feat: OPTIC-2123: Audio spectrograms #7400

cloudmark · 2025-04-20T17:08:45Z

Spectrogram visualization to Audio Component

Reason for change

This PR adds spectrogram visualization support to the audio editor, enabling users to visualize frequency content over time in audio recordings. This feature enhances audio annotation capabilities by providing visual frequency analysis tools, particularly useful for tasks like speech analysis, music transcription, and sound event detection.

The implementation includes:

FFT-based spectrogram rendering with configurable parameters
Multiple color scheme options with live preview
Mel-scale frequency mapping support
Real-time parameter adjustment
Performance optimizations for smooth rendering
Modular code organization for maintainability

Screenshots

Configuration Interface

Shows the labeling interface configuration with the new spectrogram="true" property in the XML configuration, demonstrating how the feature can be enabled through the labeling interface.

Color Scheme Selection

Demonstrates the color scheme selection interface with:

Multiple predefined schemes (Autumn, Bathymetry, Blackbody, etc.)
Visual preview for each scheme
Real-time application of color changes
Smooth transition between schemes

Time Display on Hover

Shows interactive features:

Precise time indicator (00:00:00.447) on hover
Clear visualization of frequency content
Smooth rendering of the spectrogram
Integration with the waveform display

Playback and Spectrogram Settings

Comprehensive control panel featuring:

Playback speed adjustment
Audio zoom y-axis control
FFT Samples slider (64-2048)
Loop Regions toggle
Auto-play New Regions toggle
Integrated spectrogram controls

Advanced Spectrogram Controls

Detailed configuration options:

FFT Samples selection (512)
Mel Bands adjustment (64)
Spectrogram dB range (-80 to -10)
Windowing Function selection (Blackman)
Color Scheme selection (Viridis)
View toggles for timeline, audio wave, and spectrogram

Rollout strategy

The feature is implemented with a progressive enhancement approach:

Feature Flag:

<AudioPlus name="audio"
          value="$audio"
          hotkey="space"
          sync="group_a"
          defaultscale="1"
          defaultzoom="2"
          zoom="true"
          spectrogram="true"
/>

Backward Compatibility:

Existing audio components continue to work without changes
Spectrogram can be enabled/disabled per instance
All new parameters have sensible defaults

Performance Considerations:

Lazy loading of FFT computation code
Progressive rendering for large files
Configurable quality settings

Testing

Comprehensive testing strategy:

Unit Tests:

WindowFunctions.ts: Window function calculations
ColorMapper.ts: Color scheme management
FFT computation accuracy
Parameter validation

Integration Tests:

Audio loading and visualization
Real-time parameter updates
Color scheme switching
Performance benchmarks

Manual Testing Scenarios:

Various audio formats (WAV, MP3, OGG)
Different file lengths (short clips to long recordings)
Multiple sample rates and bit depths
Browser compatibility (Chrome, Firefox, Safari)
Performance with large files

Risks

Performance:

FFT computation is CPU-intensive
Mitigated through:
- Chunked rendering
- Yield scheduling
- Canvas optimization
- Caching mechanisms

Memory Usage:

Large audio files require more memory for FFT
Mitigated through:
- Buffer management
- Cleanup of unused resources
- Progressive loading

Reviewer notes

Key areas to review:

Visualizer.ts: Spectrogram rendering logic
WindowFunctions.ts: Audio processing utilities
ColorMapper.ts: Color scheme management
Performance optimizations in rendering loops
Error handling and edge cases

General notes

The spectrogram visualization feature provides:

Real-time frequency analysis
Multiple color schemes for different use cases
Configurable parameters for detailed analysis
Smooth integration with existing audio tools
Optimized performance for large files

This commit adds spectrogram visualization capabilities to the audio editor through a new optional 'spectrogram' property in the AudioPlus component. Example usage: <AudioPlus name="audio" value="$audio" height="240" hotkey="space" defaultscale="1" defaultzoom="2" zoom="true" spectrogram="true" sync="group_a" /> Key changes: - Add new 'spectrogram' boolean property to AudioPlus component - Extract window functions into a dedicated WindowFunctions module - Create a new ColorMapper module for spectrogram coloring - Refactor Visualizer class to use the new modules - Add support for different window functions and color schemes - Improve type safety and code organization The spectrogram visualization allows users to: - Toggle spectrogram view using the 'spectrogram' property - View frequency content over time alongside waveform - Switch between different color schemes - Configure window functions for FFT analysis - Adjust visualization parameters (FFT size, dB range) Configuration: - spectrogram: boolean (optional) - When set to true, enables spectrogram visualization alongside the waveform Labels: audio, editor, feature, community:feature-request, community:reviewed Closes HumanSignal#384

Add spectrogram visualization capabilities to the audio editor component with configurable settings and improved UI controls. Key changes: - Extract window functions into separate WindowFunctions module for better code organization - Create new ColorMapper module for handling spectrogram color schemes - Add spectrogram property to AudioPlus component (optional boolean to enable/disable) - Implement FFT-based spectrogram rendering with configurable parameters - Add UI controls for spectrogram settings (FFT size, color scheme, dB range) - Fix CSS styling issues in the configuration modal - Improve section header positioning and spacing Features: - Real-time spectrogram visualization - Configurable FFT window size and type - Multiple color scheme options - Adjustable dB range for visualization - Mel-scale frequency mapping support - Responsive rendering with performance optimizations Labels: - audio - community:feature-request - community:reviewed - editor - feature Closes HumanSignal#384

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cloudmark · 2025-04-20T17:29:54Z

To help visualize the new spectrogram functionality implemented in this PR (#7400), I've recorded a short video demonstration:

Video Demonstration: Spectrogram Feature

What the video shows:

The video walks through the spectrogram feature within the Label Studio interface, highlighting:

The spectrogram display integrated below the audio waveform.
Synchronized playback tracking across both the waveform and spectrogram.
How zooming affects both views simultaneously.
Real-time updates as various configuration options are adjusted in the settings panel:
- Changing FFT window sizes.
- Applying different color schemes.
- Selecting various windowing functions (Blackman, Hann, Hamming).
- Toggling the Mel frequency scale.
- Adjusting the amplitude (dB) range.

Hope this provides a helpful overview of the user experience!

makseq · 2025-04-20T23:58:44Z

Great PR! How well will it work with long audio files around 1-2 hours?

cloudmark · 2025-04-21T10:27:52Z

Hey @makseq,

TL; DR: Yes! it handles long files (1-2 hours) efficiently.

The core strategies implemented are:

On-Demand Processing: It only analyzes the audio needed for the currently visible portion.
Efficient Sampling (Zoomed Out): When zoomed out (e.g., 1 hour on a 1024px view), each pixel represents a time slice (~3.5s). For each pixel, I take one representative FFT (e.g., 512 samples covering ~11.6ms) within that slice, avoiding processing every single audio sample.
Non-Blocking Rendering: A generator function (renderSpectrogramSlice) renders pixel by pixel, yielding frequently (~16ms) to keep the UI responsive during interactions like scrolling/zooming.

This approach balances performance, memory, and visual overview. As you zoom in, the detail naturally increases as fewer samples are represented per pixel.

Separately, the chosen FFT window size affects the computation time per slice (larger FFTs = more detail but slower slice render). This characteristic is independent of total file length. For the most fluid feel, 512 is often a good balance.

To demonstrate this with varied audio content, the video uses a 1-hour file created by concatenating samples from the ESC-50 dataset (https://github.com/karolpiczak/ESC-50). This dataset contains 2000 short environmental sound recordings across 50 categories (like dogs barking, rain, helicopters, etc.), ensuring the test file has diverse spectral characteristics.

Video Demo: Spectrogram Performance & FFT Size Impact (1hr ESC-50 file)

(Video shows loading/panning the long, varied file & the visible speed difference when switching FFT sizes).

farioas · 2025-04-21T13:00:16Z

@cloudmark please rebase your branch on the latest changes from repo to include this commit 9b0487f. It will fix failing checks.

cloudmark · 2025-04-21T13:43:10Z

Done @farioas, I also updated #7376 to take from this upstream

makseq · 2025-04-25T14:44:47Z

<AudioPlus> was deprecated, could you please use <Audio> instead?

cloudmark · 2025-04-25T20:19:11Z

Thank you @makseq for the heads up. I think internally they should resolve to the same component so there are no further updates needed (I believe).

…m-analyser

bmartel · 2025-05-05T19:56:24Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

Can we extract the logic introduced here into a separate set of component files, and hooks/utilities, so we don't end up with a 700+ line file in ConfigControl.tsx. We have cursor rules in this project that outline the best practices, aim for 1 component per file where possible, and extract hooks and utils similarly.

bmartel · 2025-05-05T20:00:31Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+import { createPortal } from "react-dom";
+import {Toggle, Tooltip} from "@humansignal/ui";
+import {Block, Elem} from "../../../utils/bem";
+import {Slider as AntSlider, Select} from "antd";


Suggested change

import {Slider as AntSlider, Select} from "antd";

import { Slider as AntSlider } from "antd";

I noticed additional usage of AntD components, we are actively removing our dependence on these in the project, so we can use a Select component available from our internal ui lib. See the above suggestion.

bmartel · 2025-05-05T20:01:12Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+import {Slider as AntSlider, Select} from "antd";
+import {Range} from "../../../common/Range/Range";
+
+import {IconConfig, IconInfoConfig} from "@humansignal/ui";


Suggested change

import {IconConfig, IconInfoConfig} from "@humansignal/ui";

import { IconConfig, IconInfoConfig } from "@humansignal/icons";

bmartel · 2025-05-05T20:01:50Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

-import { Slider } from "./Slider";
+import {type FC, type MouseEvent, useContext, useEffect, useMemo, useRef, useState} from "react";
+import { createPortal } from "react-dom";
+import {Toggle, Tooltip} from "@humansignal/ui";


Suggested change

import {Toggle, Tooltip} from "@humansignal/ui";

import { Select, Toggle, Tooltip } from "@humansignal/ui";

bmartel · 2025-05-05T20:03:54Z

Hey @cloudmark 👋, can you please run the linter/formatter over your changes as well as rebase there are currently conflicts with a few files.

To lint/fix, from the LabelStudio project root: make fmt-all

bmartel · 2025-05-05T20:16:52Z

web/libs/editor/src/lib/AudioUltra/Visual/Visualizer.ts

+
+    // Update Windowing Function
+    if (params.windowingFunction && params.windowingFunction !== this.spectrogramWindowingFunction) {
+      console.log(`Visualizer: Updating Windowing Function to ${params.windowingFunction}`);


Suggested change

console.log(`Visualizer: Updating Windowing Function to ${params.windowingFunction}`);

bmartel · 2025-05-05T20:16:59Z

web/libs/editor/src/lib/AudioUltra/Visual/Visualizer.ts

+
+    // Update Color Scheme
+    if (params.colorScheme && params.colorScheme !== this.spectrogramColorScheme) {
+      console.log(`Visualizer: Updating Colors Scheme Function to ${params.colorScheme}`);


Suggested change

console.log(`Visualizer: Updating Colors Scheme Function to ${params.colorScheme}`);

bmartel · 2025-05-05T20:17:07Z

web/libs/editor/src/lib/AudioUltra/Visual/Visualizer.ts

+    // Update dB Range
+    if ((params.minDb !== undefined && params.minDb !== this.spectrogramMinDb) ||
+        (params.maxDb !== undefined && params.maxDb !== this.spectrogramMaxDb)) {
+      console.log(`Visualizer: Updating dB Range to ${params.minDb} - ${params.maxDb}`);


Suggested change

console.log(`Visualizer: Updating dB Range to ${params.minDb} - ${params.maxDb}`);

bmartel · 2025-05-05T20:29:33Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+    console.log('handleDbRangeChange received:', values);
+
+    if (!Array.isArray(values) || values.length !== 2) {
+      console.log('Invalid values array');


Suggested change

console.log('Invalid values array');

bmartel · 2025-05-05T20:29:43Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+    console.log('Current state before update:', { displayMinDb, displayMaxDb });
+    console.log('New values to set:', { newMinDb, newMaxDb });


Suggested change

console.log('Current state before update:', { displayMinDb, displayMaxDb });

console.log('New values to set:', { newMinDb, newMaxDb });

bmartel · 2025-05-05T20:29:50Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+
+    // Basic validation
+    if (isNaN(newMinDb) || isNaN(newMaxDb) || newMinDb >= newMaxDb) {
+      console.log('Values invalid or crossed:', { newMinDb, newMaxDb });


Suggested change

console.log('Values invalid or crossed:', { newMinDb, newMaxDb });

bmartel · 2025-05-05T20:29:57Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+    if (lastUpdate && currentTime - lastUpdate.time < 100) {
+      // If we're getting a quick update that would change max when we're moving min
+      if (lastUpdate.min === newMinDb && lastUpdate.max !== newMaxDb && newMaxDb !== displayMaxDb) {
+        console.log('Preventing unstable max update');


Suggested change

console.log('Preventing unstable max update');

bmartel · 2025-05-05T20:30:04Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+      }
+      // If we're getting a quick update that would change min when we're moving max
+      if (lastUpdate.max === newMaxDb && lastUpdate.min !== newMinDb && newMinDb !== displayMinDb) {
+        console.log('Preventing unstable min update');


Suggested change

console.log('Preventing unstable min update');

bmartel · 2025-05-05T20:30:11Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+    // Update local state
+    setDisplayMinDb(newMinDb);
+    setDisplayMaxDb(newMaxDb);
+    console.log('State updated to:', { newMinDb, newMaxDb });


Suggested change

console.log('State updated to:', { newMinDb, newMaxDb });

bmartel · 2025-05-05T20:30:24Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+    console.log('Range onChange raw value:', valueArray);
+    console.log('Current display values:', { displayMinDb, displayMaxDb });


Suggested change

console.log('Range onChange raw value:', valueArray);

console.log('Current display values:', { displayMinDb, displayMaxDb });

bmartel · 2025-05-05T20:30:30Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+    if (!Array.isArray(valueArray) || valueArray.length !== 2) return;
+
+    let [newMin, newMax] = valueArray.map(Math.round);
+    console.log('After rounding:', { newMin, newMax });


Suggested change

console.log('After rounding:', { newMin, newMax });

bmartel · 2025-05-05T20:30:36Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+    // Ensure values stay within bounds
+    newMin = Math.max(-120, Math.min(0, newMin));
+    newMax = Math.max(-120, Math.min(0, newMax));
+    console.log('After bounds check:', { newMin, newMax });


Suggested change

console.log('After bounds check:', { newMin, newMax });

bmartel · 2025-05-05T20:30:43Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+
+    // Ensure min is always less than max
+    if (newMin >= newMax) {
+      console.log('Values crossed or equal, adjusting...');


Suggested change

console.log('Values crossed or equal, adjusting...');

bmartel · 2025-05-05T20:30:49Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+      console.log('Values crossed or equal, adjusting...');
+      if (isMinMoving) {
+        newMin = Math.min(newMin, newMax - 1);
+        console.log('Adjusted min:', newMin);


Suggested change

console.log('Adjusted min:', newMin);

bmartel · 2025-05-05T20:30:58Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+        console.log('Adjusted min:', newMin);
+      } else {
+        newMax = Math.max(newMax, newMin + 1);
+        console.log('Adjusted max:', newMax);


Suggested change

console.log('Adjusted max:', newMax);

bmartel · 2025-05-05T20:31:04Z

web/libs/editor/src/components/Timeline/Controls/ConfigControl.tsx

+      }
+    }
+
+    console.log('Final values before handleDbRangeChange:', { newMin, newMax });


Suggested change

console.log('Final values before handleDbRangeChange:', { newMin, newMax });

bmartel

So far other than some linting/code organization changes, this looks amazing 🔥.

cloudmark · 2025-05-05T20:57:17Z

Hey @bmartel, I'm going to push an update shortly that speeds up the computations and makes the FFT computations async. LS should be way more responsive than the sync version I presented here. The render pipeline has also been completely rehauled to optimise rendering.

cloudmark · 2025-05-05T22:02:38Z

Here's a short Loom video showing it in action: https://www.loom.com/share/b2aa14fe5f7e4411811a3437bdc3b729

Label Studio (LS) should feel much snappier since I moved the FFT computations to be async and overhauled the rendering pipeline.

…m-analyser

bmartel · 2025-05-06T20:33:33Z

@cloudmark Heads up, I resolved the conflicts on this branch and pushed up the changes, as most of it had to do with the recent release of Dark Mode and Design Tokens.

…ent with configurable settings and improved UI controls. ### Key changes: - Extracted window functions into a separate `WindowFunctions` module for better code organization. - Created new `ColorMapper` module for handling spectrogram color schemes. - Added `spectrogram` property to the `AudioPlus` component (optional boolean to enable/disable). - Implemented FFT-based spectrogram rendering with configurable parameters. - Added UI controls for spectrogram settings (FFT size, color scheme, dB range). - Fixed CSS styling issues in the configuration modal. - Improved section header positioning and spacing. ### Features: - Real-time spectrogram visualization. - Configurable FFT window size and type. - Multiple color scheme options. - Adjustable dB range for visualization. - Mel-scale frequency mapping support. - Responsive rendering with performance optimizations. ### Labels: - `audio` - `community:feature-request` - `community:reviewed` - `editor` - `feature`

cloudmark · 2025-05-09T00:14:28Z

@bmartel branch updated to include all the updates.

makseq · 2025-05-09T00:35:51Z

/git merge develop

Workflow run
Successfully merged: Already up to date.

makseq · 2025-05-09T00:37:30Z

/fm sync

Workflow run

Workflow run: https://github.com/HumanSignal/label-studio/actions/runs/14918866144

…spectrogram-analyser

- Fix spectrogram visibility by including scrollbar height in rendering pipeline - Update color scheme to reflect changes immediately - Optimize progress bar: - Reduce size for better UI integration - Add auto-hide behavior when no progress is present - Improve frequency grid layout with optimal Hz label placement These changes improve the audio player's visual feedback and user experience by ensuring proper rendering of the spectrogram, making the progress indicator more subtle and responsive, and enhancing the readability of frequency labels.

robot-ci-heartex and others added 2 commits April 20, 2025 18:36

github-actions bot added the title needs formatting label Apr 20, 2025

cloudmark changed the title ~~Feature/spectrogram analyser~~ Spectrogram Analysis in Audio component Apr 20, 2025

cloudmark mentioned this pull request Apr 20, 2025

Toggle Spectrogram Preview for Audio #384

Open

cloudmark changed the title ~~Spectrogram Analysis in Audio component~~ feat: Implement spectrogram visualization for AudioPlus Apr 20, 2025

github-actions bot added feat and removed title needs formatting labels Apr 20, 2025

Merge branch 'HumanSignal:develop' into feature/spectrogram-analyser

8f5b7d6

Merge branch 'HumanSignal:develop' into feature/spectrogram-analyser

87c7364

Merge remote-tracking branch 'origin/develop' into feature/spectrogra…

ae15d4f

…m-analyser

makseq changed the title ~~feat: Implement spectrogram visualization for AudioPlus~~ feat: OPTIC-2123: Audio spectrograms Apr 30, 2025

bmartel reviewed May 5, 2025

View reviewed changes

bmartel requested changes May 5, 2025

View reviewed changes

Merge remote-tracking branch 'origin/develop' into feature/spectrogra…

b1a3670

…m-analyser

cloudmark requested a review from bmartel May 9, 2025 00:14

makseq and others added 2 commits May 9, 2025 00:40

Sync Follow Merge dependencies

bdc5899

Workflow run: https://github.com/HumanSignal/label-studio/actions/runs/14918866144

Merge branch 'HumanSignal:feature/spectrogram-analyser' into feature/…

a7012bc

…spectrogram-analyser

cloudmark requested review from a team, hlomzik, Gondragos and nick-skriabin as code owners May 13, 2025 19:58

	import {Slider as AntSlider, Select} from "antd";
	import { Slider as AntSlider } from "antd";

	import {IconConfig, IconInfoConfig} from "@humansignal/ui";
	import { IconConfig, IconInfoConfig } from "@humansignal/icons";

	import {Toggle, Tooltip} from "@humansignal/ui";
	import { Select, Toggle, Tooltip } from "@humansignal/ui";

		console.log('Current state before update:', { displayMinDb, displayMaxDb });
		console.log('New values to set:', { newMinDb, newMaxDb });

		console.log('Range onChange raw value:', valueArray);
		console.log('Current display values:', { displayMinDb, displayMaxDb });

feat: OPTIC-2123: Audio spectrograms #7400

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cloudmark commented Apr 20, 2025 • edited Loading

Spectrogram visualization to Audio Component

Reason for change

Screenshots

Rollout strategy

Testing

Risks

Reviewer notes

General notes

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