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<title>Model Converter - Refiners</title>
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API Reference
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
|
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</div>
|
|||
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<div class="md-source__repository">
|
|||
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Refiners
|
|||
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</div>
|
|||
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</a>
|
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</div>
|
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1" >
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<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="0">
|
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<span class="md-ellipsis">
|
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Home
|
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</span>
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
|
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_1">
|
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<span class="md-nav__icon md-icon"></span>
|
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Home
|
|||
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
|
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<a href="../../.." class="md-nav__link">
|
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|
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|
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m12 3.77-.75.84S9.97 6.06 8.68 7.94 6 12.07 6 14.23a6 6 0 0 0 6 6 6 6 0 0 0 6-6c0-2.16-1.39-4.41-2.68-6.29s-2.57-3.33-2.57-3.33zm0 3.13c.44.52.84.95 1.68 2.17 1.21 1.76 2.32 4 2.32 5.16 0 2.22-1.78 4-4 4s-4-1.78-4-4c0-1.16 1.11-3.4 2.32-5.16.84-1.22 1.24-1.65 1.68-2.17"/></svg>
|
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|
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|
|
<span class="md-ellipsis">
|
|||
|
|
Welcome
|
|||
|
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</span>
|
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|
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</a>
|
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</li>
|
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<li class="md-nav__item">
|
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<a href="../../../home/why/" class="md-nav__link">
|
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|
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|
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|
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11h3v2h-3zM1 11h3v2H1zM13 1v3h-2V1zM4.92 3.5l2.13 2.14-1.42 1.41L3.5 4.93zm12.03 2.13 2.12-2.13 1.43 1.43-2.13 2.12zM12 6a6 6 0 0 1 6 6c0 2.22-1.21 4.16-3 5.2V19a1 1 0 0 1-1 1h-4a1 1 0 0 1-1-1v-1.8c-1.79-1.04-3-2.98-3-5.2a6 6 0 0 1 6-6m2 15v1a1 1 0 0 1-1 1h-2a1 1 0 0 1-1-1v-1zm-3-3h2v-2.13c1.73-.44 3-2.01 3-3.87a4 4 0 0 0-4-4 4 4 0 0 0-4 4c0 1.86 1.27 3.43 3 3.87z"/></svg>
|
|||
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|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Manifesto
|
|||
|
|
</span>
|
|||
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|
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|
|||
|
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</a>
|
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</li>
|
|||
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</ul>
|
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</nav>
|
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</li>
|
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<li class="md-nav__item md-nav__item--nested">
|
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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_2" >
|
|||
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|
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|
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<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
|
|||
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|
|||
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|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Getting started
|
|||
|
|
</span>
|
|||
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|
|||
|
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|
|||
|
|
<span class="md-nav__icon md-icon"></span>
|
|||
|
|
</label>
|
|||
|
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|
|||
|
|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
|
|||
|
|
<label class="md-nav__title" for="__nav_2">
|
|||
|
|
<span class="md-nav__icon md-icon"></span>
|
|||
|
|
Getting started
|
|||
|
|
</label>
|
|||
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|||
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|
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|
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|
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|
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|
|||
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|
|||
|
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|
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|
|
<li class="md-nav__item">
|
|||
|
|
<a href="../../../getting-started/recommended/" class="md-nav__link">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m12 15.39-3.76 2.27.99-4.28-3.32-2.88 4.38-.37L12 6.09l1.71 4.04 4.38.37-3.32 2.88.99 4.28M22 9.24l-7.19-.61L12 2 9.19 8.63 2 9.24l5.45 4.73L5.82 21 12 17.27 18.18 21l-1.64-7.03z"/></svg>
|
|||
|
|
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Recommended usage
|
|||
|
|
</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
</a>
|
|||
|
|
</li>
|
|||
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|
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|
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|
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|
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|
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|
|||
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|
|||
|
|
|
|||
|
|
<li class="md-nav__item">
|
|||
|
|
<a href="../../../getting-started/advanced/" class="md-nav__link">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9 1.09V6H7V1.09C4.16 1.57 2 4.03 2 7c0 2.22 1.21 4.15 3 5.19V21c0 .55.45 1 1 1h4c.55 0 1-.45 1-1v-8.81c1.79-1.04 3-2.97 3-5.19 0-2.97-2.16-5.43-5-5.91m1 9.37-1 .58V20H7v-8.96l-1-.58C4.77 9.74 4 8.42 4 7c0-1 .37-1.94 1-2.65V8h6V4.35c.63.71 1 1.65 1 2.65 0 1.42-.77 2.74-2 3.46m10.94 7.48a3.3 3.3 0 0 0 0-.89l.97-.73a.22.22 0 0 0 .06-.29l-.92-1.56c-.05-.1-.18-.14-.29-.1l-1.15.45c-.24-.17-.49-.32-.78-.44l-.17-1.19a.235.235 0 0 0-.23-.19h-1.85c-.12 0-.22.08-.24.19l-.17 1.19c-.29.12-.54.27-.78.44l-1.15-.45c-.1-.04-.24 0-.28.1l-.93 1.56c-.06.1-.03.22.06.29l.97.73c-.01.15-.03.3-.03.45s.02.29.03.44l-.97.74a.22.22 0 0 0-.06.29l.93 1.56c.04.1.18.13.28.1l1.15-.46c.24.18.49.33.78.45l.17 1.19c.02.11.12.19.24.19h1.85c.11 0 .21-.08.23-.19l.17-1.19c.29-.12.54-.27.78-.45l1.15.46c.11.03.24 0 .29-.1l.92-1.56a.22.22 0 0 0-.06-.29zM17.5 19c-.83 0-1.5-.67-1.5-1.5s.67-1.5 1.5-1.5 1.5.67 1.5 1.5-.67 1.5-1.5 1.5"/></svg>
|
|||
|
|
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Advanced usage
|
|||
|
|
</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
</a>
|
|||
|
|
</li>
|
|||
|
|
|
|||
|
|
|
|||
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|
|||
|
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|
|||
|
|
</ul>
|
|||
|
|
</nav>
|
|||
|
|
|
|||
|
|
</li>
|
|||
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|
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|
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|
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|
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|
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|
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|
|||
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|
|||
|
|
<li class="md-nav__item md-nav__item--nested">
|
|||
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|
|||
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|
|||
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|
|||
|
|
|
|||
|
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|
|||
|
|
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3" >
|
|||
|
|
|
|||
|
|
|
|||
|
|
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Key Concepts
|
|||
|
|
</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<span class="md-nav__icon md-icon"></span>
|
|||
|
|
</label>
|
|||
|
|
|
|||
|
|
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
|
|||
|
|
<label class="md-nav__title" for="__nav_3">
|
|||
|
|
<span class="md-nav__icon md-icon"></span>
|
|||
|
|
Key Concepts
|
|||
|
|
</label>
|
|||
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
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|
|||
|
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|
|||
|
|
|
|||
|
|
|
|||
|
|
<li class="md-nav__item">
|
|||
|
|
<a href="../../../concepts/chain/" class="md-nav__link">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 1a2.5 2.5 0 0 0-2.5 2.5A2.5 2.5 0 0 0 11 5.79V7H7a2 2 0 0 0-2 2v.71A2.5 2.5 0 0 0 3.5 12 2.5 2.5 0 0 0 5 14.29V15H4a2 2 0 0 0-2 2v1.21A2.5 2.5 0 0 0 .5 20.5 2.5 2.5 0 0 0 3 23a2.5 2.5 0 0 0 2.5-2.5A2.5 2.5 0 0 0 4 18.21V17h4v1.21a2.5 2.5 0 0 0-1.5 2.29A2.5 2.5 0 0 0 9 23a2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-1.5-2.29V17a2 2 0 0 0-2-2H7v-.71A2.5 2.5 0 0 0 8.5 12 2.5 2.5 0 0 0 7 9.71V9h10v.71A2.5 2.5 0 0 0 15.5 12a2.5 2.5 0 0 0 1.5 2.29V15h-1a2 2 0 0 0-2 2v1.21a2.5 2.5 0 0 0-1.5 2.29A2.5 2.5 0 0 0 15 23a2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-1.5-2.29V17h4v1.21a2.5 2.5 0 0 0-1.5 2.29A2.5 2.5 0 0 0 21 23a2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-1.5-2.29V17a2 2 0 0 0-2-2h-1v-.71A2.5 2.5 0 0 0 20.5 12 2.5 2.5 0 0 0 19 9.71V9a2 2 0 0 0-2-2h-4V5.79a2.5 2.5 0 0 0 1.5-2.29A2.5 2.5 0 0 0 12 1m0 1.5a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1M6 11a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m12 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1M3 19.5a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m6 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m6 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m6 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1"/></svg>
|
|||
|
|
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Chain
|
|||
|
|
</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
</a>
|
|||
|
|
</li>
|
|||
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|
|
|||
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|
|||
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|
|||
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|
|||
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|
|||
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|
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|
|||
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|
|||
|
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|
|||
|
|
|
|||
|
|
<li class="md-nav__item">
|
|||
|
|
<a href="../../../concepts/context/" class="md-nav__link">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9 22a1 1 0 0 1-1-1v-3H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h16a2 2 0 0 1 2 2v12a2 2 0 0 1-2 2h-6.1l-3.7 3.71c-.2.19-.45.29-.7.29zm1-6v3.08L13.08 16H20V4H4v12zm3-6h-2V6h2zm0 4h-2v-2h2z"/></svg>
|
|||
|
|
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Context
|
|||
|
|
</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
</a>
|
|||
|
|
</li>
|
|||
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|
|
|||
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|
|||
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|
|||
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|
|||
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|
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|
|||
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|
|||
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|
|||
|
|
|
|||
|
|
|
|||
|
|
<li class="md-nav__item">
|
|||
|
|
<a href="../../../concepts/adapter/" class="md-nav__link">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M2 12h2v5h16v-5h2v5a2 2 0 0 1-2 2H4a2 2 0 0 1-2-2m9-12h2v3h3v2h-3v3h-2v-3H8V8h3Z"/></svg>
|
|||
|
|
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
Adapter
|
|||
|
|
</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
</a>
|
|||
|
|
</li>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
</ul>
|
|||
|
|
</nav>
|
|||
|
|
|
|||
|
|
</li>
|
|||
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|
|||
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|
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|
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|
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Fluxion
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<span class="md-nav__icon md-icon"></span>
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<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Fluxion
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Model Converter
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<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Model Converter
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<label class="md-nav__title" for="__toc">
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|
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<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> ConversionStage
|
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|
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<span class="md-ellipsis">
|
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|
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<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> ModelConverter
|
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|
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</span>
|
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|
|
</a>
|
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|
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|
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|
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<nav class="md-nav" aria-label=" ModelConverter">
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<a href="#refiners.fluxion.model_converter.ModelConverter.compare_models" class="md-nav__link">
|
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|
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<span class="md-ellipsis">
|
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|
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<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> compare_models
|
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|
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|
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|
|
</a>
|
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<a href="#refiners.fluxion.model_converter.ModelConverter.get_mapping" class="md-nav__link">
|
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|
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<span class="md-ellipsis">
|
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|
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<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> get_mapping
|
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|
|
</span>
|
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|
|
</a>
|
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|
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|
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|
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</li>
|
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<li class="md-nav__item">
|
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|
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<a href="#refiners.fluxion.model_converter.ModelConverter.get_module_signature" class="md-nav__link">
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> get_module_signature
|
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|
|
</span>
|
|||
|
|
</a>
|
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|
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|
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|
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</li>
|
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|
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<li class="md-nav__item">
|
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|
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<a href="#refiners.fluxion.model_converter.ModelConverter.get_state_dict" class="md-nav__link">
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> get_state_dict
|
|||
|
|
</span>
|
|||
|
|
</a>
|
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|
|
|
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|
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</li>
|
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|
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<li class="md-nav__item">
|
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|
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<a href="#refiners.fluxion.model_converter.ModelConverter.map_state_dicts" class="md-nav__link">
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> map_state_dicts
|
|||
|
|
</span>
|
|||
|
|
</a>
|
|||
|
|
|
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|
|
</li>
|
|||
|
|
|
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|
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<li class="md-nav__item">
|
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|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.run" class="md-nav__link">
|
|||
|
|
<span class="md-ellipsis">
|
|||
|
|
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> run
|
|||
|
|
</span>
|
|||
|
|
</a>
|
|||
|
|
|
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|
|
</li>
|
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|
|
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<li class="md-nav__item">
|
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|
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<a href="#refiners.fluxion.model_converter.ModelConverter.save_to_safetensors" class="md-nav__link">
|
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|
|
<span class="md-ellipsis">
|
|||
|
|
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> save_to_safetensors
|
|||
|
|
</span>
|
|||
|
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> run
|
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|
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|
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<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> save_to_safetensors
|
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|
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|
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|
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|
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|
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|
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|
|||
|
|
<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> ModuleArgsDict
|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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<h1><code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Model Converter</h1>
|
|||
|
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|
|||
|
|
<div class="doc doc-object doc-module">
|
|||
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|
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|
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|
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|
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|
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<h2 id="refiners.fluxion.model_converter.ConversionStage" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">ConversionStage</span>
|
|||
|
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|
|||
|
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|
|||
|
|
<a href="#refiners.fluxion.model_converter.ConversionStage" class="headerlink" title="Permanent link">¶</a></h2>
|
|||
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|
|||
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|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
<p class="doc doc-class-bases">
|
|||
|
|
Bases: <code><a class="autorefs autorefs-external" title="enum.Enum" href="https://docs.python.org/3/library/enum.html#enum.Enum">Enum</a></code></p>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p>Represents the current stage of the conversion process.</p>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Attributes:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Name</th>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
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|
|||
|
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</thead>
|
|||
|
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<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code><span title="refiners.fluxion.model_converter.ConversionStage.INIT">INIT</span></code></td>
|
|||
|
|
<td>
|
|||
|
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</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The conversion process has not started.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code><span title="refiners.fluxion.model_converter.ConversionStage.BASIC_LAYERS_MATCH">BASIC_LAYERS_MATCH</span></code></td>
|
|||
|
|
<td>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The source and target models have the same number of basic layers.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code><span title="refiners.fluxion.model_converter.ConversionStage.SHAPE_AND_LAYERS_MATCH">SHAPE_AND_LAYERS_MATCH</span></code></td>
|
|||
|
|
<td>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The shape of both models agree.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code><span title="refiners.fluxion.model_converter.ConversionStage.MODELS_OUTPUT_AGREE">MODELS_OUTPUT_AGREE</span></code></td>
|
|||
|
|
<td>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The source and target models agree.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<div class="doc doc-children">
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-class">
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h2 id="refiners.fluxion.model_converter.ModelConverter" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">ModelConverter</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter" class="headerlink" title="Permanent link">¶</a></h2>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">ModelConverter</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> <span class="n">source_model</span><span class="p">:</span> <span class="n"><span title="torch.nn.Module">Module</span></span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="n">target_model</span><span class="p">:</span> <span class="n"><span title="torch.nn.Module">Module</span></span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a> <span class="n">source_keys_to_skip</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#list">list</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a> <span class="n">target_keys_to_skip</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#list">list</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-6"><a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a> <span class="n">custom_layer_mapping</span><span class="p">:</span> <span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#type">type</a></span><span class="p">[</span><span class="n"><span title="torch.nn.Module">Module</span></span><span class="p">],</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#type">type</a></span><span class="p">[</span><span class="n"><span title="torch.nn.Module">Module</span></span><span class="p">]]</span> <span class="o">|</span> <span class="kc">None</span>
|
|||
|
|
</span><span id="__span-0-8"><a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a> <span class="p">)</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-9"><a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a> <span class="n">threshold</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#float">float</a></span> <span class="o">=</span> <span class="mf">1e-05</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-10"><a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a> <span class="n">skip_output_check</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-11"><a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a> <span class="n">skip_init_check</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-12"><a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a> <span class="n">verbose</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-13"><a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a><span class="p">)</span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p>Converts a model's state_dict to match another model's state_dict.</p>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<details class="note" open>
|
|||
|
|
<summary>The conversion process consists of three stages</summary>
|
|||
|
|
<ol>
|
|||
|
|
<li>Verify that the source and target models have the same number of basic layers.</li>
|
|||
|
|
<li>Find matching shapes and layers between the source and target models.</li>
|
|||
|
|
<li>Convert the source model's state_dict to match the target model's state_dict.</li>
|
|||
|
|
<li>Compare the outputs of the source and target models.</li>
|
|||
|
|
</ol>
|
|||
|
|
<p>The conversion process can be run multiple times, and will resume from the last stage.</p>
|
|||
|
|
</details>
|
|||
|
|
|
|||
|
|
<details class="example" open>
|
|||
|
|
<summary>Example</summary>
|
|||
|
|
<div class="language-py highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="n">source</span> <span class="o">=</span> <span class="o">...</span>
|
|||
|
|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="n">target</span> <span class="o">=</span> <span class="o">...</span>
|
|||
|
|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
|
|||
|
|
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="n">converter</span> <span class="o">=</span> <span class="n">ModelConverter</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a> <span class="n">source_model</span><span class="o">=</span><span class="n">source</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-6"><a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a> <span class="n">target_model</span><span class="o">=</span><span class="n">target</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a> <span class="n">threshold</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-8"><a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span>
|
|||
|
|
</span><span id="__span-0-9"><a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-10"><a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a>
|
|||
|
|
</span><span id="__span-0-11"><a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a><span class="n">is_converted</span> <span class="o">=</span> <span class="n">converter</span><span class="p">(</span><span class="n">args</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-12"><a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a><span class="k">if</span> <span class="n">is_converted</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-13"><a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a> <span class="n">converter</span><span class="o">.</span><span class="n">save_to_safetensors</span><span class="p">(</span><span class="n">path</span><span class="o">=</span><span class="s2">"converted_model.pt"</span><span class="p">)</span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
</details>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Parameters:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Name</th>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
<th>Default</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>source_model</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="torch.nn.Module">Module</span></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The model to convert from.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<em>required</em>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>target_model</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="torch.nn.Module">Module</span></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The model to convert to.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<em>required</em>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>source_keys_to_skip</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#list">list</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a>] | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>A list of keys to skip when tracing the source model.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>None</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>target_keys_to_skip</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#list">list</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a>] | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>A list of keys to skip when tracing the target model.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>None</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>custom_layer_mapping</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#type">type</a>[<span title="torch.nn.Module">Module</span>], <a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#type">type</a>[<span title="torch.nn.Module">Module</span>]] | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>A dictionary mapping custom layer types between the source and target models.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>None</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>threshold</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#float">float</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The threshold for comparing outputs between the source and target models.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>1e-05</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>skip_output_check</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>Whether to skip comparing the outputs of the source and target models.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>False</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>skip_init_check</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>Whether to skip checking that the source and target models have the same number of basic
|
|||
|
|
layers.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>False</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>verbose</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>Whether to print messages during the conversion process.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>True</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
<details class="quote">
|
|||
|
|
<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
|
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-95"> 95</a></span>
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|
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|
|
<span class="normal"><a href="#__codelineno-0-130">130</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-95"><a id="__codelineno-0-95" name="__codelineno-0-95"></a><span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-96"><a id="__codelineno-0-96" name="__codelineno-0-96"></a> <span class="bp">self</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-97"><a id="__codelineno-0-97" name="__codelineno-0-97"></a> <span class="n">source_model</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-98"><a id="__codelineno-0-98" name="__codelineno-0-98"></a> <span class="n">target_model</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-99"><a id="__codelineno-0-99" name="__codelineno-0-99"></a> <span class="n">source_keys_to_skip</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-100"><a id="__codelineno-0-100" name="__codelineno-0-100"></a> <span class="n">target_keys_to_skip</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-101"><a id="__codelineno-0-101" name="__codelineno-0-101"></a> <span class="n">custom_layer_mapping</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">type</span><span class="p">[</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">],</span> <span class="nb">type</span><span class="p">[</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">]]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-102"><a id="__codelineno-0-102" name="__codelineno-0-102"></a> <span class="n">threshold</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-5</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-103"><a id="__codelineno-0-103" name="__codelineno-0-103"></a> <span class="n">skip_output_check</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-104"><a id="__codelineno-0-104" name="__codelineno-0-104"></a> <span class="n">skip_init_check</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-105"><a id="__codelineno-0-105" name="__codelineno-0-105"></a> <span class="n">verbose</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-106"><a id="__codelineno-0-106" name="__codelineno-0-106"></a><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-107"><a id="__codelineno-0-107" name="__codelineno-0-107"></a><span class="w"> </span><span class="sd">"""Initializes the ModelConverter.</span>
|
|||
|
|
</span><span id="__span-0-108"><a id="__codelineno-0-108" name="__codelineno-0-108"></a>
|
|||
|
|
</span><span id="__span-0-109"><a id="__codelineno-0-109" name="__codelineno-0-109"></a><span class="sd"> Args:</span>
|
|||
|
|
</span><span id="__span-0-110"><a id="__codelineno-0-110" name="__codelineno-0-110"></a><span class="sd"> source_model: The model to convert from.</span>
|
|||
|
|
</span><span id="__span-0-111"><a id="__codelineno-0-111" name="__codelineno-0-111"></a><span class="sd"> target_model: The model to convert to.</span>
|
|||
|
|
</span><span id="__span-0-112"><a id="__codelineno-0-112" name="__codelineno-0-112"></a><span class="sd"> source_keys_to_skip: A list of keys to skip when tracing the source model.</span>
|
|||
|
|
</span><span id="__span-0-113"><a id="__codelineno-0-113" name="__codelineno-0-113"></a><span class="sd"> target_keys_to_skip: A list of keys to skip when tracing the target model.</span>
|
|||
|
|
</span><span id="__span-0-114"><a id="__codelineno-0-114" name="__codelineno-0-114"></a><span class="sd"> custom_layer_mapping: A dictionary mapping custom layer types between the source and target models.</span>
|
|||
|
|
</span><span id="__span-0-115"><a id="__codelineno-0-115" name="__codelineno-0-115"></a><span class="sd"> threshold: The threshold for comparing outputs between the source and target models.</span>
|
|||
|
|
</span><span id="__span-0-116"><a id="__codelineno-0-116" name="__codelineno-0-116"></a><span class="sd"> skip_output_check: Whether to skip comparing the outputs of the source and target models.</span>
|
|||
|
|
</span><span id="__span-0-117"><a id="__codelineno-0-117" name="__codelineno-0-117"></a><span class="sd"> skip_init_check: Whether to skip checking that the source and target models have the same number of basic</span>
|
|||
|
|
</span><span id="__span-0-118"><a id="__codelineno-0-118" name="__codelineno-0-118"></a><span class="sd"> layers.</span>
|
|||
|
|
</span><span id="__span-0-119"><a id="__codelineno-0-119" name="__codelineno-0-119"></a><span class="sd"> verbose: Whether to print messages during the conversion process.</span>
|
|||
|
|
</span><span id="__span-0-120"><a id="__codelineno-0-120" name="__codelineno-0-120"></a>
|
|||
|
|
</span><span id="__span-0-121"><a id="__codelineno-0-121" name="__codelineno-0-121"></a><span class="sd"> """</span>
|
|||
|
|
</span><span id="__span-0-122"><a id="__codelineno-0-122" name="__codelineno-0-122"></a> <span class="bp">self</span><span class="o">.</span><span class="n">source_model</span> <span class="o">=</span> <span class="n">source_model</span>
|
|||
|
|
</span><span id="__span-0-123"><a id="__codelineno-0-123" name="__codelineno-0-123"></a> <span class="bp">self</span><span class="o">.</span><span class="n">target_model</span> <span class="o">=</span> <span class="n">target_model</span>
|
|||
|
|
</span><span id="__span-0-124"><a id="__codelineno-0-124" name="__codelineno-0-124"></a> <span class="bp">self</span><span class="o">.</span><span class="n">source_keys_to_skip</span> <span class="o">=</span> <span class="n">source_keys_to_skip</span> <span class="ow">or</span> <span class="p">[]</span>
|
|||
|
|
</span><span id="__span-0-125"><a id="__codelineno-0-125" name="__codelineno-0-125"></a> <span class="bp">self</span><span class="o">.</span><span class="n">target_keys_to_skip</span> <span class="o">=</span> <span class="n">target_keys_to_skip</span> <span class="ow">or</span> <span class="p">[]</span>
|
|||
|
|
</span><span id="__span-0-126"><a id="__codelineno-0-126" name="__codelineno-0-126"></a> <span class="bp">self</span><span class="o">.</span><span class="n">custom_layer_mapping</span> <span class="o">=</span> <span class="n">custom_layer_mapping</span> <span class="ow">or</span> <span class="p">{}</span>
|
|||
|
|
</span><span id="__span-0-127"><a id="__codelineno-0-127" name="__codelineno-0-127"></a> <span class="bp">self</span><span class="o">.</span><span class="n">threshold</span> <span class="o">=</span> <span class="n">threshold</span>
|
|||
|
|
</span><span id="__span-0-128"><a id="__codelineno-0-128" name="__codelineno-0-128"></a> <span class="bp">self</span><span class="o">.</span><span class="n">skip_output_check</span> <span class="o">=</span> <span class="n">skip_output_check</span>
|
|||
|
|
</span><span id="__span-0-129"><a id="__codelineno-0-129" name="__codelineno-0-129"></a> <span class="bp">self</span><span class="o">.</span><span class="n">skip_init_check</span> <span class="o">=</span> <span class="n">skip_init_check</span>
|
|||
|
|
</span><span id="__span-0-130"><a id="__codelineno-0-130" name="__codelineno-0-130"></a> <span class="bp">self</span><span class="o">.</span><span class="n">verbose</span> <span class="o">=</span> <span class="n">verbose</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<div class="doc doc-children">
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-function">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h3 id="refiners.fluxion.model_converter.ModelConverter.compare_models" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">compare_models</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.compare_models" class="headerlink" title="Permanent link">¶</a></h3>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">compare_models</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> <span class="n">source_args</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="n">target_args</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a> <span class="n">threshold</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#float">float</a></span> <span class="o">=</span> <span class="mf">1e-05</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="p">)</span> <span class="o">-></span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
<p>Compare the outputs of the source and target models.</p>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Parameters:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Name</th>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
<th>Default</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>source_args</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The arguments to pass to the source model it can be either a tuple of positional arguments,
|
|||
|
|
a dictionary of keyword arguments, or a dictionary with <code>positional</code> and <code>keyword</code> keys. If <code>target_args</code>
|
|||
|
|
is not provided, these arguments will also be passed to the target model.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<em>required</em>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>target_args</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span> | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The arguments to pass to the target model it can be either a tuple of positional arguments,
|
|||
|
|
a dictionary of keyword arguments, or a dictionary with <code>positional</code> and <code>keyword</code> keys.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>None</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>threshold</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#float">float</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The threshold for comparing outputs between the source and target models.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>1e-05</code>
|
|||
|
|
</td>
|
|||
|
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</tr>
|
|||
|
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</tbody>
|
|||
|
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</table>
|
|||
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|
|||
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|
|
|||
|
|
<p><span class="doc-section-title">Returns:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>True if the outputs of the source and target models agree.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
<details class="quote">
|
|||
|
|
<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
|
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-305">305</a></span>
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
|||
|
|
<span class="normal"><a href="#__codelineno-0-347">347</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-305"><a id="__codelineno-0-305" name="__codelineno-0-305"></a><span class="k">def</span> <span class="nf">compare_models</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-306"><a id="__codelineno-0-306" name="__codelineno-0-306"></a> <span class="bp">self</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-307"><a id="__codelineno-0-307" name="__codelineno-0-307"></a> <span class="n">source_args</span><span class="p">:</span> <span class="n">ModuleArgs</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-308"><a id="__codelineno-0-308" name="__codelineno-0-308"></a> <span class="n">target_args</span><span class="p">:</span> <span class="n">ModuleArgs</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-309"><a id="__codelineno-0-309" name="__codelineno-0-309"></a> <span class="n">threshold</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1e-5</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-310"><a id="__codelineno-0-310" name="__codelineno-0-310"></a><span class="p">)</span> <span class="o">-></span> <span class="nb">bool</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-311"><a id="__codelineno-0-311" name="__codelineno-0-311"></a><span class="w"> </span><span class="sd">"""Compare the outputs of the source and target models.</span>
|
|||
|
|
</span><span id="__span-0-312"><a id="__codelineno-0-312" name="__codelineno-0-312"></a>
|
|||
|
|
</span><span id="__span-0-313"><a id="__codelineno-0-313" name="__codelineno-0-313"></a><span class="sd"> Args:</span>
|
|||
|
|
</span><span id="__span-0-314"><a id="__codelineno-0-314" name="__codelineno-0-314"></a><span class="sd"> source_args: The arguments to pass to the source model it can be either a tuple of positional arguments,</span>
|
|||
|
|
</span><span id="__span-0-315"><a id="__codelineno-0-315" name="__codelineno-0-315"></a><span class="sd"> a dictionary of keyword arguments, or a dictionary with `positional` and `keyword` keys. If `target_args`</span>
|
|||
|
|
</span><span id="__span-0-316"><a id="__codelineno-0-316" name="__codelineno-0-316"></a><span class="sd"> is not provided, these arguments will also be passed to the target model.</span>
|
|||
|
|
</span><span id="__span-0-317"><a id="__codelineno-0-317" name="__codelineno-0-317"></a><span class="sd"> target_args: The arguments to pass to the target model it can be either a tuple of positional arguments,</span>
|
|||
|
|
</span><span id="__span-0-318"><a id="__codelineno-0-318" name="__codelineno-0-318"></a><span class="sd"> a dictionary of keyword arguments, or a dictionary with `positional` and `keyword` keys.</span>
|
|||
|
|
</span><span id="__span-0-319"><a id="__codelineno-0-319" name="__codelineno-0-319"></a><span class="sd"> threshold: The threshold for comparing outputs between the source and target models.</span>
|
|||
|
|
</span><span id="__span-0-320"><a id="__codelineno-0-320" name="__codelineno-0-320"></a>
|
|||
|
|
</span><span id="__span-0-321"><a id="__codelineno-0-321" name="__codelineno-0-321"></a><span class="sd"> Returns:</span>
|
|||
|
|
</span><span id="__span-0-322"><a id="__codelineno-0-322" name="__codelineno-0-322"></a><span class="sd"> True if the outputs of the source and target models agree.</span>
|
|||
|
|
</span><span id="__span-0-323"><a id="__codelineno-0-323" name="__codelineno-0-323"></a><span class="sd"> """</span>
|
|||
|
|
</span><span id="__span-0-324"><a id="__codelineno-0-324" name="__codelineno-0-324"></a> <span class="k">if</span> <span class="n">target_args</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-325"><a id="__codelineno-0-325" name="__codelineno-0-325"></a> <span class="n">target_args</span> <span class="o">=</span> <span class="n">source_args</span>
|
|||
|
|
</span><span id="__span-0-326"><a id="__codelineno-0-326" name="__codelineno-0-326"></a>
|
|||
|
|
</span><span id="__span-0-327"><a id="__codelineno-0-327" name="__codelineno-0-327"></a> <span class="n">source_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_collect_layers_outputs</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-328"><a id="__codelineno-0-328" name="__codelineno-0-328"></a> <span class="n">module</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">source_model</span><span class="p">,</span> <span class="n">args</span><span class="o">=</span><span class="n">source_args</span><span class="p">,</span> <span class="n">keys_to_skip</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">source_keys_to_skip</span>
|
|||
|
|
</span><span id="__span-0-329"><a id="__codelineno-0-329" name="__codelineno-0-329"></a> <span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-330"><a id="__codelineno-0-330" name="__codelineno-0-330"></a> <span class="n">target_outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_collect_layers_outputs</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-331"><a id="__codelineno-0-331" name="__codelineno-0-331"></a> <span class="n">module</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">target_model</span><span class="p">,</span> <span class="n">args</span><span class="o">=</span><span class="n">target_args</span><span class="p">,</span> <span class="n">keys_to_skip</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">target_keys_to_skip</span>
|
|||
|
|
</span><span id="__span-0-332"><a id="__codelineno-0-332" name="__codelineno-0-332"></a> <span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-333"><a id="__codelineno-0-333" name="__codelineno-0-333"></a>
|
|||
|
|
</span><span id="__span-0-334"><a id="__codelineno-0-334" name="__codelineno-0-334"></a> <span class="n">diff</span><span class="p">,</span> <span class="n">prev_source_key</span><span class="p">,</span> <span class="n">prev_target_key</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span>
|
|||
|
|
</span><span id="__span-0-335"><a id="__codelineno-0-335" name="__codelineno-0-335"></a> <span class="k">for</span> <span class="p">(</span><span class="n">source_key</span><span class="p">,</span> <span class="n">source_output</span><span class="p">),</span> <span class="p">(</span><span class="n">target_key</span><span class="p">,</span> <span class="n">target_output</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">source_outputs</span><span class="p">,</span> <span class="n">target_outputs</span><span class="p">):</span>
|
|||
|
|
</span><span id="__span-0-336"><a id="__codelineno-0-336" name="__codelineno-0-336"></a> <span class="n">diff</span> <span class="o">=</span> <span class="n">norm</span><span class="p">(</span><span class="n">source_output</span> <span class="o">-</span> <span class="n">target_output</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="n">source_output</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
|
|||
|
|
</span><span id="__span-0-337"><a id="__codelineno-0-337" name="__codelineno-0-337"></a> <span class="k">if</span> <span class="n">diff</span> <span class="o">></span> <span class="n">threshold</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-338"><a id="__codelineno-0-338" name="__codelineno-0-338"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_log</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-339"><a id="__codelineno-0-339" name="__codelineno-0-339"></a> <span class="sa">f</span><span class="s2">"Models diverged between </span><span class="si">{</span><span class="n">prev_source_key</span><span class="si">}</span><span class="s2"> and </span><span class="si">{</span><span class="n">source_key</span><span class="si">}</span><span class="s2">, and between </span><span class="si">{</span><span class="n">prev_target_key</span><span class="si">}</span><span class="s2"> and"</span>
|
|||
|
|
</span><span id="__span-0-340"><a id="__codelineno-0-340" name="__codelineno-0-340"></a> <span class="sa">f</span><span class="s2">" </span><span class="si">{</span><span class="n">target_key</span><span class="si">}</span><span class="s2">, difference in norm: </span><span class="si">{</span><span class="n">diff</span><span class="si">}</span><span class="s2">"</span>
|
|||
|
|
</span><span id="__span-0-341"><a id="__codelineno-0-341" name="__codelineno-0-341"></a> <span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-342"><a id="__codelineno-0-342" name="__codelineno-0-342"></a> <span class="k">return</span> <span class="kc">False</span>
|
|||
|
|
</span><span id="__span-0-343"><a id="__codelineno-0-343" name="__codelineno-0-343"></a> <span class="n">prev_source_key</span><span class="p">,</span> <span class="n">prev_target_key</span> <span class="o">=</span> <span class="n">source_key</span><span class="p">,</span> <span class="n">target_key</span>
|
|||
|
|
</span><span id="__span-0-344"><a id="__codelineno-0-344" name="__codelineno-0-344"></a>
|
|||
|
|
</span><span id="__span-0-345"><a id="__codelineno-0-345" name="__codelineno-0-345"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_log</span><span class="p">(</span><span class="n">message</span><span class="o">=</span><span class="sa">f</span><span class="s2">"Models agree. Difference in norm: </span><span class="si">{</span><span class="n">diff</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-346"><a id="__codelineno-0-346" name="__codelineno-0-346"></a>
|
|||
|
|
</span><span id="__span-0-347"><a id="__codelineno-0-347" name="__codelineno-0-347"></a> <span class="k">return</span> <span class="kc">True</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-function">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h3 id="refiners.fluxion.model_converter.ModelConverter.get_mapping" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">get_mapping</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.get_mapping" class="headerlink" title="Permanent link">¶</a></h3>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">get_mapping</span><span class="p">()</span> <span class="o">-></span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">,</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">]</span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
<p>Get the mapping between the source and target models' state_dicts.</p>
|
|||
|
|
|
|||
|
|
<details class="quote">
|
|||
|
|
<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
|
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-232">232</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-233">233</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-234">234</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-235">235</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-236">236</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-237">237</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-232"><a id="__codelineno-0-232" name="__codelineno-0-232"></a><span class="k">def</span> <span class="nf">get_mapping</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]:</span>
|
|||
|
|
</span><span id="__span-0-233"><a id="__codelineno-0-233" name="__codelineno-0-233"></a><span class="w"> </span><span class="sd">"""Get the mapping between the source and target models' state_dicts."""</span>
|
|||
|
|
</span><span id="__span-0-234"><a id="__codelineno-0-234" name="__codelineno-0-234"></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-235"><a id="__codelineno-0-235" name="__codelineno-0-235"></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"The conversion process is not done yet. Run `converter(args)` first."</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-236"><a id="__codelineno-0-236" name="__codelineno-0-236"></a> <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">_stored_mapping</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">,</span> <span class="s2">"Mapping is not stored"</span>
|
|||
|
|
</span><span id="__span-0-237"><a id="__codelineno-0-237" name="__codelineno-0-237"></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_stored_mapping</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-function">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h3 id="refiners.fluxion.model_converter.ModelConverter.get_module_signature" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">get_module_signature</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.get_module_signature" class="headerlink" title="Permanent link">¶</a></h3>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">get_module_signature</span><span class="p">(</span><span class="n">module</span><span class="p">:</span> <span class="n"><span title="torch.nn.Module">Module</span></span><span class="p">)</span> <span class="o">-></span> <span class="n"><span title="refiners.fluxion.model_converter.ModelTypeShape">ModelTypeShape</span></span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
<p>Get the signature of a module.</p>
|
|||
|
|
|
|||
|
|
<details class="quote">
|
|||
|
|
<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
|
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-449">449</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-450">450</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-451">451</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-452">452</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-453">453</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-454">454</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-449"><a id="__codelineno-0-449" name="__codelineno-0-449"></a><span class="k">def</span> <span class="nf">get_module_signature</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">module</span><span class="p">:</span> <span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">)</span> <span class="o">-></span> <span class="n">ModelTypeShape</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-450"><a id="__codelineno-0-450" name="__codelineno-0-450"></a><span class="w"> </span><span class="sd">"""Get the signature of a module."""</span>
|
|||
|
|
</span><span id="__span-0-451"><a id="__codelineno-0-451" name="__codelineno-0-451"></a> <span class="n">layer_type</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_infer_basic_layer_type</span><span class="p">(</span><span class="n">module</span><span class="o">=</span><span class="n">module</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-452"><a id="__codelineno-0-452" name="__codelineno-0-452"></a> <span class="k">assert</span> <span class="n">layer_type</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">,</span> <span class="sa">f</span><span class="s2">"Module </span><span class="si">{</span><span class="n">module</span><span class="si">}</span><span class="s2"> is not a basic layer"</span>
|
|||
|
|
</span><span id="__span-0-453"><a id="__codelineno-0-453" name="__codelineno-0-453"></a> <span class="n">param_shapes</span> <span class="o">=</span> <span class="p">[</span><span class="n">p</span><span class="o">.</span><span class="n">shape</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">module</span><span class="o">.</span><span class="n">parameters</span><span class="p">()]</span>
|
|||
|
|
</span><span id="__span-0-454"><a id="__codelineno-0-454" name="__codelineno-0-454"></a> <span class="k">return</span> <span class="p">(</span><span class="n">layer_type</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">param_shapes</span><span class="p">))</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-function">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h3 id="refiners.fluxion.model_converter.ModelConverter.get_state_dict" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">get_state_dict</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.get_state_dict" class="headerlink" title="Permanent link">¶</a></h3>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">get_state_dict</span><span class="p">()</span> <span class="o">-></span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">,</span> <span class="n"><span title="torch.Tensor">Tensor</span></span><span class="p">]</span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
<p>Get the converted state_dict.</p>
|
|||
|
|
|
|||
|
|
<details class="quote">
|
|||
|
|
<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
|
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-226">226</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-227">227</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-228">228</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-229">229</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-230">230</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-226"><a id="__codelineno-0-226" name="__codelineno-0-226"></a><span class="k">def</span> <span class="nf">get_state_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Tensor</span><span class="p">]:</span>
|
|||
|
|
</span><span id="__span-0-227"><a id="__codelineno-0-227" name="__codelineno-0-227"></a><span class="w"> </span><span class="sd">"""Get the converted state_dict."""</span>
|
|||
|
|
</span><span id="__span-0-228"><a id="__codelineno-0-228" name="__codelineno-0-228"></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-229"><a id="__codelineno-0-229" name="__codelineno-0-229"></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"The conversion process is not done yet. Run `converter(args)` first."</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-230"><a id="__codelineno-0-230" name="__codelineno-0-230"></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">target_model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">()</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-function">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h3 id="refiners.fluxion.model_converter.ModelConverter.map_state_dicts" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">map_state_dicts</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.map_state_dicts" class="headerlink" title="Permanent link">¶</a></h3>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">map_state_dicts</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> <span class="n">source_args</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="n">target_args</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="p">)</span> <span class="o">-></span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">,</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
<p>Find a mapping between the source and target models' state_dicts.</p>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Parameters:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Name</th>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
<th>Default</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>source_args</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The arguments to pass to the source model it can be either a tuple of positional arguments,
|
|||
|
|
a dictionary of keyword arguments, or a dictionary with <code>positional</code> and <code>keyword</code> keys. If <code>target_args</code>
|
|||
|
|
is not provided, these arguments will also be passed to the target model.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<em>required</em>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>target_args</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span> | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The arguments to pass to the target model it can be either a tuple of positional arguments,
|
|||
|
|
a dictionary of keyword arguments, or a dictionary with <code>positional</code> and <code>keyword</code> keys.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>None</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Returns:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a>, <a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a>] | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>A dictionary mapping keys in the target model's state_dict to keys in the source model's state_dict.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
<details class="quote">
|
|||
|
|
<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
|
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-260">260</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-261">261</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-262">262</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-263">263</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-264">264</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-265">265</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-266">266</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-267">267</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-268">268</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-269">269</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-270">270</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-271">271</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-272">272</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-273">273</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-274">274</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-275">275</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-276">276</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-277">277</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-278">278</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-279">279</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-280">280</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-281">281</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-282">282</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-283">283</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-284">284</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-285">285</a></span>
|
|||
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|
<span class="normal"><a href="#__codelineno-0-286">286</a></span>
|
|||
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|
<span class="normal"><a href="#__codelineno-0-287">287</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-288">288</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-289">289</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-290">290</a></span>
|
|||
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<span class="normal"><a href="#__codelineno-0-291">291</a></span>
|
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|
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<span class="normal"><a href="#__codelineno-0-292">292</a></span>
|
|||
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<span class="normal"><a href="#__codelineno-0-293">293</a></span>
|
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<span class="normal"><a href="#__codelineno-0-294">294</a></span>
|
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<span class="normal"><a href="#__codelineno-0-295">295</a></span>
|
|||
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<span class="normal"><a href="#__codelineno-0-296">296</a></span>
|
|||
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|
<span class="normal"><a href="#__codelineno-0-297">297</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-298">298</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-299">299</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-300">300</a></span>
|
|||
|
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<span class="normal"><a href="#__codelineno-0-301">301</a></span>
|
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<span class="normal"><a href="#__codelineno-0-302">302</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-303">303</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-260"><a id="__codelineno-0-260" name="__codelineno-0-260"></a><span class="k">def</span> <span class="nf">map_state_dicts</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-261"><a id="__codelineno-0-261" name="__codelineno-0-261"></a> <span class="bp">self</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-262"><a id="__codelineno-0-262" name="__codelineno-0-262"></a> <span class="n">source_args</span><span class="p">:</span> <span class="n">ModuleArgs</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-263"><a id="__codelineno-0-263" name="__codelineno-0-263"></a> <span class="n">target_args</span><span class="p">:</span> <span class="n">ModuleArgs</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-264"><a id="__codelineno-0-264" name="__codelineno-0-264"></a><span class="p">)</span> <span class="o">-></span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-265"><a id="__codelineno-0-265" name="__codelineno-0-265"></a><span class="w"> </span><span class="sd">"""Find a mapping between the source and target models' state_dicts.</span>
|
|||
|
|
</span><span id="__span-0-266"><a id="__codelineno-0-266" name="__codelineno-0-266"></a>
|
|||
|
|
</span><span id="__span-0-267"><a id="__codelineno-0-267" name="__codelineno-0-267"></a><span class="sd"> Args:</span>
|
|||
|
|
</span><span id="__span-0-268"><a id="__codelineno-0-268" name="__codelineno-0-268"></a><span class="sd"> source_args: The arguments to pass to the source model it can be either a tuple of positional arguments,</span>
|
|||
|
|
</span><span id="__span-0-269"><a id="__codelineno-0-269" name="__codelineno-0-269"></a><span class="sd"> a dictionary of keyword arguments, or a dictionary with `positional` and `keyword` keys. If `target_args`</span>
|
|||
|
|
</span><span id="__span-0-270"><a id="__codelineno-0-270" name="__codelineno-0-270"></a><span class="sd"> is not provided, these arguments will also be passed to the target model.</span>
|
|||
|
|
</span><span id="__span-0-271"><a id="__codelineno-0-271" name="__codelineno-0-271"></a><span class="sd"> target_args: The arguments to pass to the target model it can be either a tuple of positional arguments,</span>
|
|||
|
|
</span><span id="__span-0-272"><a id="__codelineno-0-272" name="__codelineno-0-272"></a><span class="sd"> a dictionary of keyword arguments, or a dictionary with `positional` and `keyword` keys.</span>
|
|||
|
|
</span><span id="__span-0-273"><a id="__codelineno-0-273" name="__codelineno-0-273"></a>
|
|||
|
|
</span><span id="__span-0-274"><a id="__codelineno-0-274" name="__codelineno-0-274"></a><span class="sd"> Returns:</span>
|
|||
|
|
</span><span id="__span-0-275"><a id="__codelineno-0-275" name="__codelineno-0-275"></a><span class="sd"> A dictionary mapping keys in the target model's state_dict to keys in the source model's state_dict.</span>
|
|||
|
|
</span><span id="__span-0-276"><a id="__codelineno-0-276" name="__codelineno-0-276"></a><span class="sd"> """</span>
|
|||
|
|
</span><span id="__span-0-277"><a id="__codelineno-0-277" name="__codelineno-0-277"></a> <span class="k">if</span> <span class="n">target_args</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-278"><a id="__codelineno-0-278" name="__codelineno-0-278"></a> <span class="n">target_args</span> <span class="o">=</span> <span class="n">source_args</span>
|
|||
|
|
</span><span id="__span-0-279"><a id="__codelineno-0-279" name="__codelineno-0-279"></a>
|
|||
|
|
</span><span id="__span-0-280"><a id="__codelineno-0-280" name="__codelineno-0-280"></a> <span class="n">source_order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_trace_module_execution_order</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-281"><a id="__codelineno-0-281" name="__codelineno-0-281"></a> <span class="n">module</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">source_model</span><span class="p">,</span> <span class="n">args</span><span class="o">=</span><span class="n">source_args</span><span class="p">,</span> <span class="n">keys_to_skip</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">source_keys_to_skip</span>
|
|||
|
|
</span><span id="__span-0-282"><a id="__codelineno-0-282" name="__codelineno-0-282"></a> <span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-283"><a id="__codelineno-0-283" name="__codelineno-0-283"></a> <span class="n">target_order</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_trace_module_execution_order</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-284"><a id="__codelineno-0-284" name="__codelineno-0-284"></a> <span class="n">module</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">target_model</span><span class="p">,</span> <span class="n">args</span><span class="o">=</span><span class="n">target_args</span><span class="p">,</span> <span class="n">keys_to_skip</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">target_keys_to_skip</span>
|
|||
|
|
</span><span id="__span-0-285"><a id="__codelineno-0-285" name="__codelineno-0-285"></a> <span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-286"><a id="__codelineno-0-286" name="__codelineno-0-286"></a>
|
|||
|
|
</span><span id="__span-0-287"><a id="__codelineno-0-287" name="__codelineno-0-287"></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_assert_shapes_aligned</span><span class="p">(</span><span class="n">source_order</span><span class="o">=</span><span class="n">source_order</span><span class="p">,</span> <span class="n">target_order</span><span class="o">=</span><span class="n">target_order</span><span class="p">):</span>
|
|||
|
|
</span><span id="__span-0-288"><a id="__codelineno-0-288" name="__codelineno-0-288"></a> <span class="k">return</span> <span class="kc">None</span>
|
|||
|
|
</span><span id="__span-0-289"><a id="__codelineno-0-289" name="__codelineno-0-289"></a>
|
|||
|
|
</span><span id="__span-0-290"><a id="__codelineno-0-290" name="__codelineno-0-290"></a> <span class="n">mapping</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">{}</span>
|
|||
|
|
</span><span id="__span-0-291"><a id="__codelineno-0-291" name="__codelineno-0-291"></a> <span class="k">for</span> <span class="n">source_type_shape</span> <span class="ow">in</span> <span class="n">source_order</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-292"><a id="__codelineno-0-292" name="__codelineno-0-292"></a> <span class="n">source_keys</span> <span class="o">=</span> <span class="n">source_order</span><span class="p">[</span><span class="n">source_type_shape</span><span class="p">]</span>
|
|||
|
|
</span><span id="__span-0-293"><a id="__codelineno-0-293" name="__codelineno-0-293"></a> <span class="n">target_type_shape</span> <span class="o">=</span> <span class="n">source_type_shape</span>
|
|||
|
|
</span><span id="__span-0-294"><a id="__codelineno-0-294" name="__codelineno-0-294"></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_is_torch_basic_layer</span><span class="p">(</span><span class="n">module_type</span><span class="o">=</span><span class="n">source_type_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
|
|||
|
|
</span><span id="__span-0-295"><a id="__codelineno-0-295" name="__codelineno-0-295"></a> <span class="k">for</span> <span class="n">source_custom_type</span><span class="p">,</span> <span class="n">target_custom_type</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">custom_layer_mapping</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
|
|||
|
|
</span><span id="__span-0-296"><a id="__codelineno-0-296" name="__codelineno-0-296"></a> <span class="k">if</span> <span class="n">source_custom_type</span> <span class="o">==</span> <span class="n">source_type_shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span>
|
|||
|
|
</span><span id="__span-0-297"><a id="__codelineno-0-297" name="__codelineno-0-297"></a> <span class="n">target_type_shape</span> <span class="o">=</span> <span class="p">(</span><span class="n">target_custom_type</span><span class="p">,</span> <span class="n">source_type_shape</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
|
|||
|
|
</span><span id="__span-0-298"><a id="__codelineno-0-298" name="__codelineno-0-298"></a> <span class="k">break</span>
|
|||
|
|
</span><span id="__span-0-299"><a id="__codelineno-0-299" name="__codelineno-0-299"></a>
|
|||
|
|
</span><span id="__span-0-300"><a id="__codelineno-0-300" name="__codelineno-0-300"></a> <span class="n">target_keys</span> <span class="o">=</span> <span class="n">target_order</span><span class="p">[</span><span class="n">target_type_shape</span><span class="p">]</span>
|
|||
|
|
</span><span id="__span-0-301"><a id="__codelineno-0-301" name="__codelineno-0-301"></a> <span class="n">mapping</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">target_keys</span><span class="p">,</span> <span class="n">source_keys</span><span class="p">))</span>
|
|||
|
|
</span><span id="__span-0-302"><a id="__codelineno-0-302" name="__codelineno-0-302"></a>
|
|||
|
|
</span><span id="__span-0-303"><a id="__codelineno-0-303" name="__codelineno-0-303"></a> <span class="k">return</span> <span class="n">mapping</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-function">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h3 id="refiners.fluxion.model_converter.ModelConverter.run" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">run</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.run" class="headerlink" title="Permanent link">¶</a></h3>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">run</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> <span class="n">source_args</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="n">target_args</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="p">)</span> <span class="o">-></span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
<p>Run the conversion process.</p>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Parameters:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Name</th>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
<th>Default</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>source_args</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The arguments to pass to the source model it can be either a tuple of positional arguments,
|
|||
|
|
a dictionary of keyword arguments, or a dictionary with <code>positional</code> and <code>keyword</code> keys. If <code>target_args</code>
|
|||
|
|
is not provided, these arguments will also be passed to the target model.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<em>required</em>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>target_args</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><span title="refiners.fluxion.model_converter.ModelConverter.ModuleArgs">ModuleArgs</span> | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The arguments to pass to the target model it can be either a tuple of positional arguments,
|
|||
|
|
a dictionary of keyword arguments, or a dictionary with <code>positional</code> and <code>keyword</code> keys.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>None</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Returns:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>True if the conversion process is done and the models agree.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
<details class="quote">
|
|||
|
|
<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
|
<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-141">141</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-142">142</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-143">143</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-144">144</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-145">145</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-146">146</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-147">147</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-148">148</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-149">149</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-150">150</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-151">151</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-152">152</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-153">153</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-154">154</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-155">155</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-156">156</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-157">157</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-158">158</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-159">159</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-160">160</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-161">161</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-162">162</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-163">163</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-164">164</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-165">165</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-166">166</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-167">167</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-168">168</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-169">169</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-170">170</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-171">171</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-172">172</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-173">173</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-174">174</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-175">175</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-176">176</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-177">177</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-178">178</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-179">179</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-180">180</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-141"><a id="__codelineno-0-141" name="__codelineno-0-141"></a><span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">source_args</span><span class="p">:</span> <span class="n">ModuleArgs</span><span class="p">,</span> <span class="n">target_args</span><span class="p">:</span> <span class="n">ModuleArgs</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-></span> <span class="nb">bool</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-142"><a id="__codelineno-0-142" name="__codelineno-0-142"></a><span class="w"> </span><span class="sd">"""Run the conversion process.</span>
|
|||
|
|
</span><span id="__span-0-143"><a id="__codelineno-0-143" name="__codelineno-0-143"></a>
|
|||
|
|
</span><span id="__span-0-144"><a id="__codelineno-0-144" name="__codelineno-0-144"></a><span class="sd"> Args:</span>
|
|||
|
|
</span><span id="__span-0-145"><a id="__codelineno-0-145" name="__codelineno-0-145"></a><span class="sd"> source_args: The arguments to pass to the source model it can be either a tuple of positional arguments,</span>
|
|||
|
|
</span><span id="__span-0-146"><a id="__codelineno-0-146" name="__codelineno-0-146"></a><span class="sd"> a dictionary of keyword arguments, or a dictionary with `positional` and `keyword` keys. If `target_args`</span>
|
|||
|
|
</span><span id="__span-0-147"><a id="__codelineno-0-147" name="__codelineno-0-147"></a><span class="sd"> is not provided, these arguments will also be passed to the target model.</span>
|
|||
|
|
</span><span id="__span-0-148"><a id="__codelineno-0-148" name="__codelineno-0-148"></a><span class="sd"> target_args: The arguments to pass to the target model it can be either a tuple of positional arguments,</span>
|
|||
|
|
</span><span id="__span-0-149"><a id="__codelineno-0-149" name="__codelineno-0-149"></a><span class="sd"> a dictionary of keyword arguments, or a dictionary with `positional` and `keyword` keys.</span>
|
|||
|
|
</span><span id="__span-0-150"><a id="__codelineno-0-150" name="__codelineno-0-150"></a>
|
|||
|
|
</span><span id="__span-0-151"><a id="__codelineno-0-151" name="__codelineno-0-151"></a><span class="sd"> Returns:</span>
|
|||
|
|
</span><span id="__span-0-152"><a id="__codelineno-0-152" name="__codelineno-0-152"></a><span class="sd"> True if the conversion process is done and the models agree.</span>
|
|||
|
|
</span><span id="__span-0-153"><a id="__codelineno-0-153" name="__codelineno-0-153"></a><span class="sd"> """</span>
|
|||
|
|
</span><span id="__span-0-154"><a id="__codelineno-0-154" name="__codelineno-0-154"></a> <span class="k">if</span> <span class="n">target_args</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-155"><a id="__codelineno-0-155" name="__codelineno-0-155"></a> <span class="n">target_args</span> <span class="o">=</span> <span class="n">source_args</span>
|
|||
|
|
</span><span id="__span-0-156"><a id="__codelineno-0-156" name="__codelineno-0-156"></a>
|
|||
|
|
</span><span id="__span-0-157"><a id="__codelineno-0-157" name="__codelineno-0-157"></a> <span class="k">match</span> <span class="bp">self</span><span class="o">.</span><span class="n">stage</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-158"><a id="__codelineno-0-158" name="__codelineno-0-158"></a> <span class="k">case</span> <span class="n">ConversionStage</span><span class="o">.</span><span class="n">MODELS_OUTPUT_AGREE</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-159"><a id="__codelineno-0-159" name="__codelineno-0-159"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_increment_stage</span><span class="p">()</span>
|
|||
|
|
</span><span id="__span-0-160"><a id="__codelineno-0-160" name="__codelineno-0-160"></a> <span class="k">return</span> <span class="kc">True</span>
|
|||
|
|
</span><span id="__span-0-161"><a id="__codelineno-0-161" name="__codelineno-0-161"></a>
|
|||
|
|
</span><span id="__span-0-162"><a id="__codelineno-0-162" name="__codelineno-0-162"></a> <span class="k">case</span> <span class="n">ConversionStage</span><span class="o">.</span><span class="n">SHAPE_AND_LAYERS_MATCH</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_run_shape_and_layers_match_stage</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-163"><a id="__codelineno-0-163" name="__codelineno-0-163"></a> <span class="n">source_args</span><span class="o">=</span><span class="n">source_args</span><span class="p">,</span> <span class="n">target_args</span><span class="o">=</span><span class="n">target_args</span>
|
|||
|
|
</span><span id="__span-0-164"><a id="__codelineno-0-164" name="__codelineno-0-164"></a> <span class="p">):</span>
|
|||
|
|
</span><span id="__span-0-165"><a id="__codelineno-0-165" name="__codelineno-0-165"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_increment_stage</span><span class="p">()</span>
|
|||
|
|
</span><span id="__span-0-166"><a id="__codelineno-0-166" name="__codelineno-0-166"></a> <span class="k">return</span> <span class="kc">True</span>
|
|||
|
|
</span><span id="__span-0-167"><a id="__codelineno-0-167" name="__codelineno-0-167"></a>
|
|||
|
|
</span><span id="__span-0-168"><a id="__codelineno-0-168" name="__codelineno-0-168"></a> <span class="k">case</span> <span class="n">ConversionStage</span><span class="o">.</span><span class="n">BASIC_LAYERS_MATCH</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_run_basic_layers_match_stage</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-169"><a id="__codelineno-0-169" name="__codelineno-0-169"></a> <span class="n">source_args</span><span class="o">=</span><span class="n">source_args</span><span class="p">,</span> <span class="n">target_args</span><span class="o">=</span><span class="n">target_args</span>
|
|||
|
|
</span><span id="__span-0-170"><a id="__codelineno-0-170" name="__codelineno-0-170"></a> <span class="p">):</span>
|
|||
|
|
</span><span id="__span-0-171"><a id="__codelineno-0-171" name="__codelineno-0-171"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_increment_stage</span><span class="p">()</span>
|
|||
|
|
</span><span id="__span-0-172"><a id="__codelineno-0-172" name="__codelineno-0-172"></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">source_args</span><span class="o">=</span><span class="n">source_args</span><span class="p">,</span> <span class="n">target_args</span><span class="o">=</span><span class="n">target_args</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-173"><a id="__codelineno-0-173" name="__codelineno-0-173"></a>
|
|||
|
|
</span><span id="__span-0-174"><a id="__codelineno-0-174" name="__codelineno-0-174"></a> <span class="k">case</span> <span class="n">ConversionStage</span><span class="o">.</span><span class="n">INIT</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_run_init_stage</span><span class="p">():</span>
|
|||
|
|
</span><span id="__span-0-175"><a id="__codelineno-0-175" name="__codelineno-0-175"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_increment_stage</span><span class="p">()</span>
|
|||
|
|
</span><span id="__span-0-176"><a id="__codelineno-0-176" name="__codelineno-0-176"></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">source_args</span><span class="o">=</span><span class="n">source_args</span><span class="p">,</span> <span class="n">target_args</span><span class="o">=</span><span class="n">target_args</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-177"><a id="__codelineno-0-177" name="__codelineno-0-177"></a>
|
|||
|
|
</span><span id="__span-0-178"><a id="__codelineno-0-178" name="__codelineno-0-178"></a> <span class="k">case</span><span class="w"> </span><span class="k">_</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-179"><a id="__codelineno-0-179" name="__codelineno-0-179"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_log</span><span class="p">(</span><span class="n">message</span><span class="o">=</span><span class="sa">f</span><span class="s2">"Conversion failed at stage </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">stage</span><span class="o">.</span><span class="n">value</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-180"><a id="__codelineno-0-180" name="__codelineno-0-180"></a> <span class="k">return</span> <span class="kc">False</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
</div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-object doc-function">
|
|||
|
|
|
|||
|
|
|
|||
|
|
<h3 id="refiners.fluxion.model_converter.ModelConverter.save_to_safetensors" class="doc doc-heading">
|
|||
|
|
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">save_to_safetensors</span>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<a href="#refiners.fluxion.model_converter.ModelConverter.save_to_safetensors" class="headerlink" title="Permanent link">¶</a></h3>
|
|||
|
|
<div class="language-python doc-signature highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="nf">save_to_safetensors</span><span class="p">(</span>
|
|||
|
|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> <span class="n">path</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="pathlib.Path" href="https://docs.python.org/3/library/pathlib.html#pathlib.Path">Path</a></span> <span class="o">|</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="n">metadata</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">,</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-4"><a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a> <span class="n">half</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
|
|||
|
|
</span><span id="__span-0-5"><a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span>
|
|||
|
|
</span></code></pre></div>
|
|||
|
|
|
|||
|
|
<div class="doc doc-contents ">
|
|||
|
|
|
|||
|
|
<p>Save the converted model to a SafeTensors file.</p>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<details class="warning" open>
|
|||
|
|
<summary>Warning</summary>
|
|||
|
|
<p>This method can only be called after the conversion process is done.</p>
|
|||
|
|
</details>
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Parameters:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Name</th>
|
|||
|
|
<th>Type</th>
|
|||
|
|
<th>Description</th>
|
|||
|
|
<th>Default</th>
|
|||
|
|
</tr>
|
|||
|
|
</thead>
|
|||
|
|
<tbody>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>path</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" title="pathlib.Path" href="https://docs.python.org/3/library/pathlib.html#pathlib.Path">Path</a> | <a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>The path to save the converted model to.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<em>required</em>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>metadata</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#dict">dict</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a>, <a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#str">str</a>] | None</code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>Metadata to save with the converted model.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>None</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
<tr class="doc-section-item">
|
|||
|
|
<td><code>half</code></td>
|
|||
|
|
<td>
|
|||
|
|
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#bool">bool</a></code>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<div class="doc-md-description">
|
|||
|
|
<p>Whether to save the converted model as half precision.</p>
|
|||
|
|
</div>
|
|||
|
|
</td>
|
|||
|
|
<td>
|
|||
|
|
<code>False</code>
|
|||
|
|
</td>
|
|||
|
|
</tr>
|
|||
|
|
</tbody>
|
|||
|
|
</table>
|
|||
|
|
|
|||
|
|
|
|||
|
|
<p><span class="doc-section-title">Raises:</span></p>
|
|||
|
|
<table>
|
|||
|
|
<thead>
|
|||
|
|
<tr>
|
|||
|
|
<th>Type</th>
|
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<th>Description</th>
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</tr>
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</thead>
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<tbody>
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<tr class="doc-section-item">
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<td>
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<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/exceptions.html#ValueError">ValueError</a></code>
|
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</td>
|
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<td>
|
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|
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<div class="doc-md-description">
|
|||
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<p>If the conversion process is not done yet. Run <code>converter</code> first.</p>
|
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|
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</div>
|
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</td>
|
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<details class="quote">
|
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<summary>Source code in <code>src/refiners/fluxion/model_converter.py</code></summary>
|
|||
|
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<div class="language-python highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-239">239</a></span>
|
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<span class="normal"><a href="#__codelineno-0-240">240</a></span>
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<span class="normal"><a href="#__codelineno-0-241">241</a></span>
|
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<span class="normal"><a href="#__codelineno-0-242">242</a></span>
|
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<span class="normal"><a href="#__codelineno-0-243">243</a></span>
|
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|
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<span class="normal"><a href="#__codelineno-0-244">244</a></span>
|
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|
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<span class="normal"><a href="#__codelineno-0-245">245</a></span>
|
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|
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<span class="normal"><a href="#__codelineno-0-246">246</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-247">247</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-248">248</a></span>
|
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|
|
<span class="normal"><a href="#__codelineno-0-249">249</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-250">250</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-251">251</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-252">252</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-253">253</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-254">254</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-255">255</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-256">256</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-257">257</a></span>
|
|||
|
|
<span class="normal"><a href="#__codelineno-0-258">258</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-239"><a id="__codelineno-0-239" name="__codelineno-0-239"></a><span class="k">def</span> <span class="nf">save_to_safetensors</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">:</span> <span class="n">Path</span> <span class="o">|</span> <span class="nb">str</span><span class="p">,</span> <span class="n">metadata</span><span class="p">:</span> <span class="nb">dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">half</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-240"><a id="__codelineno-0-240" name="__codelineno-0-240"></a><span class="w"> </span><span class="sd">"""Save the converted model to a SafeTensors file.</span>
|
|||
|
|
</span><span id="__span-0-241"><a id="__codelineno-0-241" name="__codelineno-0-241"></a>
|
|||
|
|
</span><span id="__span-0-242"><a id="__codelineno-0-242" name="__codelineno-0-242"></a><span class="sd"> Warning:</span>
|
|||
|
|
</span><span id="__span-0-243"><a id="__codelineno-0-243" name="__codelineno-0-243"></a><span class="sd"> This method can only be called after the conversion process is done.</span>
|
|||
|
|
</span><span id="__span-0-244"><a id="__codelineno-0-244" name="__codelineno-0-244"></a>
|
|||
|
|
</span><span id="__span-0-245"><a id="__codelineno-0-245" name="__codelineno-0-245"></a><span class="sd"> Args:</span>
|
|||
|
|
</span><span id="__span-0-246"><a id="__codelineno-0-246" name="__codelineno-0-246"></a><span class="sd"> path: The path to save the converted model to.</span>
|
|||
|
|
</span><span id="__span-0-247"><a id="__codelineno-0-247" name="__codelineno-0-247"></a><span class="sd"> metadata: Metadata to save with the converted model.</span>
|
|||
|
|
</span><span id="__span-0-248"><a id="__codelineno-0-248" name="__codelineno-0-248"></a><span class="sd"> half: Whether to save the converted model as half precision.</span>
|
|||
|
|
</span><span id="__span-0-249"><a id="__codelineno-0-249" name="__codelineno-0-249"></a>
|
|||
|
|
</span><span id="__span-0-250"><a id="__codelineno-0-250" name="__codelineno-0-250"></a><span class="sd"> Raises:</span>
|
|||
|
|
</span><span id="__span-0-251"><a id="__codelineno-0-251" name="__codelineno-0-251"></a><span class="sd"> ValueError: If the conversion process is not done yet. Run `converter` first.</span>
|
|||
|
|
</span><span id="__span-0-252"><a id="__codelineno-0-252" name="__codelineno-0-252"></a><span class="sd"> """</span>
|
|||
|
|
</span><span id="__span-0-253"><a id="__codelineno-0-253" name="__codelineno-0-253"></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-254"><a id="__codelineno-0-254" name="__codelineno-0-254"></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"The conversion process is not done yet. Run `converter(args)` first."</span><span class="p">)</span>
|
|||
|
|
</span><span id="__span-0-255"><a id="__codelineno-0-255" name="__codelineno-0-255"></a> <span class="n">state_dict</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_state_dict</span><span class="p">()</span>
|
|||
|
|
</span><span id="__span-0-256"><a id="__codelineno-0-256" name="__codelineno-0-256"></a> <span class="k">if</span> <span class="n">half</span><span class="p">:</span>
|
|||
|
|
</span><span id="__span-0-257"><a id="__codelineno-0-257" name="__codelineno-0-257"></a> <span class="n">state_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="p">:</span> <span class="n">value</span><span class="o">.</span><span class="n">half</span><span class="p">()</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">state_dict</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
|
|||
|
|
</span><span id="__span-0-258"><a id="__codelineno-0-258" name="__codelineno-0-258"></a> <span class="n">save_to_safetensors</span><span class="p">(</span><span class="n">path</span><span class="o">=</span><span class="n">path</span><span class="p">,</span> <span class="n">tensors</span><span class="o">=</span><span class="n">state_dict</span><span class="p">,</span> <span class="n">metadata</span><span class="o">=</span><span class="n">metadata</span><span class="p">)</span>
|
|||
|
|
</span></code></pre></div></td></tr></table></div>
|
|||
|
|
</details>
|
|||
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|
|||
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|
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|
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|
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|
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<h2 id="refiners.fluxion.model_converter.ModuleArgsDict" class="doc doc-heading">
|
|||
|
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<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">ModuleArgsDict</span>
|
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|||
|
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<a href="#refiners.fluxion.model_converter.ModuleArgsDict" class="headerlink" title="Permanent link">¶</a></h2>
|
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<div class="doc doc-contents ">
|
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<p class="doc doc-class-bases">
|
|||
|
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Bases: <code><a class="autorefs autorefs-external" title="typing.TypedDict" href="https://docs.python.org/3/library/typing.html#typing.TypedDict">TypedDict</a></code></p>
|
|||
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|
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|
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<p>Represents positional and keyword arguments passed to a module.</p>
|
|||
|
|
<ul>
|
|||
|
|
<li><code>positional</code>: A tuple of positional arguments.</li>
|
|||
|
|
<li><code>keyword</code>: A dictionary of keyword arguments.</li>
|
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