 +8842,5 @@ type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.9,<3.13"
-content-hash = "0711cc653fbb002a2fa00bdba425b00ec20cef70887da08404be87c7f01389e5"
+python-versions = ">=3.10,<3.13"
+content-hash = "ffcf49c01fd9b29be1db0ee0a684e71c3ecb005f832d58dcc283089843421d16"
diff --git a/pyproject.toml b/pyproject.toml
index 1bac9950..47c1cbef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,7 +9,7 @@ readme = "README.md"
 license = { text = "MIT" }
 repository = "https://github.com/chidiwilliams/buzz"
 documentation = "https://chidiwilliams.github.io/buzz/docs"
-requires-python = ">=3.9,<3.13"
+requires-python = ">=3.10,<3.13"
 dynamic = [ "dependencies" ]
 
 [project.scripts]
@@ -33,7 +33,7 @@ name = "PyPI"
 priority = "primary"
 
 [tool.poetry.dependencies]
-python = ">=3.9,<3.13"
+python = ">=3.10,<3.13"
 sounddevice = "^0.4.5"
 humanize = "^4.4.0"
 PyQt6 = "6.8.1"
@@ -49,8 +49,7 @@ yt-dlp = "^2025.2.19"
 stable-ts = "^2.18.3"
 faster-whisper = "^1.1.1"
 openai-whisper = "^20240930"
-# transformers 4.50.0 has some bug
-transformers = "4.49.0"
+transformers = "4.48.3"
 accelerate = "^1.0.1"
 polib = "^1.2.0"
 srt-equalizer = "^0.1.10"
@@ -80,6 +79,9 @@ soundfile = "^0.13.1"
 urllib3 = "^2.3.0"
 demucs = {url = "https://github.com/raivisdejus/demucs/releases/download/4.1.0a3/demucs-4.1.0a3-py3-none-any.whl"}
 posthog = "^3.23.0"
+deepmultilingualpunctuation = {git = "https://github.com/oliverguhr/deepmultilingualpunctuation.git"}
+ctc-forced-aligner = {git = "https://github.com/MahmoudAshraf97/ctc-forced-aligner.git"}
+nemo-toolkit = {extras = ["asr"], version = "^2.2.1"}
 
 [tool.poetry.group.dev.dependencies]
 autopep8 = "^1.7.0"