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* Pin wavesurfer to 6.6.4. * Fixing n_samples * Adding traceback * Fixing the mushra script. * fixing linting * test mushra only * Bumping version * adding a license, fixing tests * Fixing linting. --------- Co-authored-by: prem <[email protected]>
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| MIT License | ||
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| Copyright (c) 2023-Present, Descript | ||
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| Permission is hereby granted, free of charge, to any person obtaining a copy | ||
| of this software and associated documentation files (the "Software"), to deal | ||
| in the Software without restriction, including without limitation the rights | ||
| to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
| copies of the Software, and to permit persons to whom the Software is | ||
| furnished to do so, subject to the following conditions: | ||
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| The above copyright notice and this permission notice shall be included in all | ||
| copies or substantial portions of the Software. | ||
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| THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
| IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
| FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
| AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
| LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
| OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
| SOFTWARE. |
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| Original file line number | Diff line number | Diff line change |
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| import math | ||
| import string | ||
| from dataclasses import dataclass | ||
| from pathlib import Path | ||
| from typing import List | ||
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| import argbind | ||
| import gradio as gr | ||
| import numpy as np | ||
| import soundfile as sf | ||
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| from audiotools import preference as pr | ||
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| @argbind.bind(without_prefix=True) | ||
| @dataclass | ||
| class Config: | ||
| folder: str = None | ||
| save_path: str = "results.csv" | ||
| conditions: list = None | ||
| conditions: List[str] = None | ||
| reference: str = None | ||
| seed: int = 0 | ||
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| def random_sine(f): | ||
| fs = 44100 # sampling rate, Hz, must be integer | ||
| duration = 5.0 # in seconds, may be float | ||
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| # generate samples, note conversion to float32 array | ||
| volume = 0.1 | ||
| num_samples = int(fs * duration) | ||
| samples = volume * np.sin(2 * math.pi * (f / fs) * np.arange(num_samples)) | ||
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| return samples, fs | ||
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| def create_data(path): | ||
| path = Path(path) | ||
| hz = [110, 140, 180] | ||
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| for i in range(6): | ||
| name = f"condition_{string.ascii_lowercase[i]}" | ||
| for j in range(3): | ||
| sample_path = path / name / f"sample_{j}.wav" | ||
| sample_path.parent.mkdir(exist_ok=True, parents=True) | ||
| audio, sr = random_sine(hz[j] * (2**i)) | ||
| sf.write(sample_path, audio, sr) | ||
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| config = Config( | ||
| folder="/tmp/pref/audio/", | ||
| save_path="/tmp/pref/results.csv", | ||
| conditions=["condition_a", "condition_b"], | ||
| reference="condition_c", | ||
| ) | ||
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| create_data(config.folder) | ||
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| with gr.Blocks() as app: | ||
| save_path = config.save_path | ||
| samples = gr.State(pr.Samples(config.folder)) | ||
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| reference = config.reference | ||
| conditions = config.conditions | ||
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| player = pr.Player(app) | ||
| player.create() | ||
| if reference is not None: | ||
| player.add("Play Reference") | ||
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| user = pr.create_tracker(app) | ||
| ratings = [] | ||
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| with gr.Row(): | ||
| gr.HTML("") | ||
| with gr.Column(scale=9): | ||
| gr.HTML(pr.slider_mushra) | ||
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| for i in range(len(conditions)): | ||
| with gr.Row().style(equal_height=True): | ||
| x = string.ascii_uppercase[i] | ||
| player.add(f"Play {x}") | ||
| with gr.Column(scale=9): | ||
| ratings.append(gr.Slider(value=50, interactive=True)) | ||
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| def build(user, samples, *ratings): | ||
| # Filter out samples user has done already, by looking in the CSV. | ||
| samples.filter_completed(user, save_path) | ||
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| # Write results to CSV | ||
| if samples.current > 0: | ||
| start_idx = 1 if reference is not None else 0 | ||
| name = samples.names[samples.current - 1] | ||
| result = {"sample": name, "user": user} | ||
| for k, r in zip(samples.order[start_idx:], ratings): | ||
| result[k] = r | ||
| pr.save_result(result, save_path) | ||
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| updates, done, pbar = samples.get_next_sample(reference, conditions) | ||
| return updates + [gr.update(value=50) for _ in ratings] + [done, samples, pbar] | ||
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| progress = gr.HTML() | ||
| begin = gr.Button("Submit", elem_id="start-survey") | ||
| begin.click( | ||
| fn=build, | ||
| inputs=[user, samples] + ratings, | ||
| outputs=player.to_list() + ratings + [begin, samples, progress], | ||
| ).then(None, _js=pr.reset_player) | ||
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| # Comment this back in to actually launch the script. | ||
| app.launch() | ||
| share: bool = False | ||
| n_samples: int = 10 | ||
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| def get_text(wav_file: str): | ||
| txt_file = Path(wav_file).with_suffix(".txt") | ||
| if Path(txt_file).exists(): | ||
| with open(txt_file, "r") as f: | ||
| txt = f.read() | ||
| else: | ||
| txt = "" | ||
| return f"""<div style="text-align:center;font-size:large;">{txt}</div>""" | ||
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| def main(config: Config): | ||
| with gr.Blocks() as app: | ||
| save_path = config.save_path | ||
| samples = gr.State(pr.Samples(config.folder, n_samples=config.n_samples)) | ||
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| reference = config.reference | ||
| conditions = config.conditions | ||
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| player = pr.Player(app) | ||
| player.create() | ||
| if reference is not None: | ||
| player.add("Play Reference") | ||
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| user = pr.create_tracker(app) | ||
| ratings = [] | ||
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| with gr.Row(): | ||
| txt = gr.HTML("") | ||
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| with gr.Row(): | ||
| gr.Button("Rate audio quality", interactive=False) | ||
| with gr.Column(scale=8): | ||
| gr.HTML(pr.slider_mushra) | ||
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| for i in range(len(conditions)): | ||
| with gr.Row().style(equal_height=True): | ||
| x = string.ascii_uppercase[i] | ||
| player.add(f"Play {x}") | ||
| with gr.Column(scale=9): | ||
| ratings.append(gr.Slider(value=50, interactive=True)) | ||
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| def build(user, samples, *ratings): | ||
| # Filter out samples user has done already, by looking in the CSV. | ||
| samples.filter_completed(user, save_path) | ||
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| # Write results to CSV | ||
| if samples.current > 0: | ||
| start_idx = 1 if reference is not None else 0 | ||
| name = samples.names[samples.current - 1] | ||
| result = {"sample": name, "user": user} | ||
| for k, r in zip(samples.order[start_idx:], ratings): | ||
| result[k] = r | ||
| pr.save_result(result, save_path) | ||
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| updates, done, pbar = samples.get_next_sample(reference, conditions) | ||
| wav_file = updates[0]["value"] | ||
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| txt_update = gr.update(value=get_text(wav_file)) | ||
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| return ( | ||
| updates | ||
| + [gr.update(value=50) for _ in ratings] | ||
| + [done, samples, pbar, txt_update] | ||
| ) | ||
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| progress = gr.HTML() | ||
| begin = gr.Button("Submit", elem_id="start-survey") | ||
| begin.click( | ||
| fn=build, | ||
| inputs=[user, samples] + ratings, | ||
| outputs=player.to_list() + ratings + [begin, samples, progress, txt], | ||
| ).then(None, _js=pr.reset_player) | ||
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| # Comment this back in to actually launch the script. | ||
| app.launch(share=config.share) | ||
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| if __name__ == "__main__": | ||
| args = argbind.parse_args() | ||
| with argbind.scope(args): | ||
| config = Config() | ||
| main(config) |
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