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·
28dfe16
1
Parent(s):
9e538da
now supports other sample rates
Browse files
app.py
CHANGED
@@ -1,6 +1,7 @@
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import os
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import json
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import argparse
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import numpy as np
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import matplotlib.pyplot as plt
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@@ -147,13 +148,19 @@ def main(input, mix_coefficient):
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meter = pyln.Meter(44100)
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sr, track_audio = input
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track_audio = track_audio.T
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track_name = "gradio_demo"
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orig_audio = track_audio.copy()
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if sr != 44100:
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raise ValueError("Sample rate should be 44100")
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augmented_gain = None
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if args.loudnorm_input_lufs: # If you want to use loud-normalized input
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@@ -169,6 +176,8 @@ def main(input, mix_coefficient):
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args, our_model, device, track_audio, track_name, meter, augmented_gain
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)
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orig_audio = int16_to_float32(orig_audio)
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track_lufs = meter.integrated_loudness(orig_audio.T)
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augmented_gain = args.save_output_loudnorm - track_lufs
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@@ -206,11 +215,16 @@ with gr.Blocks() as demo:
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</h1>
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</div>
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<p style="margin-bottom: 10px; font-size: 94%">
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A demo for "Music De-limiter via Sample-wise Gain Inversion" to appear in WASPAA 2023
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</div>
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"""
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import os
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import json
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import argparse
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import copy
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import numpy as np
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import matplotlib.pyplot as plt
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meter = pyln.Meter(44100)
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sr, track_audio = input
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orig_sr = copy.deepcopy(sr)
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track_audio = track_audio.T
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track_name = "gradio_demo"
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if sr != 44100:
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track_audio = int16_to_float32(track_audio)
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track_audio = librosa.resample(
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track_audio, orig_sr=sr, target_sr=44100, res_type="soxr_vhq"
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)
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sr = 44100
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orig_audio = track_audio.copy()
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augmented_gain = None
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if args.loudnorm_input_lufs: # If you want to use loud-normalized input
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args, our_model, device, track_audio, track_name, meter, augmented_gain
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)
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if orig_sr == 44100:
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orig_audio = int16_to_float32(orig_audio)
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orig_audio = int16_to_float32(orig_audio)
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track_lufs = meter.integrated_loudness(orig_audio.T)
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augmented_gain = args.save_output_loudnorm - track_lufs
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</h1>
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</div>
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<p style="margin-bottom: 10px; font-size: 94%">
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A demo for "Music De-limiter via Sample-wise Gain Inversion" to appear in WASPAA 2023.<br>
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Upload a stereo music (tested with .wav, .mp3, .m4a) file and then press "De-limit" button to apply the De-limiter.<br>
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The processing is based on 44.1kHz sample rate. Other sample rate will be automatically resampled to 44.1kHz.<br>
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Since we use a CPU instead of a GPU, it may require a few seconds to minutes.<br>
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Then, you can apply a Parallel Mix technique, which is a simple linear mixing technique of "loudness normalized input" and the "de-limiter output", similar to Parallel Compression.<br>
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If the coefficient is 0.3 then the output will be the "loudness_normalized_input * 0.3 + de-limiter_output * 0.7"<br>
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Check our Paper <a href="https://arxiv.org/abs/2308.01187">[arXiv]</a>
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Codes <a href="<a href="https://github.com/jeonchangbin49/De-limiter">[GitHub]</a>
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Audio samples <a href="<a href="https://catnip-leaf-c6a.notion.site/Music-De-limiter-7072c0e725fd42249ff78cbbaedc95d7?pvs=4">[Notion]</a> <br>
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Please let me know any issues or comments on [email protected] or the "Community" page (the upper right section of this page).
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</div>
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"""
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