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adlb/Audialab_EDM_Elements

sourceHugging Faceotherupdated 2y agoView on Hugging Face

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Model Card

<center> <h2 style="font-size: 30px;"><u>Audialab - EDM Elements 2024</u></h2> </center> <center> <h2 style="font-size: 19px;">Introduction</h2> </center> This model specializes in generating high quality key-locked and tempo synced samples to support granular music production workflows. It features <b></b>high musicality, robust Audio-to-Audio capabilities and is capable of generating several effects with each sample.</b> The model can generate an infinite variety of musical components with a specialization in supersaw chord progressions, top line melody leads, bell plucks, and bass pluck riffs. All output is BPM-synced and key-locked to any note within the 12-tone chromatic scale, in both major and minor keys. Developed over several weeks, this model was trained on a custom internal dataset and features several distinct sound types:

<table style="width: 100%; border-collapse: collapse; margin: 20px 0;"> <tr> <th style="border: 1px solid #000; padding: 12px; text-align: left; background-color: #f2f2f2;">Sound Description</th> <th style="border: 1px solid #000; padding: 12px; text-align: center; background-color: #f2f2f2;">Audio</th> </tr> <tr> <td style="border: 1px solid #000; padding: 12px; font-weight: bold;">1. Sine / Bell Plucks</td> <td style="border: 1px solid #000; padding: 12px; text-align: center;"> <audio controls style="width: 200px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bell%2C%20Pluck%2C%20chord%20progression%20with%20slow%20melody%2C%20B%20minor%2C%20high%20reverb%2C%20rising%20low-pass%2C%208%20bars%2C%20140BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 12px; font-weight: bold;">2. Lead Square Legato Synth</td> <td style="border: 1px solid #000; padding: 12px; text-align: center;"> <audio controls style="width: 200px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/legatoex1.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 12px; font-weight: bold;">3. Lead Square Warm Synth</td> <td style="border: 1px solid #000; padding: 12px; text-align: center;"> <audio controls style="width: 200px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Synth%2C%20saw%2C%20fast%20speed%2C%20falling%20arp%2C%20medium%20reverb%2C%20falling%20high-cut%2C%20C%20major%2C%204%2C%20150%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 12px; font-weight: bold;">4. Bass Plucks</td> <td style="border: 1px solid #000; padding: 12px; text-align: center;"> <audio controls style="width: 200px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bass%2C%20Bounce%2C%20Catchy%20Melody%2C%20G%20minor%2C%208%20bars%2C%20110BPM%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 12px; font-weight: bold;">5. Supersaw Leads & Chord Progressions</td> <td style="border: 1px solid #000; padding: 12px; text-align: center;"> <audio controls style="width: 200px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audio_examples/Supersaw%2C%20dance%20chord%20progression%2C%20top%20triplet%20melody%2C%20F%23%20minor%2C%20medium%20reverb%2C%2C%208%20bars%2C%20130BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> </table>

Furthermore, <b>the model is capable of generating multiple post-processing effects, </b> with <i>several</i> different levels of control based on the prompt alone. All effects can be prompted <b>individually or together.</b>

—1. Reverb - Small Reverb, Medium Reverb, High Reverb
—2. EQ Sweeps - Rising Low-Pass, Falling High-Cut
—3. Gate Effect - Quarter-Beat gate, Half-Beat Gate

<b>The model has high Audio-To-Audio / Style Transfer capabilities.</b> For example you can upload a .wav sample and have the model turn the sample into say a Supersaw version with a rising low-pass.

<center> <h2 style="font-size: 19px;">Model Features</h2> </center>

—Multiple Types of Sample Generation: - Outputs multiple types of high quality EDM-Centric samples with several variations on melody and chord progressions.
—Dynamic FX Chain: - Add multiple effects based on prompt alone (prompts above) - i.e add "Medium Reverb" for a medium reverb effect on the output.
—Tonal Versatility: - Generates stems in any key across the 12-tone chromatic scale, in both major and minor scales.
—Triplet Time Signature Support: - Add "triplets" to any prompt and get triplet outputs.
—AI Style Trasnfer / Audio to Audio: - The model has robust AI Style Transfer capabilities.
—Speed Controls Independent of BPM: - The model can be prompted with "Slow Speed", "Medium Speed" & "Fast Speed" that is independent of BPM. i.e. ask for an arp at a "Fast speed" at 140BPM vs "slow speed" at 140BPM and the model will subdivide the notes accordingly while staying within the same bpm.
—Simplified Scale Notation: - Scales are written using <b><i>sharps only</i></b> in the following format:

<pre> <b>Minor Scales</b> A minor, A# minor, B minor, C minor, C# minor, D minor, D# minor, E minor, F minor, F# minor, G minor, G# minor

<b>Major Scales</b> A major, A# major, B major, C major, C# major, D major, D# major, E major, F major, F# major, G major, G# major </pre>

<center> <h2 style="font-size: 19px;">Training Methodology</h2> </center>

This model was designed to understand and generate several types of samples:

1.Chord Progression Samples
2.Chord Progression with Melody Samples
3.Melody Only Samples
4.Supersaw Dance Chord Progressions
5.Bass Plucks / Riffs
6.Arps

By exposing the model to various musical motifs and distinct sample differences, it has SOTA musicality and melody structure with output samples ready to use in music production.

<center> <h2 style="font-size: 24px;"><u>Prompt Structure</u></h2> </center>

Both the Audialab Engine (VST) and RC Github fork are best used when working with this model. The RC Github also features a randomized prompt button tuned to this models metadata.

If you wish to prompt outside of these interfaces - then to ensure the best results use the following format for your prompts: <pre><b> [Sound Type], [Modifier][Chord Progression], [Modifier][Melody Type], [Key], [FX], [BPM], [Bar Count] </b></pre>

[Sound Type Prompts]

—1. Bell Plucks: - 'Pluck, Sine, Bright, Clean, Bell'
—2. Lead Square Legato Synth - 'Lead, Square, Synth, Buzzy, Legato'
—3. Lead Square Warm Synth - 'Lead, Saw, Synth, Warm, Supersaw'
—4. Pluck Bass - 'Bass, Punchy, Pluck, Clean, Sub, Sine'
—5. Supersaw Leads & Chord Progressions 'Supersaw, Synth, Warm, Saw'

<b><u>Major prompt terms and their effects</u></b>

—Chord Progression - produces chord progressions
—Arp - produces arps
—Melody - adds melodies
—Triplets - outputs triplet time
—Bounce - more syncopassion/ off beat rhythm
—Epic - encourages more interesting melodic output
—Simple - slower / simpler melodies / chord progressions
—Slow speed - slower chord progressions, arps and melodies
—Medium speed - encouraged 4/4 chord changes or melodies
—Fast speed - higher subdivisions / faster arps and melodies
—Complex - adds complex melodies or chord structure.
—Rising - encourages rising arps / melodies
—Falling - encourages falling arps / melodies
—See random prompt document for further terms / examples HERE

<center> <h2 style="font-size: 20px;"><u>Prompt Examples with Audio</u></h2> </center>  <div style="text-align: center; margin: 20px 0;"> <table style="width: 100%; border-collapse: collapse; margin: 0 auto;"> <thead> <tr> <th style="border: 1px solid #000; padding: 8px; text-align: left;">Prompt</th> <th style="border: 1px solid #000; padding: 8px; text-align: center;">Example 1</th> <th style="border: 1px solid #000; padding: 8px; text-align: center;">Example 2</th> <th style="border: 1px solid #000; padding: 8px; text-align: center;">Example 3</th> </tr> </thead> <tbody> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>Bell pluck,</b> chord progression, top catchy melody, E major, <b>high reverb,</b> 8 bars, 100BPM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Bell%20pluck%2C%20chord%20progression%2C%20top%20catchy%20melody%2C%20E%20major%2C%20%20high%20reverb%2C%208%20bars%2C%20100BPM%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Bell%20pluck%2C%20chord%20progression%2C%20top%20catchy%20melody%2C%20E%20major%2C%20%20high%20reverb%2C%208%20bars%2C%20100BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Bell%20pluck%2C%20chord%20progression%2C%20top%20catchy%20melody%2C%20E%20major%2C%20%20high%20reverb%2C%208%20bars%2C%20100BPM%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>Saw, supersaw,</b> chord progression, top melody, E minor, <b>rising low-pass,</b> 4 bars, 128BPM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Saw%2C%20supersaw%2C%20chord%20progression%2C%20top%20melody%2C%20E%20minor%2C%20rising%20low-pass%2C%20%2C%204%20bars%2C%20128BPM%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Saw%2C%20supersaw%2C%20chord%20progression%2C%20top%20melody%2C%20E%20minor%2C%20rising%20low-pass%2C%20%2C%204%20bars%2C%20128BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Saw%2C%20supersaw%2C%20chord%20progression%2C%20top%20melody%2C%20E%20minor%2C%20rising%20low-pass%2C%20%2C%204%20bars%2C%20128BPM%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>Sine, Bass,</b> Bounce, Catchy Melody, G minor, 8 bars, 110BPM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bass%2C%20Bounce%2C%20Catchy%20Melody%2C%20G%20minor%2C%208%20bars%2C%20110BPM%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bass%2C%20Bounce%2C%20Catchy%20Melody%2C%20G%20minor%2C%208%20bars%2C%20110BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bass%2C%20Bounce%2C%20Catchy%20Melody%2C%20G%20minor%2C%208%20bars%2C%20110BPM%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>Sine, Bell, Pluck,</b> chord progression with slow melody, B minor, <b>high reverb, rising low-pass,</b> 8 bars, 140BPM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bell%2C%20Pluck%2C%20chord%20progression%20with%20slow%20melody%2C%20B%20minor%2C%20high%20reverb%2C%20rising%20low-pass%2C%208%20bars%2C%20140BPM%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bell%2C%20Pluck%2C%20chord%20progression%20with%20slow%20melody%2C%20B%20minor%2C%20high%20reverb%2C%20rising%20low-pass%2C%208%20bars%2C%20140BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Sine%2C%20Bell%2C%20Pluck%2C%20chord%20progression%20with%20slow%20melody%2C%20B%20minor%2C%20high%20reverb%2C%20rising%20low-pass%2C%208%20bars%2C%20140BPM%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>Supersaw,</b> dance chord progression, top triplet melody, F# minor, <b>medium reverb,</b> 8 bars, 130BPM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Supersaw%2C%20dance%20chord%20progression%2C%20top%20triplet%20melody%2C%20F%23%20minor%2C%20medium%20reverb%2C%2C%208%20bars%2C%20130BPM%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Supersaw%2C%20dance%20chord%20progression%2C%20top%20triplet%20melody%2C%20F%23%20minor%2C%20medium%20reverb%2C%2C%208%20bars%2C%20130BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Supersaw%2C%20dance%20chord%20progression%2C%20top%20triplet%20melody%2C%20F%23%20minor%2C%20medium%20reverb%2C%2C%208%20bars%2C%20130BPM%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>Synth, saw,</b> fast speed, falling arp, <b>medium reverb, falling high-cut,</b> C major, 4 bars, 150 BPM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Synth%2C%20saw%2C%20fast%20speed%2C%20falling%20arp%2C%20medium%20reverb%2C%20falling%20high-cut%2C%20C%20major%2C%204%2C%20150%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Synth%2C%20saw%2C%20fast%20speed%2C%20falling%20arp%2C%20medium%20reverb%2C%20falling%20high-cut%2C%20C%20major%2C%204%2C%20150%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/Synth%2C%20saw%2C%20fast%20speed%2C%20falling%20arp%2C%20medium%20reverb%2C%20falling%20high-cut%2C%20C%20major%2C%204%2C%20150%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>legato, square,</b> catchy melody, <b> high reverb,</b> E minor, 8 bars, 130PM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/legatoex1.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/legatoex2.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/legatoex3.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: left;"> <b>supersaw,</b> complex, epic, arp, D# minor, 8 bars, 140BPM </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/supersaw%2C%20complex%2C%20epic%2C%20arp%2C%20D%23%20minor%2C%208%20bars%2C%20140BPM%2C%201.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/supersaw%2C%20complex%2C%20epic%2C%20arp%2C%20D%23%20minor%2C%208%20bars%2C%20140BPM%2C%202.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/supersaw%2C%20complex%2C%20epic%2C%20arp%2C%20D%23%20minor%2C%208%20bars%2C%20140BPM%2C%203.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> </tbody> </table> </div>

<center> <h2 style="font-size: 20px;"><u>Audio to Audio / Style Transfer Showcase</u></h2> </center>

<div style="text-align: center; margin: 20px 0;"> <table style="width: 100%; border-collapse: collapse; margin: 0 auto;"> <thead> <tr> <th style="border: 1px solid #000; padding: 8px; text-align: center;">Prompt</th> <th style="border: 1px solid #000; padding: 8px; text-align: center;">Settings</th> <th style="border: 1px solid #000; padding: 8px; text-align: center;">Before</th> <th style="border: 1px solid #000; padding: 8px; text-align: center;">After</th> </tr> </thead> <tbody> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> supersaw, medium reverb </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <b>CFG:</b> 9.0 / <b>Noise:</b> 1.16 </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/ina2aexampleguitar1304.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/ina2aexampleguitar1304outputina2aoutguitarsupersaw%2C%20medium%20reverb%2C%20cfg%209%20noise%201.16%2C.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> Pluck Bell, Medium Reverb </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <b>CFG:</b> 8.2 / <b>Noise:</b> 1.21 </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/a2aexamplepiano1508.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/a2aoutpiano%20150%20pluck%2C%20bell%2C%20medium%20reverb%20cfg%2082%20noise%20121out.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> <tr> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> Supersaw, high reverb, rising low-pass </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <b>CFG:</b> 10 / <b>Noise:</b> 1.29 </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/a2a1in.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> <td style="border: 1px solid #000; padding: 8px; text-align: center;"> <audio controls style="width: 150px;"> <source src="https://huggingface.co/adlb/AudialabEDMElements/resolve/main/audioexamples/a2a1in130a2aout%20Supersaw%2C%20high%20reverb%2C%20rising%20low-pass%20CFG%2010%20noise%20129.mp3" type="audio/mpeg"> Your browser does not support the audio element. </audio> </td> </tr> </tbody> </table> </div>

Prompt Examples

You can find a handy list of starter prompts HERE

BPMs/Bars:

The BPMs ranged from as low as 100BPM up to 150BPM. The main denominations are 100BPM, 110BPM, 120BPM, 128BPM, 130BPM, 140BPM, 150BPM.

There are 2 bar settings: 4 bars and 8 bars.

<center> <h2 style="font-size: 24px;"><u>Useage Guide</u></h2> </center>

<center> <h2 style="font-size: 22px;"><u>VST Support</u></h2> </center>

<b> <p align="center" style="font-size: 18px;"> This model has direct VST compatibility in <a href="https://audialab.com/products/deep-sampler-2/" style="font-size: 20px;">Audialab Engine.</a> </b>

<center> <h2 style="font-size: 19px;"><u>Gradio Interfaces</u></h2> </center>

<b> <p align="center" style="font-size: 20px;"> You can find a <a href="https://github.com/RoyalCities/RC-stable-audio-tools" style="font-size: 20px;">direct link to a custom GitHub interface here.</a> </p>

<p align="center" style="font-size: 20px;"> If you wish to use the original Stable Audio Github then you can <a href="https://github.com/Stability-AI/stable-audio-tools" style="font-size: 20px;">follow this link.</a> </p> </b>

<p align="center" style="font-size: 18px; line-height: 1.5;"> <b> You will find 2 checkpoints files in the repo:<br> AudialabEDMElements.ckpt - Full 32 bit model<br> and<br> AudialabEDMElementsSmall.ckpt - 16-bit low VRAM version<br> along with the associated config file - modelconfig.json<br> <br> To use the model you would choose <i>either</i> the full model or the 16-bit quantized model. Once chosen place the .ckpt file and the config .json inside their own sub-folder in the "models" folder and launch the gradio. </b> </p>

<center> <h2 style="font-size: 24px;"><u>Dataset Breakdown</u></h2> </center>

<center> <h2 style="font-size: 19px;">Overview</h2> </center>

—Total .wav files: 606,976
—Total Size: 58.03 GB (pre-encode)
—Sample Rate: 44100 Hz <center> <h2 style="font-size: 19px; text-align: center;">Sample Breakdown</h2> </center>

<table align="center" style="width: 80%; border-collapse: collapse; margin: 0 auto; margin-bottom: 30px;"> <thead> <tr> <th style="border: 1px solid black; padding: 8px;">Sound Type</th> <th style="border: 1px solid black; padding: 8px;">Sample Count</th> </tr> </thead> <tbody> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Bell Pluck</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">100,553</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Warm Supersaw</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">100,320</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Square Lead</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">54,475</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Square Buzzy Lead</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">54,845</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Pluck Bass</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">54,732</td> </tr> </tbody> </table>

<center> <h2 style="font-size: 19px; text-align: center;">Augment Breakdown</h2> </center>

<table align="center" style="width: 80%; border-collapse: collapse; margin: 0 auto;"> <thead> <tr> <th style="border: 1px solid black; padding: 8px;">Augment Category</th> <th style="border: 1px solid black; padding: 8px;">File Count</th> </tr> </thead> <tbody> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Low Cut Rise w/ Half Gate</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">22,763</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>High Cut Faller w/ Half Gate</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">22,849</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Reverb Augments</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">90,180</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Gate Augments</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">30,045</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>High Cut Faller Quarter Bar Gate</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">22,703</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>Low Cut Rise w/ Quarter Gate</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">22,589</td> </tr> <tr> <td style="border: 1px solid black; padding: 8px; text-align: center;"><b>High Cut & Low Cut Augments</b></td> <td style="border: 1px solid black; padding: 8px; text-align: center;">30,922</td> </tr> </tbody> </table>

While the dataset appears quite large it featured heavy augmentation. For example a single melody could be stretched into multiple keys and multiple tempos with slight changes for variance. This means the training time must be carefully watched to ensure it doesn't overfit to specific melodic patterns.

Further the FX augments used the original stem but with only say a "high reverb" preset applied. This stretches the data further and lets the model hone in one this specific component of the sound (as it's seen both no-FX versions along with identical FX applied versions)

<center> <h2 style="font-size: 19px;">Technical Specifications</h2> </center>

—Platform: Runpod
—Monitoring Tool: Weights and Biases
—Total Steps: 33,436
—Final Checkpoint Step: 28,452
—Learning Rate: 5e-5
—Dataset type: Pre-encode
—Optimizer: AdamW
—Scheduler: InverseLR
—Batch Size: 32
—Hardware: 2x NVIDIA A40 GPUs

See config file for further details.

<center> <h2 style="font-size: 24px;"><u>Limitations and Biases</u></h2> </center>

The model itself has very high musicality and can essentialy be used as an infinite sample + melody generator. A limitation however of the model is since it was created using our own dataset it is not set up for genre prompting and/or sound types outside of the ones mentioned above. i.e. A prompt like "House, Pad, Guitar" would not produce such samples.

In the future with scale - genre prompting and additional sound types can be released in future models.

Lastly as mentioned it has very robust audio-to-audio capabilities however the input audio should be within a similiar frequency space as the desired output. For example if you had a piano progression and wanted to change it to a supersaw then it will do very well. But if you put a bass sample as the input (which usually falls within the lower frequency spectrum) and ask for a supersaw version (which falls within the mid-to high frequency) then the model will struggle with the conversion. A workaround is to pitch the input sample up or down to get near to the desired output frequency range. i.e. if you wanted to AI style transfer a piano melody to a bass pluck then pitching the input piano sample down a few semitones and then converting to bass will have better results.

<center> <h2 style="font-size: 24px;"><u>Additional details</u></h2> </center>

—Dataset: Internal IP + Tooling
—Gate Module: Custom NumPy FX
—Reverb Effect Solaris Reverb
—EQ: Simple EQ Effect (riser/faller)

<center> <h2 style="font-size: 24px;"><u>License</u></h2> </center>

This model is licensed under the Stability AI Community License. It is available for non-commercial use or limited commercial use by entities with annual revenues below USD $1M. For revenues exceeding USD $1M, please refer to the LICENSE for detailed terms.