generate spectrogram at backend and send as response to client
This commit is contained in:
+11
-2
@@ -1,5 +1,7 @@
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import os
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import shutil
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import json
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import numpy as np
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from pathlib import Path
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from celery import shared_task
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from freqsplit.input.file_reader import read_audio
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@@ -10,6 +12,7 @@ from freqsplit.preprocessing.resample import resample
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from freqsplit.postprocessing.audio_writer import export_audio
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from freqsplit.separation.demucs_wrapper import separate_audio_with_demucs
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from freqsplit.refinement.deepfilternet_wrapper import noisereduce
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from freqsplit.spectrogram.generator import generate_spectrogram
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@shared_task
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@@ -24,8 +27,14 @@ def save_and_classify(file_path, file_content):
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# Classify the audio
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audio_class = classify_audio(waveform, sr)
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return audio_class, org_sr
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# Generate spectrogram
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spec_db, plot_data = generate_spectrogram(file_path)
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# Convert numpy array to JSON-safe list
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spec_db = np.nan_to_num(spec_db, nan=-80.0, posinf=-80.0, neginf=-80.0)
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spec_data_json = json.dumps(spec_db.tolist())
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return audio_class, org_sr, spec_data_json, plot_data['sr']
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@shared_task
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def normalize_audio_task(file_path):
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+10
-6
@@ -47,17 +47,21 @@ def upload_audio(request):
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# Save the uploaded file
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task = save_and_classify.apply(args=(file_path, audio_file.read()))
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if task.successful():
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audio_class = task.result[0]
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if task.ready() and task.successful():
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result = task.result
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return Response(
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{
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"Status": "File uploaded successfully",
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"file_uuid": file_uuid,
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"audio_class": audio_class,
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"sr": task.result[1]
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},
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"audio_class": result[0],
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"sr": result[1],
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"spectrogram": result[2],
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"spec_sr": result[3]
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},
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status=status.HTTP_201_CREATED,
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)
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)
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else:
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return Response({"error": "Processing failed"}, status=status.HTTP_500_INTERNAL_SERVER_ERROR)
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# Endpoint to normalize audio
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@api_view(['POST'])
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@@ -18,6 +18,7 @@
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"axios": "^1.8.3",
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"jszip": "^3.10.1",
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"react": "^18.2.0",
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"react-audio-spectrogram-player": "^2.0.1",
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"react-dom": "^18.2.0",
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"react-router-dom": "^6.22.1"
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},
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@@ -11,6 +11,8 @@ import {
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import { VolumeUp as VolumeUpIcon, ErrorOutline as ErrorIcon } from '@mui/icons-material';
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import StepperComponent from '../components/StepperComponent';
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import { useMediaContext } from '../contexts/MediaContext';
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// @ts-ignore
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import SpectrogramPlayer from "react-audio-spectrogram-player"
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function PreviewPage() {
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const navigate = useNavigate();
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@@ -84,11 +86,10 @@ function PreviewPage() {
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{mediaFile.name}
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</Typography>
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<Box sx={{ width: '100%', mt: 2 }}>
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<audio
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ref={videoRef}
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<SpectrogramPlayer
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src={mediaFile.url}
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style={{ width: '100%' }}
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controls
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sxx={JSON.parse(response.spectrogram)}
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SampleRate={response.spec_sr}
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/>
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</Box>
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<p>Audio Classification: {audioClass || "No data received"}</p>
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@@ -91,6 +91,8 @@ function UploadPage() {
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file_uuid: string;
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sr: number;
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audio_class: string;
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spectrogram: string;
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spec_sr: number;
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}>("/api/upload", formData, {
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headers: {
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"Content-Type": "multipart/form-data",
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@@ -104,6 +106,8 @@ function UploadPage() {
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audio_class: res.data.audio_class,
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file_uuid: res.data.file_uuid,
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sr: res.data.sr,
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spectrogram: res.data.spectrogram,
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spec_sr: res.data.spec_sr
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}));
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setUpload(true);
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}
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@@ -3,8 +3,8 @@ import React, { createContext, useState, useContext } from 'react';
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interface MediaContextType {
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mediaFile: { name: string; url: string; type: string } | null;
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setMediaFile: (file: { name: string; url: string; type: string }) => void;
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response: { file_uuid: string; sr: number; audio_class: string };
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setResponse: (response: { file_uuid: string; sr: number; audio_class: string }) => void;
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response: { file_uuid: string; sr: number; audio_class: string, spectrogram: string, spec_sr: number };
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setResponse: (response: { file_uuid: string; sr: number; audio_class: string, spectrogram: string, spec_sr: number }) => void;
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extractedFiles: { name: string; url: string }[];
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setExtractedFiles: (files: {name: string; url: string }[]) => void;
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downloadedFileURL: string;
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@@ -20,6 +20,8 @@ export const MediaProvider: React.FC<{ children: React.ReactNode }> = ({ childre
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audio_class: "",
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file_uuid: "",
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sr: 0,
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spectrogram: "",
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spec_sr: 0
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});
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const [extractedFiles, setExtractedFiles] = useState<MediaContextType["extractedFiles"]>([]);
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const [downloadedFileURL, setDownloadedFileURL] = useState<MediaContextType["downloadedFileURL"]>("");
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