INITIAL COMMIT
This commit is contained in:
commit
9121ad819d
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{
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"configurations": [
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{
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"type": "command",
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"name": "Command configuration",
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"program": "poetry",
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"args": ["run", "python", "main.py"],
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},
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]
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}
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# Flüsterpost
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Flüsterpost takes audio files and turns them into text. It's made to do so easily, quickly, and locally.
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## How to Run
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This repo uses the poetry package manager for Python. If you don't have it, you'll need to install it before using this.
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(i can recommend it. it's great.)
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`cd` into the repository. Then, run `poetry install`.
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Then, do `poetry run main.py`.
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### Deps
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This project uses [flet](https://flet.dev/) for the GUI. On Linux systems, you'll need `gstreamer` installed.
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You probably have this shipped with your system, but if you get the error message
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`error while loading shared libraries: libgstapp-1.0.so.0: cannot open shared object file: No such file or directory`,
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install it. More info on the [flet docs page](https://flet.dev/docs/guides/python/getting-started).
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## License
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This project is licensed under the MIT license.
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## Contributions
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Any contributions to this project will be licensed under the MIT license, unless explicitly noted otherwise.
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import os
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import pprint
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import traceback
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import utils
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import flet as ft
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from typing import DefaultDict
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import pygame
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import nn_model_manager as mm
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def main(page):
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pygame.mixer.init()
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first_name = ft.Ref[ft.TextField]()
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last_name = ft.Ref[ft.TextField]()
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greetings = ft.Ref[ft.Column]()
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file_tree = ft.Ref[ft.Column]()
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file_tree_empty_text = ft.Ref[ft.Text]()
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load_model_text = ft.Ref[ft.Text]()
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model_size_select = ft.Ref[ft.Dropdown]()
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model_device_select = ft.Ref[ft.Dropdown]()
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# model_bits_select = ft.Ref[ft.Dropdown]()
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model_load_unload_button = ft.Ref[ft.IconButton]()
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model_loading_spinner = ft.Ref[ft.ProgressRing]()
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transcribe_buttons: list[ft.Ref[ft.IconButton]] = []
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output_text_container = ft.Ref[ft.Container]()
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output_text_col = ft.Ref[ft.Column]()
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def generate_file_tree(path: str, tree_dict: dict | DefaultDict):
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if path[-1] == os.sep:
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path = path[:-1]
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folder_name = utils.get_last_segment(path)
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print(f"DEBUG: generating tree for folder {folder_name}")
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# find folders, and add dict for each
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print(f"adding name {folder_name} to ui")
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controls = [
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ft.Row(
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[
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ft.Icon(ft.icons.FOLDER, color=ft.colors.BLUE),
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ft.Text(folder_name, size=14, weight=ft.FontWeight.BOLD),
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]
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)
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]
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for folder_name, value in tree_dict.items():
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if folder_name == utils.FILES_KEY or folder_name == '.':
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continue # skip for now
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controls.append(generate_file_tree(path + os.sep + folder_name, value))
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# now folders are there, let's do files
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if utils.FILES_KEY not in tree_dict and '.' in tree_dict:
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tree_dict = tree_dict['.'] # if root dir, enter root dir (.) directory
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files_controls = []
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for file in tree_dict[utils.FILES_KEY]:
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control = [ft.Text(file)]
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if not file.endswith('.mp3'):
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continue
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def start_playing(filepath: str, button_ref: ft.Ref[ft.IconButton]):
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print(f"trying to play {filepath}...")
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if pygame.mixer.music.get_busy() or not os.path.isfile(filepath):
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return
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print("starting playback")
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pygame.mixer.music.load(filepath)
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pygame.mixer.music.play()
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button_ref.current.icon = ft.icons.PAUSE_CIRCLE_FILLED_OUTLINED
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button_ref.current.on_click = lambda _, f=filepath, r=button_ref: stop_playing(f, r)
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page.update()
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def stop_playing(filepath: str, button_ref: ft.Ref[ft.IconButton]):
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print("stopping playback")
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pygame.mixer.music.stop()
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button_ref.current.icon = ft.icons.PLAY_CIRCLE_OUTLINED
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button_ref.current.on_click = lambda _, f=filepath, r=button_ref: start_playing(f, r)
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page.update()
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full_file_path = path + os.sep + file
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_button_ref = ft.Ref[ft.IconButton]()
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control.append(ft.IconButton(icon=ft.icons.PLAY_CIRCLE_OUTLINED, ref=_button_ref,
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on_click=lambda _, f=full_file_path, r=_button_ref: start_playing(f, r)))
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def transcribe(filepath: str):
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print(f"DEBUG: trying to transcribe file {filepath}")
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if not mm.is_model_loaded() or not filepath.endswith('.mp3'):
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return
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print(f"DEBUG: starting transcription")
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output_text_container.current.alignment = ft.alignment.center
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output_text_col.current.controls = [ft.ProgressRing()]
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# set all transcribe buttons to disabled
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for btn in transcribe_buttons:
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btn.current.disabled = True
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page.update()
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try:
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segments, info = mm.transcribe_from_file(filepath)
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txt = ''
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for seg in segments:
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txt += seg.text + '\n'
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output_text_container.current.alignment = ft.alignment.top_left
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output_text_col.current.controls = [ft.Text(txt, selectable=True)] # TODO
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except Exception as e:
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output_text_container.current.alignment = ft.alignment.center
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output_text_col.current.controls = [ft.Text(f"Transcribing failed: {str(e)}")] # TODO
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finally:
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# set all transcribe buttons to disabled
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for btn in transcribe_buttons:
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btn.current.disabled = False
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page.update()
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transcribe_button_ref = ft.Ref[ft.IconButton]()
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control.append(ft.IconButton(icon=ft.icons.FORMAT_ALIGN_LEFT, disabled=not mm.is_model_loaded(), ref=transcribe_button_ref,
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on_click=lambda _, f=full_file_path: transcribe(f)))
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transcribe_buttons.append(transcribe_button_ref)
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files_controls.append(ft.Row(control))
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if len(files_controls) == 0:
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files_controls.append(ft.Text('No mp3 Files found', color='grey'))
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return ft.Row([
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ft.VerticalDivider(),
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ft.Column(controls + [ft.Row([ft.VerticalDivider(), ft.Column(files_controls)])])
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]
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)
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def btn_click(e):
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greetings.current.controls.append(
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ft.Text(f"Hello, {first_name.current.value} {last_name.current.value}!")
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)
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first_name.current.value = ""
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last_name.current.value = ""
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page.update()
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first_name.current.focus()
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def on_dialog_result(e: ft.FilePickerResultEvent):
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path = e.path
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if path:
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print(f"path is {path}")
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try:
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if os.path.isdir(path):
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tree = utils.build_file_tree(path)
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if '.' in tree: # if there is actually a proper file tree
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# add to view
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file_tree.current.controls.append(
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generate_file_tree(path, utils.defaultdict_to_dict(tree))
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)
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file_tree_empty_text.current.visible = False
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page.update()
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except e:
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print("didn't work aaa") # TODO: fix
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def load_model():
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load_model_text.current.value = 'Loading... This may take a while.'
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model_size_select.current.disabled = True
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model_device_select.current.disabled = True
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# model_bits_select.current.disabled = True
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model_load_unload_button.current.disabled = True
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model_loading_spinner.current.visible = True
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page.update()
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try:
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mm.set_model(
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size=model_size_select.current.value or 'base',
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device=model_device_select.current.value or 'auto',
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# compute_type=model_bits_select.current.value or '16bit',
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)
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except Exception as e:
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print(f"loading model failed. Exception: {str(e)}")
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print(traceback.format_exc())
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load_model_text.current.value = f'Loading failed. Reason:\n{str(e)}'
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model_size_select.current.disabled = False
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model_device_select.current.disabled = False
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# model_bits_select.current.disabled = False
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# raise e
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model_loading_spinner.current.visible = False
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model_load_unload_button.current.disabled = False
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if mm.is_model_loaded():
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load_model_text.current.value = f'Loaded.'
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model_load_unload_button.current.icon = ft.icons.CLOSE
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model_load_unload_button.current.on_click = lambda _: unload_model()
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# if successful, save to shared preferences
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page.client_storage.set('model_size', model_size_select.current.value)
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page.client_storage.set('device_select', model_device_select.current.value)
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# set all transcribe buttons to enabled
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for btn in transcribe_buttons:
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btn.current.disabled = False
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page.update()
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def unload_model():
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model_load_unload_button.current.disabled = True
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# set all transcribe buttons to disabled
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for btn in transcribe_buttons:
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btn.current.disabled = True
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page.update()
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if mm.is_model_loaded():
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mm.unload_model()
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load_model_text.current.value = 'Select parameters, and then load transcription model.'
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model_size_select.current.disabled = False
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model_device_select.current.disabled = False
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# model_bits_select.current.disabled = False
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model_load_unload_button.current.disabled = False
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model_load_unload_button.current.icon = ft.icons.START
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model_load_unload_button.current.on_click = lambda _: load_model()
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model_loading_spinner.current.visible = False
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page.update()
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# set up file picker
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file_picker = ft.FilePicker(on_result=on_dialog_result)
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page.overlay.append(file_picker)
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page.add(
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ft.Text("Flüsterpost", style=ft.TextThemeStyle.TITLE_LARGE),
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ft.Divider()
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)
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page.add(
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ft.ResponsiveRow([
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ft.Container(
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ft.Column([
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ft.ElevatedButton("Add Folder", on_click=lambda _: file_picker.get_directory_path()),
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ft.Column(ref=file_tree, scroll=ft.ScrollMode.ALWAYS, expand=True),
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# ft.ListView(ref=file_tree),
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ft.Text("No Folder Open Yet", style=ft.TextTheme.body_small, color="grey",
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ref=file_tree_empty_text),
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], expand=True), expand=True, col=4),
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ft.Container(expand=True, content=ft.Column(expand=True, controls=[
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ft.Column([
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ft.Text('Select parameters, and then load transcription model.', ref=load_model_text),
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ft.Row([
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ft.Dropdown(
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ref=model_size_select,
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width=100,
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hint_text='model size',
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value=page.client_storage.get('model_size') if page.client_storage.contains_key('model_size') else 'base',
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options=[ft.dropdown.Option(x) for x in mm.ModelSize.__args__], # __args__ is not perfect here. But works.
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),
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ft.Dropdown(
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ref=model_device_select,
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width=100,
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hint_text='device',
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value=page.client_storage.get('device_select') if page.client_storage.contains_key('device_select') else 'auto',
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options=[ft.dropdown.Option(x) for x in mm.Device.__args__] # __args__ is not perfect here. But works.
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),
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# ft.Dropdown(
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# ref=model_bits_select,
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# width=100,
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# hint_text='bits',
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# value='16bit',
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# options=[ft.dropdown.Option(x) for x in mm.ComputeType.__args__] # __args__ is not perfect here. But works.
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#),
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ft.IconButton(
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icon=ft.icons.START,
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ref=model_load_unload_button,
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on_click=lambda _: load_model(),
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),
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ft.ProgressRing(ref=model_loading_spinner, visible=False)
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])
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]),
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ft.Container(expand=True, padding=12, border=ft.border.all(2, 'grey'),
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alignment=ft.alignment.center,
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ref=output_text_container,
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content=ft.Column(
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[ft.Text('Nothing to see here!', text_align=ft.TextAlign.CENTER)],
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ref=output_text_col,
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expand=True,
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scroll=ft.ScrollMode.ADAPTIVE)),
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]), col=8)
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], expand=True),
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)
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ft.app(target=main)
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@ -0,0 +1,65 @@
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import threading
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from faster_whisper import WhisperModel
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import faster_whisper
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from typing import Literal, Iterable, Tuple
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_model: WhisperModel | None = None
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ModelSize = Literal["tiny", "base", "small", "medium", "large-v1", "large-v2"]
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Device = Literal["cuda", "cpu", "auto"]
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ComputeType = Literal["8bit", "16bit", "32bit"]
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||||
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||||
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def set_model(size: ModelSize, device: Device): #, compute_type: ComputeType):
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||||
'''
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compute = None
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if compute_type == '8bit':
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||||
if device == 'cuda' or device == 'auto':
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compute = 'int8_float16'
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else:
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compute = 'int8'
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elif compute_type == '16bit':
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||||
if device == 'cuda' or device == 'auto':
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||||
compute = 'int8'
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||||
else:
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raise Exception("Cannot do 16 bit computing on CPU")
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||||
elif compute_type == '32bit':
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compute = 'float'
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||||
else:
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||||
raise Exception(f"Invalid Compute / Device configuration (device {device} with {compute_type})")
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||||
'''
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||||
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||||
global _model
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||||
_model = WhisperModel(size, device=device)
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||||
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||||
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||||
def unload_model():
|
||||
if not is_model_loaded():
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||||
return
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||||
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||||
global _model
|
||||
_model = None # TODO: check if this works
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||||
|
||||
def is_model_loaded() -> bool:
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||||
global _model
|
||||
return _model is not None
|
||||
|
||||
|
||||
def transcribe_from_file(mp3_path: str) -> Tuple[Iterable[faster_whisper.transcribe.Segment], faster_whisper.transcribe.TranscriptionInfo] | None:
|
||||
"""
|
||||
Transcribe audio from an MP3 file.
|
||||
Note that this can - and will - crash if you don't catch exceptions.
|
||||
|
||||
If the model isn't loaded yet, this will return None.
|
||||
Otherwise, it will return the raw transcription from `faster-whisper`.
|
||||
"""
|
||||
if not is_model_loaded():
|
||||
return None
|
||||
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||||
global _model
|
||||
segments, info = _model.transcribe(mp3_path, beam_size=5)
|
||||
# transcribe, and throw all exceptions to application to handle
|
||||
|
||||
return segments, info
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||||
File diff suppressed because it is too large
Load Diff
|
|
@ -0,0 +1,19 @@
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|||
[tool.poetry]
|
||||
name = "fluesterpost"
|
||||
version = "0.1.0"
|
||||
description = "App for transcribing audio files to text"
|
||||
authors = ["Yandrik <me@yandrik.dev>"]
|
||||
license = "MIT"
|
||||
readme = "README.md"
|
||||
|
||||
[tool.poetry.dependencies]
|
||||
python = "^3.11"
|
||||
flet = "^0.10.3"
|
||||
faster-whisper = "^0.9.0"
|
||||
pygame = "^2.5.2"
|
||||
torch = "2.0.0"
|
||||
|
||||
|
||||
[build-system]
|
||||
requires = ["poetry-core"]
|
||||
build-backend = "poetry.core.masonry.api"
|
||||
|
|
@ -0,0 +1,285 @@
|
|||
{ '.': { '_i_files': [ 'getting-started.md',
|
||||
'inbox.md',
|
||||
'readme.md',
|
||||
'skill_stack.md',
|
||||
'player_famillarity.md',
|
||||
'todo.md']},
|
||||
'.foam': { '_i_files': [],
|
||||
'templates': { '_i_files': [ 'anki-cards.md',
|
||||
'your-first-template.md',
|
||||
'zettel-refs.md',
|
||||
'zettel.md']}},
|
||||
'.git': { '_i_files': [ 'description',
|
||||
'packed-refs',
|
||||
'HEAD',
|
||||
'config',
|
||||
'COMMIT_EDITMSG',
|
||||
'FETCH_HEAD',
|
||||
'ORIG_HEAD',
|
||||
'index'],
|
||||
'branches': {'_i_files': []},
|
||||
'hooks': { '_i_files': [ 'applypatch-msg.sample',
|
||||
'commit-msg.sample',
|
||||
'post-update.sample',
|
||||
'pre-applypatch.sample',
|
||||
'pre-commit.sample',
|
||||
'pre-merge-commit.sample',
|
||||
'pre-push.sample',
|
||||
'pre-receive.sample',
|
||||
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|
@ -0,0 +1,46 @@
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from collections import defaultdict
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import os
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from typing import DefaultDict, Dict, List
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|
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def tree() -> DefaultDict:
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return defaultdict(tree)
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def get_last_segment(path: str) -> str:
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if path[-1] == '/':
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return path.split(os.sep)[-1]
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FILES_KEY = '_i_files'
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def build_file_tree(root_dir: str) -> DefaultDict:
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file_tree = tree()
|
||||
root_dir = os.path.normpath(root_dir) # Normalize the path
|
||||
|
||||
for dirpath, dirnames, files in os.walk(root_dir):
|
||||
# Get the subdirectory path relative to the root directory
|
||||
subdir = os.path.relpath(dirpath, root_dir)
|
||||
|
||||
# Split the path into components to navigate the nested dictionary
|
||||
path_components = subdir.split(os.sep)
|
||||
|
||||
# Navigate to the current subdirectory in the file tree
|
||||
current_subdir = file_tree
|
||||
for component in path_components:
|
||||
current_subdir = current_subdir[component]
|
||||
|
||||
# Add files to the current subdirectory in the file tree
|
||||
current_subdir[FILES_KEY] = files
|
||||
|
||||
return file_tree
|
||||
|
||||
|
||||
# Function to convert defaultdict to dict (for readability)
|
||||
def defaultdict_to_dict(d: defaultdict) -> dict:
|
||||
if isinstance(d, defaultdict):
|
||||
d = {k: defaultdict_to_dict(v) for k, v in d.items()}
|
||||
return d
|
||||
Loading…
Reference in New Issue