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|
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Adapter
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ComfyUI Refiners
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Refiners
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<span class="md-nav__icon md-icon"></span>
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Refiners
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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>
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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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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Adapters
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<a href="./" class="md-nav__link md-nav__link--active">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Adapters
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</span>
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</a>
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<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
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<label class="md-nav__title" for="__toc">
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<span class="md-nav__icon md-icon"></span>
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Table of contents
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</label>
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<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="#refiners.fluxion.adapters.Adapter" class="md-nav__link">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> Adapter
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</span>
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</a>
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<nav class="md-nav" aria-label=" Adapter">
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<ul class="md-nav__list">
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<a href="#refiners.fluxion.adapters.Adapter.target" class="md-nav__link">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> target
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</span>
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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="#refiners.fluxion.adapters.Adapter.eject" class="md-nav__link">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> eject
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</span>
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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="#refiners.fluxion.adapters.Adapter.inject" class="md-nav__link">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> inject
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</span>
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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="#refiners.fluxion.adapters.Adapter.setup_adapter" class="md-nav__link">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> setup_adapter
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</span>
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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 class="md-nav__item">
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<a href="#refiners.fluxion.adapters.Conv2dLora" class="md-nav__link">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> Conv2dLora
|
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</span>
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</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.adapters.LinearLora" class="md-nav__link">
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> LinearLora
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</span>
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</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.adapters.Lora" class="md-nav__link">
|
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<span class="md-ellipsis">
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<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> Lora
|
||
</span>
|
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</a>
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|
||
<nav class="md-nav" aria-label=" Lora">
|
||
<ul class="md-nav__list">
|
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|
||
<li class="md-nav__item">
|
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<a href="#refiners.fluxion.adapters.Lora.down" class="md-nav__link">
|
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<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> down
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.rank" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> rank
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.scale" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> scale
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.up" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> up
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.from_dict" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> from_dict
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.load_weights" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> load_weights
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.lora_layers" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> lora_layers
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.reset_parameters" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> reset_parameters
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
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|
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</li>
|
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|
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<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> LoraAdapter
|
||
</span>
|
||
</a>
|
||
|
||
<nav class="md-nav" aria-label=" LoraAdapter">
|
||
<ul class="md-nav__list">
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.lora_layers" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> lora_layers
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.loras" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> loras
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.names" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> names
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.scales" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> scales
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.add_lora" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> add_lora
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.remove_lora" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> remove_lora
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.auto_attach_loras" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-function"></code> auto_attach_loras
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
|
||
</nav>
|
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|
||
</li>
|
||
|
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|
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|
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<li class="md-nav__item">
|
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<a href="../layers/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Layers
|
||
</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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|
||
<li class="md-nav__item">
|
||
<a href="../context/" class="md-nav__link">
|
||
|
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|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> 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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|
||
<li class="md-nav__item">
|
||
<a href="../utils/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Utils
|
||
</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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|
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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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<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5_1_2" >
|
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|
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|
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<label class="md-nav__link" for="__nav_5_1_2" id="__nav_5_1_2_label" tabindex="0">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Foundation Models
|
||
</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="3" aria-labelledby="__nav_5_1_2_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_5_1_2">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Foundation Models
|
||
</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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<li class="md-nav__item">
|
||
<a href="../../foundationals/clip/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> CLIP
|
||
</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="../../foundationals/dinov2/" class="md-nav__link">
|
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|
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|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> DINOv2
|
||
</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">
|
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<a href="../../foundationals/latent_diffusion/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Latent Diffusion
|
||
</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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|
||
<li class="md-nav__item">
|
||
<a href="../../foundationals/segment_anything/" class="md-nav__link">
|
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|
||
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Segment Anything
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
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|
||
|
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|
||
<li class="md-nav__item">
|
||
<a href="../../foundationals/swin/" class="md-nav__link">
|
||
|
||
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Swin Transformers
|
||
</span>
|
||
|
||
|
||
</a>
|
||
</li>
|
||
|
||
|
||
|
||
|
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</ul>
|
||
</nav>
|
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|
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</li>
|
||
|
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|
||
|
||
|
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</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
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|
||
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
|
||
|
||
</ul>
|
||
</nav>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
|
||
<div class="md-sidebar__scrollwrap">
|
||
<div class="md-sidebar__inner">
|
||
|
||
|
||
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
|
||
|
||
|
||
|
||
|
||
<label class="md-nav__title" for="__toc">
|
||
<span class="md-nav__icon md-icon"></span>
|
||
Table of contents
|
||
</label>
|
||
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Adapter" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> Adapter
|
||
</span>
|
||
</a>
|
||
|
||
<nav class="md-nav" aria-label=" Adapter">
|
||
<ul class="md-nav__list">
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Adapter.target" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> target
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Adapter.eject" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> eject
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Adapter.inject" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> inject
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Adapter.setup_adapter" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> setup_adapter
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Conv2dLora" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> Conv2dLora
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LinearLora" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> LinearLora
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> Lora
|
||
</span>
|
||
</a>
|
||
|
||
<nav class="md-nav" aria-label=" Lora">
|
||
<ul class="md-nav__list">
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.down" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> down
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.rank" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> rank
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.scale" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> scale
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.up" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> up
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.from_dict" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> from_dict
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.load_weights" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> load_weights
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.lora_layers" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> lora_layers
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.Lora.reset_parameters" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> reset_parameters
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-class"></code> LoraAdapter
|
||
</span>
|
||
</a>
|
||
|
||
<nav class="md-nav" aria-label=" LoraAdapter">
|
||
<ul class="md-nav__list">
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.lora_layers" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> lora_layers
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.loras" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> loras
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.names" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> names
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.scales" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-attribute"></code> scales
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.add_lora" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> add_lora
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.remove_lora" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-method"></code> remove_lora
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
</nav>
|
||
|
||
</li>
|
||
|
||
<li class="md-nav__item">
|
||
<a href="#refiners.fluxion.adapters.auto_attach_loras" class="md-nav__link">
|
||
<span class="md-ellipsis">
|
||
<code class="doc-symbol doc-symbol-toc doc-symbol-function"></code> auto_attach_loras
|
||
</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
</ul>
|
||
|
||
</nav>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="md-content" data-md-component="content">
|
||
<article class="md-content__inner md-typeset">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<h1><code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Adapters</h1>
|
||
|
||
<div class="doc doc-object doc-module">
|
||
|
||
|
||
|
||
|
||
<div class="doc doc-contents first">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="doc doc-children">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="doc doc-object doc-class">
|
||
|
||
|
||
|
||
<h2 id="refiners.fluxion.adapters.Adapter" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">Adapter</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Adapter" class="headerlink" title="Permanent link">¶</a></h2>
|
||
|
||
|
||
<div class="doc doc-contents ">
|
||
<p class="doc doc-class-bases">
|
||
Bases: <code><a class="autorefs autorefs-external" title="typing.Generic" href="https://docs.python.org/3/library/typing.html#typing.Generic">Generic</a>[<span title="refiners.fluxion.adapters.adapter.T">T</span>]</code></p>
|
||
|
||
|
||
<p>Base class for adapters.</p>
|
||
<p>An Adapter modifies the structure of a <a class="autorefs autorefs-internal" href="../layers/#refiners.fluxion.layers.Module"><code>Module</code></a>
|
||
(typically by adding, removing or replacing layers), to adapt it to a new task.</p>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="doc doc-children">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Adapter.target" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">target</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.Adapter.target" 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="n">target</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.adapters.adapter.T">T</span></span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The target of the adapter.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
|
||
|
||
<div class="doc doc-object doc-function">
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Adapter.eject" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">eject</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Adapter.eject" 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">eject</span><span class="p">()</span> <span class="o">-></span> <span class="kc">None</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Eject the adapter.</p>
|
||
<p>This method is the inverse of <a class="autorefs autorefs-internal" href="#refiners.fluxion.adapters.Adapter.inject"><code>inject</code></a>,
|
||
and should leave the target in the same state as before the injection.</p>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/adapter.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-0-85"> 85</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-86"> 86</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-87"> 87</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-88"> 88</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-89"> 89</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-90"> 90</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-91"> 91</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-92"> 92</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-93"> 93</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-94"> 94</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-95"> 95</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-96"> 96</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-97"> 97</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-98"> 98</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-99"> 99</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-100">100</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-101">101</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-102">102</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-103">103</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-104">104</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-85"><a id="__codelineno-0-85" name="__codelineno-0-85"></a><span class="k">def</span> <span class="nf">eject</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-86"><a id="__codelineno-0-86" name="__codelineno-0-86"></a><span class="w"> </span><span class="sd">"""Eject the adapter.</span>
|
||
</span><span id="__span-0-87"><a id="__codelineno-0-87" name="__codelineno-0-87"></a>
|
||
</span><span id="__span-0-88"><a id="__codelineno-0-88" name="__codelineno-0-88"></a><span class="sd"> This method is the inverse of [`inject`][refiners.fluxion.adapters.Adapter.inject],</span>
|
||
</span><span id="__span-0-89"><a id="__codelineno-0-89" name="__codelineno-0-89"></a><span class="sd"> and should leave the target in the same state as before the injection.</span>
|
||
</span><span id="__span-0-90"><a id="__codelineno-0-90" name="__codelineno-0-90"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-91"><a id="__codelineno-0-91" name="__codelineno-0-91"></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">Chain</span><span class="p">)</span>
|
||
</span><span id="__span-0-92"><a id="__codelineno-0-92" name="__codelineno-0-92"></a>
|
||
</span><span id="__span-0-93"><a id="__codelineno-0-93" name="__codelineno-0-93"></a> <span class="c1"># In general, the "actual target" is the target.</span>
|
||
</span><span id="__span-0-94"><a id="__codelineno-0-94" name="__codelineno-0-94"></a> <span class="c1"># Here we deal with the edge case where the target</span>
|
||
</span><span id="__span-0-95"><a id="__codelineno-0-95" name="__codelineno-0-95"></a> <span class="c1"># is part of the replacement block and has been adapted by</span>
|
||
</span><span id="__span-0-96"><a id="__codelineno-0-96" name="__codelineno-0-96"></a> <span class="c1"># another adapter after this one. For instance, this is the</span>
|
||
</span><span id="__span-0-97"><a id="__codelineno-0-97" name="__codelineno-0-97"></a> <span class="c1"># case when stacking Controlnets.</span>
|
||
</span><span id="__span-0-98"><a id="__codelineno-0-98" name="__codelineno-0-98"></a> <span class="n">actual_target</span> <span class="o">=</span> <span class="n">lookup_top_adapter</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="p">)</span>
|
||
</span><span id="__span-0-99"><a id="__codelineno-0-99" name="__codelineno-0-99"></a>
|
||
</span><span id="__span-0-100"><a id="__codelineno-0-100" name="__codelineno-0-100"></a> <span class="k">if</span> <span class="p">(</span><span class="n">parent</span> <span class="o">:=</span> <span class="bp">self</span><span class="o">.</span><span class="n">parent</span><span class="p">)</span> <span class="ow">is</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="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">actual_target</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">ContextModule</span><span class="p">):</span>
|
||
</span><span id="__span-0-102"><a id="__codelineno-0-102" name="__codelineno-0-102"></a> <span class="n">actual_target</span><span class="o">.</span><span class="n">_set_parent</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> <span class="c1"># type: ignore[reportPrivateUsage]</span>
|
||
</span><span id="__span-0-103"><a id="__codelineno-0-103" name="__codelineno-0-103"></a> <span class="k">else</span><span class="p">:</span>
|
||
</span><span id="__span-0-104"><a id="__codelineno-0-104" name="__codelineno-0-104"></a> <span class="n">parent</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">old_module</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">new_module</span><span class="o">=</span><span class="n">actual_target</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.adapters.Adapter.inject" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">inject</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Adapter.inject" 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">inject</span><span class="p">(</span><span class="n">parent</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Chain" href="../layers/#refiners.fluxion.layers.Chain">Chain</a></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="n"><span title="refiners.fluxion.adapters.adapter.TAdapter">TAdapter</span></span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Inject the adapter.</p>
|
||
<p>This method replaces the target of the adapter by the adapter inside the parent of the target.</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>parent</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Chain" href="../layers/#refiners.fluxion.layers.Chain">Chain</a> | None</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The parent to inject the adapter into, if the target doesn't have a parent.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/adapter.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-0-53">53</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-54">54</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-55">55</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-56">56</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-57">57</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-58">58</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-59">59</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-60">60</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-61">61</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-62">62</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-63">63</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-64">64</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-65">65</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-66">66</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-67">67</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-68">68</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-69">69</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-70">70</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-71">71</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-72">72</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-73">73</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-74">74</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-75">75</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-76">76</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-77">77</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-78">78</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-79">79</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-80">80</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-81">81</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-82">82</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-83">83</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-53"><a id="__codelineno-0-53" name="__codelineno-0-53"></a><span class="k">def</span> <span class="nf">inject</span><span class="p">(</span><span class="bp">self</span><span class="p">:</span> <span class="n">TAdapter</span><span class="p">,</span> <span class="n">parent</span><span class="p">:</span> <span class="n">fl</span><span class="o">.</span><span class="n">Chain</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="n">TAdapter</span><span class="p">:</span>
|
||
</span><span id="__span-0-54"><a id="__codelineno-0-54" name="__codelineno-0-54"></a><span class="w"> </span><span class="sd">"""Inject the adapter.</span>
|
||
</span><span id="__span-0-55"><a id="__codelineno-0-55" name="__codelineno-0-55"></a>
|
||
</span><span id="__span-0-56"><a id="__codelineno-0-56" name="__codelineno-0-56"></a><span class="sd"> This method replaces the target of the adapter by the adapter inside the parent of the target.</span>
|
||
</span><span id="__span-0-57"><a id="__codelineno-0-57" name="__codelineno-0-57"></a>
|
||
</span><span id="__span-0-58"><a id="__codelineno-0-58" name="__codelineno-0-58"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-59"><a id="__codelineno-0-59" name="__codelineno-0-59"></a><span class="sd"> parent: The parent to inject the adapter into, if the target doesn't have a parent.</span>
|
||
</span><span id="__span-0-60"><a id="__codelineno-0-60" name="__codelineno-0-60"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-61"><a id="__codelineno-0-61" name="__codelineno-0-61"></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">Chain</span><span class="p">)</span>
|
||
</span><span id="__span-0-62"><a id="__codelineno-0-62" name="__codelineno-0-62"></a>
|
||
</span><span id="__span-0-63"><a id="__codelineno-0-63" name="__codelineno-0-63"></a> <span class="k">if</span> <span class="p">(</span><span class="n">parent</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">ContextModule</span><span class="p">):</span>
|
||
</span><span id="__span-0-64"><a id="__codelineno-0-64" name="__codelineno-0-64"></a> <span class="n">parent</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">parent</span>
|
||
</span><span id="__span-0-65"><a id="__codelineno-0-65" name="__codelineno-0-65"></a> <span class="k">if</span> <span class="n">parent</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-66"><a id="__codelineno-0-66" name="__codelineno-0-66"></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">parent</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">Chain</span><span class="p">),</span> <span class="sa">f</span><span class="s2">"</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="si">}</span><span class="s2"> has invalid parent </span><span class="si">{</span><span class="n">parent</span><span class="si">}</span><span class="s2">"</span>
|
||
</span><span id="__span-0-67"><a id="__codelineno-0-67" name="__codelineno-0-67"></a>
|
||
</span><span id="__span-0-68"><a id="__codelineno-0-68" name="__codelineno-0-68"></a> <span class="n">target_parent</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">find_parent</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="p">)</span>
|
||
</span><span id="__span-0-69"><a id="__codelineno-0-69" name="__codelineno-0-69"></a>
|
||
</span><span id="__span-0-70"><a id="__codelineno-0-70" name="__codelineno-0-70"></a> <span class="k">if</span> <span class="n">parent</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-71"><a id="__codelineno-0-71" name="__codelineno-0-71"></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">ContextModule</span><span class="p">):</span>
|
||
</span><span id="__span-0-72"><a id="__codelineno-0-72" name="__codelineno-0-72"></a> <span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="o">.</span><span class="n">_set_parent</span><span class="p">(</span><span class="n">target_parent</span><span class="p">)</span> <span class="c1"># type: ignore[reportPrivateUsage]</span>
|
||
</span><span id="__span-0-73"><a id="__codelineno-0-73" name="__codelineno-0-73"></a> <span class="k">return</span> <span class="bp">self</span>
|
||
</span><span id="__span-0-74"><a id="__codelineno-0-74" name="__codelineno-0-74"></a>
|
||
</span><span id="__span-0-75"><a id="__codelineno-0-75" name="__codelineno-0-75"></a> <span class="c1"># In general, `true_parent` is `parent`. We do this to support multiple adaptation,</span>
|
||
</span><span id="__span-0-76"><a id="__codelineno-0-76" name="__codelineno-0-76"></a> <span class="c1"># i.e. initializing two adapters before injecting them.</span>
|
||
</span><span id="__span-0-77"><a id="__codelineno-0-77" name="__codelineno-0-77"></a> <span class="n">true_parent</span> <span class="o">=</span> <span class="n">parent</span><span class="o">.</span><span class="n">ensure_find_parent</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="p">)</span>
|
||
</span><span id="__span-0-78"><a id="__codelineno-0-78" name="__codelineno-0-78"></a> <span class="n">true_parent</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span>
|
||
</span><span id="__span-0-79"><a id="__codelineno-0-79" name="__codelineno-0-79"></a> <span class="n">old_module</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">target</span><span class="p">,</span>
|
||
</span><span id="__span-0-80"><a id="__codelineno-0-80" name="__codelineno-0-80"></a> <span class="n">new_module</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span>
|
||
</span><span id="__span-0-81"><a id="__codelineno-0-81" name="__codelineno-0-81"></a> <span class="n">old_module_parent</span><span class="o">=</span><span class="n">target_parent</span><span class="p">,</span>
|
||
</span><span id="__span-0-82"><a id="__codelineno-0-82" name="__codelineno-0-82"></a> <span class="p">)</span>
|
||
</span><span id="__span-0-83"><a id="__codelineno-0-83" name="__codelineno-0-83"></a> <span class="k">return</span> <span class="bp">self</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-function">
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Adapter.setup_adapter" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">setup_adapter</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Adapter.setup_adapter" 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">setup_adapter</span><span class="p">(</span><span class="n">target</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.adapters.adapter.T">T</span></span><span class="p">)</span> <span class="o">-></span> <span class="n"><a class="autorefs autorefs-external" title="typing.Iterator" href="https://docs.python.org/3/library/typing.html#typing.Iterator">Iterator</a></span><span class="p">[</span><span class="kc">None</span><span class="p">]</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Setup the adapter.</p>
|
||
<p>This method should be called by the constructor of the adapter.
|
||
It sets the target of the adapter and ensures that the adapter
|
||
is not a submodule of the target.</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>target</code>
|
||
</td>
|
||
<td>
|
||
<code><span title="refiners.fluxion.adapters.adapter.T">T</span></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The target of the adapter.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/adapter.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-0-29">29</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-30">30</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-31">31</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-32">32</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-33">33</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-34">34</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-35">35</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-36">36</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-37">37</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-38">38</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-39">39</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-40">40</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-41">41</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-42">42</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-43">43</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-44">44</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-45">45</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-46">46</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-47">47</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-48">48</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-49">49</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-50">50</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-51">51</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-29"><a id="__codelineno-0-29" name="__codelineno-0-29"></a><span class="nd">@contextlib</span><span class="o">.</span><span class="n">contextmanager</span>
|
||
</span><span id="__span-0-30"><a id="__codelineno-0-30" name="__codelineno-0-30"></a><span class="k">def</span> <span class="nf">setup_adapter</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">target</span><span class="p">:</span> <span class="n">T</span><span class="p">)</span> <span class="o">-></span> <span class="n">Iterator</span><span class="p">[</span><span class="kc">None</span><span class="p">]:</span>
|
||
</span><span id="__span-0-31"><a id="__codelineno-0-31" name="__codelineno-0-31"></a><span class="w"> </span><span class="sd">"""Setup the adapter.</span>
|
||
</span><span id="__span-0-32"><a id="__codelineno-0-32" name="__codelineno-0-32"></a>
|
||
</span><span id="__span-0-33"><a id="__codelineno-0-33" name="__codelineno-0-33"></a><span class="sd"> This method should be called by the constructor of the adapter.</span>
|
||
</span><span id="__span-0-34"><a id="__codelineno-0-34" name="__codelineno-0-34"></a><span class="sd"> It sets the target of the adapter and ensures that the adapter</span>
|
||
</span><span id="__span-0-35"><a id="__codelineno-0-35" name="__codelineno-0-35"></a><span class="sd"> is not a submodule of the target.</span>
|
||
</span><span id="__span-0-36"><a id="__codelineno-0-36" name="__codelineno-0-36"></a>
|
||
</span><span id="__span-0-37"><a id="__codelineno-0-37" name="__codelineno-0-37"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-38"><a id="__codelineno-0-38" name="__codelineno-0-38"></a><span class="sd"> target: The target of the adapter.</span>
|
||
</span><span id="__span-0-39"><a id="__codelineno-0-39" name="__codelineno-0-39"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-40"><a id="__codelineno-0-40" name="__codelineno-0-40"></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">Chain</span><span class="p">)</span>
|
||
</span><span id="__span-0-41"><a id="__codelineno-0-41" name="__codelineno-0-41"></a> <span class="k">assert</span> <span class="p">(</span><span class="ow">not</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"_modules"</span><span class="p">))</span> <span class="ow">or</span> <span class="p">(</span>
|
||
</span><span id="__span-0-42"><a id="__codelineno-0-42" name="__codelineno-0-42"></a> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span>
|
||
</span><span id="__span-0-43"><a id="__codelineno-0-43" name="__codelineno-0-43"></a> <span class="p">),</span> <span class="s2">"Call the Chain constructor in the setup_adapter context."</span>
|
||
</span><span id="__span-0-44"><a id="__codelineno-0-44" name="__codelineno-0-44"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_target</span> <span class="o">=</span> <span class="p">[</span><span class="n">target</span><span class="p">]</span>
|
||
</span><span id="__span-0-45"><a id="__codelineno-0-45" name="__codelineno-0-45"></a>
|
||
</span><span id="__span-0-46"><a id="__codelineno-0-46" name="__codelineno-0-46"></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">target</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">ContextModule</span><span class="p">):</span>
|
||
</span><span id="__span-0-47"><a id="__codelineno-0-47" name="__codelineno-0-47"></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">target</span><span class="p">,</span> <span class="n">fl</span><span class="o">.</span><span class="n">ContextModule</span><span class="p">)</span>
|
||
</span><span id="__span-0-48"><a id="__codelineno-0-48" name="__codelineno-0-48"></a> <span class="k">with</span> <span class="n">target</span><span class="o">.</span><span class="n">no_parent_refresh</span><span class="p">():</span>
|
||
</span><span id="__span-0-49"><a id="__codelineno-0-49" name="__codelineno-0-49"></a> <span class="k">yield</span>
|
||
</span><span id="__span-0-50"><a id="__codelineno-0-50" name="__codelineno-0-50"></a> <span class="k">else</span><span class="p">:</span>
|
||
</span><span id="__span-0-51"><a id="__codelineno-0-51" name="__codelineno-0-51"></a> <span class="k">yield</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-class">
|
||
|
||
|
||
|
||
<h2 id="refiners.fluxion.adapters.Conv2dLora" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">Conv2dLora</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Conv2dLora" 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">Conv2dLora</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">name</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><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="o">/</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">in_channels</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></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">out_channels</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></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">rank</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span> <span class="o">=</span> <span class="mi">16</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">scale</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">1.0</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">kernel_size</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#tuple">tuple</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">,</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</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">stride</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#tuple">tuple</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">,</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</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">padding</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#tuple">tuple</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">,</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</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">device</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
||
</span><span id="__span-0-12"><a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a> <span class="n">dtype</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a></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-0-13"><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 class="doc doc-class-bases">
|
||
Bases: <code><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a>[<a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Conv2d" href="../layers/#refiners.fluxion.layers.Conv2d">Conv2d</a>]</code></p>
|
||
|
||
|
||
<p>Low-Rank Adaptation (LoRA) layer for 2D convolutional layers.</p>
|
||
<p>This layer uses two <a class="autorefs autorefs-internal" href="../layers/#refiners.fluxion.layers.Conv2d"><code>Conv2d</code></a> layers as its down and up layers.</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>name</code>
|
||
</td>
|
||
<td>
|
||
<code><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 name of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>in_channels</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The number of input channels.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>out_channels</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The number of output channels.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>rank</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The rank of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>16</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>scale</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 scale of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>1.0</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>kernel_size</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#tuple">tuple</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a>, <a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a>]</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The kernel size of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>(1, 3)</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>stride</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#tuple">tuple</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a>, <a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a>]</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The stride of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>(1, 1)</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>padding</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/stdtypes.html#tuple">tuple</a>[<a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a>, <a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a>]</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The padding of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>(0, 1)</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>device</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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>The device of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>dtype</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a> | None</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The dtype of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-275">275</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-276">276</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-0-293">293</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-294">294</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-295">295</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-296">296</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-297">297</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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|
||
<span class="normal"><a href="#__codelineno-0-307">307</a></span>
|
||
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|
||
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|
||
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|
||
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|
||
<span class="normal"><a href="#__codelineno-0-312">312</a></span>
|
||
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|
||
<span class="normal"><a href="#__codelineno-0-314">314</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-315">315</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-275"><a id="__codelineno-0-275" name="__codelineno-0-275"></a><span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
|
||
</span><span id="__span-0-276"><a id="__codelineno-0-276" name="__codelineno-0-276"></a> <span class="bp">self</span><span class="p">,</span>
|
||
</span><span id="__span-0-277"><a id="__codelineno-0-277" name="__codelineno-0-277"></a> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
|
||
</span><span id="__span-0-278"><a id="__codelineno-0-278" name="__codelineno-0-278"></a> <span class="o">/</span><span class="p">,</span>
|
||
</span><span id="__span-0-279"><a id="__codelineno-0-279" name="__codelineno-0-279"></a> <span class="n">in_channels</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
|
||
</span><span id="__span-0-280"><a id="__codelineno-0-280" name="__codelineno-0-280"></a> <span class="n">out_channels</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
|
||
</span><span id="__span-0-281"><a id="__codelineno-0-281" name="__codelineno-0-281"></a> <span class="n">rank</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span><span class="p">,</span>
|
||
</span><span id="__span-0-282"><a id="__codelineno-0-282" name="__codelineno-0-282"></a> <span class="n">scale</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
|
||
</span><span id="__span-0-283"><a id="__codelineno-0-283" name="__codelineno-0-283"></a> <span class="n">kernel_size</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span>
|
||
</span><span id="__span-0-284"><a id="__codelineno-0-284" name="__codelineno-0-284"></a> <span class="n">stride</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
|
||
</span><span id="__span-0-285"><a id="__codelineno-0-285" name="__codelineno-0-285"></a> <span class="n">padding</span><span class="p">:</span> <span class="nb">tuple</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span>
|
||
</span><span id="__span-0-286"><a id="__codelineno-0-286" name="__codelineno-0-286"></a> <span class="n">device</span><span class="p">:</span> <span class="n">Device</span> <span class="o">|</span> <span class="nb">str</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-0-287"><a id="__codelineno-0-287" name="__codelineno-0-287"></a> <span class="n">dtype</span><span class="p">:</span> <span class="n">DType</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-0-288"><a id="__codelineno-0-288" name="__codelineno-0-288"></a><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-289"><a id="__codelineno-0-289" name="__codelineno-0-289"></a><span class="w"> </span><span class="sd">"""Initialize the LoRA layer.</span>
|
||
</span><span id="__span-0-290"><a id="__codelineno-0-290" name="__codelineno-0-290"></a>
|
||
</span><span id="__span-0-291"><a id="__codelineno-0-291" name="__codelineno-0-291"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-292"><a id="__codelineno-0-292" name="__codelineno-0-292"></a><span class="sd"> name: The name of the LoRA.</span>
|
||
</span><span id="__span-0-293"><a id="__codelineno-0-293" name="__codelineno-0-293"></a><span class="sd"> in_channels: The number of input channels.</span>
|
||
</span><span id="__span-0-294"><a id="__codelineno-0-294" name="__codelineno-0-294"></a><span class="sd"> out_channels: The number of output channels.</span>
|
||
</span><span id="__span-0-295"><a id="__codelineno-0-295" name="__codelineno-0-295"></a><span class="sd"> rank: The rank of the LoRA.</span>
|
||
</span><span id="__span-0-296"><a id="__codelineno-0-296" name="__codelineno-0-296"></a><span class="sd"> scale: The scale of the LoRA.</span>
|
||
</span><span id="__span-0-297"><a id="__codelineno-0-297" name="__codelineno-0-297"></a><span class="sd"> kernel_size: The kernel size of the LoRA.</span>
|
||
</span><span id="__span-0-298"><a id="__codelineno-0-298" name="__codelineno-0-298"></a><span class="sd"> stride: The stride of the LoRA.</span>
|
||
</span><span id="__span-0-299"><a id="__codelineno-0-299" name="__codelineno-0-299"></a><span class="sd"> padding: The padding of the LoRA.</span>
|
||
</span><span id="__span-0-300"><a id="__codelineno-0-300" name="__codelineno-0-300"></a><span class="sd"> device: The device of the LoRA weights.</span>
|
||
</span><span id="__span-0-301"><a id="__codelineno-0-301" name="__codelineno-0-301"></a><span class="sd"> dtype: The dtype of the LoRA weights.</span>
|
||
</span><span id="__span-0-302"><a id="__codelineno-0-302" name="__codelineno-0-302"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-303"><a id="__codelineno-0-303" name="__codelineno-0-303"></a> <span class="bp">self</span><span class="o">.</span><span class="n">in_channels</span> <span class="o">=</span> <span class="n">in_channels</span>
|
||
</span><span id="__span-0-304"><a id="__codelineno-0-304" name="__codelineno-0-304"></a> <span class="bp">self</span><span class="o">.</span><span class="n">out_channels</span> <span class="o">=</span> <span class="n">out_channels</span>
|
||
</span><span id="__span-0-305"><a id="__codelineno-0-305" name="__codelineno-0-305"></a> <span class="bp">self</span><span class="o">.</span><span class="n">kernel_size</span> <span class="o">=</span> <span class="n">kernel_size</span>
|
||
</span><span id="__span-0-306"><a id="__codelineno-0-306" name="__codelineno-0-306"></a> <span class="bp">self</span><span class="o">.</span><span class="n">stride</span> <span class="o">=</span> <span class="n">stride</span>
|
||
</span><span id="__span-0-307"><a id="__codelineno-0-307" name="__codelineno-0-307"></a> <span class="bp">self</span><span class="o">.</span><span class="n">padding</span> <span class="o">=</span> <span class="n">padding</span>
|
||
</span><span id="__span-0-308"><a id="__codelineno-0-308" name="__codelineno-0-308"></a>
|
||
</span><span id="__span-0-309"><a id="__codelineno-0-309" name="__codelineno-0-309"></a> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
|
||
</span><span id="__span-0-310"><a id="__codelineno-0-310" name="__codelineno-0-310"></a> <span class="n">name</span><span class="p">,</span>
|
||
</span><span id="__span-0-311"><a id="__codelineno-0-311" name="__codelineno-0-311"></a> <span class="n">rank</span><span class="o">=</span><span class="n">rank</span><span class="p">,</span>
|
||
</span><span id="__span-0-312"><a id="__codelineno-0-312" name="__codelineno-0-312"></a> <span class="n">scale</span><span class="o">=</span><span class="n">scale</span><span class="p">,</span>
|
||
</span><span id="__span-0-313"><a id="__codelineno-0-313" name="__codelineno-0-313"></a> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
|
||
</span><span id="__span-0-314"><a id="__codelineno-0-314" name="__codelineno-0-314"></a> <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
|
||
</span><span id="__span-0-315"><a id="__codelineno-0-315" name="__codelineno-0-315"></a> <span class="p">)</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
|
||
|
||
|
||
<div class="doc doc-children">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-class">
|
||
|
||
|
||
|
||
<h2 id="refiners.fluxion.adapters.LinearLora" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">LinearLora</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.LinearLora" 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">LinearLora</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">name</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><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="o">/</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">in_features</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></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">out_features</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></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">rank</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span> <span class="o">=</span> <span class="mi">16</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">scale</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">1.0</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">device</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
||
</span><span id="__span-0-9"><a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a> <span class="n">dtype</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a></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-0-10"><a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="p">)</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
<p class="doc doc-class-bases">
|
||
Bases: <code><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a>[<a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Linear" href="../layers/#refiners.fluxion.layers.Linear">Linear</a>]</code></p>
|
||
|
||
|
||
<p>Low-Rank Adaptation (LoRA) layer for linear layers.</p>
|
||
<p>This layer uses two <a class="autorefs autorefs-internal" href="../layers/#refiners.fluxion.layers.Linear"><code>Linear</code></a> layers as its down and up layers.</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>name</code>
|
||
</td>
|
||
<td>
|
||
<code><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 name of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>in_features</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The number of input features.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>out_features</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The number of output features.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>rank</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The rank of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>16</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>scale</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 scale of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>1.0</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>device</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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>The device of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>dtype</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a> | None</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The dtype of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-187">187</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-188">188</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-189">189</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-190">190</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-191">191</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-192">192</a></span>
|
||
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|
||
<span class="normal"><a href="#__codelineno-0-194">194</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-195">195</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-196">196</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-197">197</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-198">198</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-199">199</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-200">200</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-201">201</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-202">202</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-203">203</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-204">204</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-205">205</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-206">206</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-207">207</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-208">208</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-209">209</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-210">210</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-211">211</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-212">212</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-213">213</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-214">214</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-215">215</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-216">216</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-217">217</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-218">218</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-187"><a id="__codelineno-0-187" name="__codelineno-0-187"></a><span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
|
||
</span><span id="__span-0-188"><a id="__codelineno-0-188" name="__codelineno-0-188"></a> <span class="bp">self</span><span class="p">,</span>
|
||
</span><span id="__span-0-189"><a id="__codelineno-0-189" name="__codelineno-0-189"></a> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
|
||
</span><span id="__span-0-190"><a id="__codelineno-0-190" name="__codelineno-0-190"></a> <span class="o">/</span><span class="p">,</span>
|
||
</span><span id="__span-0-191"><a id="__codelineno-0-191" name="__codelineno-0-191"></a> <span class="n">in_features</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
|
||
</span><span id="__span-0-192"><a id="__codelineno-0-192" name="__codelineno-0-192"></a> <span class="n">out_features</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span>
|
||
</span><span id="__span-0-193"><a id="__codelineno-0-193" name="__codelineno-0-193"></a> <span class="n">rank</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span><span class="p">,</span>
|
||
</span><span id="__span-0-194"><a id="__codelineno-0-194" name="__codelineno-0-194"></a> <span class="n">scale</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
|
||
</span><span id="__span-0-195"><a id="__codelineno-0-195" name="__codelineno-0-195"></a> <span class="n">device</span><span class="p">:</span> <span class="n">Device</span> <span class="o">|</span> <span class="nb">str</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-0-196"><a id="__codelineno-0-196" name="__codelineno-0-196"></a> <span class="n">dtype</span><span class="p">:</span> <span class="n">DType</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-0-197"><a id="__codelineno-0-197" name="__codelineno-0-197"></a><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-198"><a id="__codelineno-0-198" name="__codelineno-0-198"></a><span class="w"> </span><span class="sd">"""Initialize the LoRA layer.</span>
|
||
</span><span id="__span-0-199"><a id="__codelineno-0-199" name="__codelineno-0-199"></a>
|
||
</span><span id="__span-0-200"><a id="__codelineno-0-200" name="__codelineno-0-200"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-201"><a id="__codelineno-0-201" name="__codelineno-0-201"></a><span class="sd"> name: The name of the LoRA.</span>
|
||
</span><span id="__span-0-202"><a id="__codelineno-0-202" name="__codelineno-0-202"></a><span class="sd"> in_features: The number of input features.</span>
|
||
</span><span id="__span-0-203"><a id="__codelineno-0-203" name="__codelineno-0-203"></a><span class="sd"> out_features: The number of output features.</span>
|
||
</span><span id="__span-0-204"><a id="__codelineno-0-204" name="__codelineno-0-204"></a><span class="sd"> rank: The rank of the LoRA.</span>
|
||
</span><span id="__span-0-205"><a id="__codelineno-0-205" name="__codelineno-0-205"></a><span class="sd"> scale: The scale of the LoRA.</span>
|
||
</span><span id="__span-0-206"><a id="__codelineno-0-206" name="__codelineno-0-206"></a><span class="sd"> device: The device of the LoRA weights.</span>
|
||
</span><span id="__span-0-207"><a id="__codelineno-0-207" name="__codelineno-0-207"></a><span class="sd"> dtype: The dtype of the LoRA weights.</span>
|
||
</span><span id="__span-0-208"><a id="__codelineno-0-208" name="__codelineno-0-208"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-209"><a id="__codelineno-0-209" name="__codelineno-0-209"></a> <span class="bp">self</span><span class="o">.</span><span class="n">in_features</span> <span class="o">=</span> <span class="n">in_features</span>
|
||
</span><span id="__span-0-210"><a id="__codelineno-0-210" name="__codelineno-0-210"></a> <span class="bp">self</span><span class="o">.</span><span class="n">out_features</span> <span class="o">=</span> <span class="n">out_features</span>
|
||
</span><span id="__span-0-211"><a id="__codelineno-0-211" name="__codelineno-0-211"></a>
|
||
</span><span id="__span-0-212"><a id="__codelineno-0-212" name="__codelineno-0-212"></a> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
|
||
</span><span id="__span-0-213"><a id="__codelineno-0-213" name="__codelineno-0-213"></a> <span class="n">name</span><span class="p">,</span>
|
||
</span><span id="__span-0-214"><a id="__codelineno-0-214" name="__codelineno-0-214"></a> <span class="n">rank</span><span class="o">=</span><span class="n">rank</span><span class="p">,</span>
|
||
</span><span id="__span-0-215"><a id="__codelineno-0-215" name="__codelineno-0-215"></a> <span class="n">scale</span><span class="o">=</span><span class="n">scale</span><span class="p">,</span>
|
||
</span><span id="__span-0-216"><a id="__codelineno-0-216" name="__codelineno-0-216"></a> <span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span>
|
||
</span><span id="__span-0-217"><a id="__codelineno-0-217" name="__codelineno-0-217"></a> <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">,</span>
|
||
</span><span id="__span-0-218"><a id="__codelineno-0-218" name="__codelineno-0-218"></a> <span class="p">)</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
|
||
|
||
|
||
<div class="doc doc-children">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-class">
|
||
|
||
|
||
|
||
<h2 id="refiners.fluxion.adapters.Lora" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">Lora</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora" 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">Lora</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">name</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><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="o">/</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">rank</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span> <span class="o">=</span> <span class="mi">16</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">scale</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">1.0</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">device</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
||
</span><span id="__span-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a> <span class="n">dtype</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a></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-0-8"><a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a><span class="p">)</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
<p class="doc doc-class-bases">
|
||
Bases: <code><a class="autorefs autorefs-external" title="typing.Generic" href="https://docs.python.org/3/library/typing.html#typing.Generic">Generic</a>[<span title="refiners.fluxion.adapters.lora.T">T</span>]</code>, <code><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Chain" href="../layers/#refiners.fluxion.layers.Chain">Chain</a></code>, <code><a class="autorefs autorefs-external" title="abc.ABC" href="https://docs.python.org/3/library/abc.html#abc.ABC">ABC</a></code></p>
|
||
|
||
|
||
<p>Low-Rank Adaptation (LoRA) layer.</p>
|
||
<p>This layer's purpose is to approximate a given layer by two smaller layers:
|
||
the <a class="autorefs autorefs-internal" href="#refiners.fluxion.adapters.Lora.down"><code>down</code></a> layer (aka A) and the <a class="autorefs autorefs-internal" href="#refiners.fluxion.adapters.Lora.up"><code>up</code></a> layer (aka B).
|
||
See <a href="https://arxiv.org/abs/2106.09685">[ arXiv:2106.09685] LoRA: Low-Rank Adaptation of Large Language Models</a> for more details.</p>
|
||
|
||
|
||
<details class="note" open>
|
||
<summary>Note</summary>
|
||
<p>This layer is not meant to be used directly.
|
||
Instead, use one of its subclasses:</p>
|
||
<ul>
|
||
<li><a class="autorefs autorefs-internal" href="#refiners.fluxion.adapters.LinearLora"><code>LinearLora</code></a></li>
|
||
<li><a class="autorefs autorefs-internal" href="#refiners.fluxion.adapters.Conv2dLora"><code>Conv2dLora</code></a></li>
|
||
</ul>
|
||
</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>name</code>
|
||
</td>
|
||
<td>
|
||
<code><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 name of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>rank</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The rank of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>16</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>scale</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 scale of the LoRA.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>1.0</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>device</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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>The device of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>dtype</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a> | None</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The dtype of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-29">29</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-30">30</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-31">31</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-32">32</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-33">33</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-34">34</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-35">35</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-36">36</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-37">37</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-38">38</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-39">39</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-40">40</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-41">41</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-42">42</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-43">43</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-44">44</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-45">45</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-46">46</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-47">47</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-48">48</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-49">49</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-50">50</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-51">51</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-52">52</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-53">53</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-54">54</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-55">55</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-29"><a id="__codelineno-0-29" name="__codelineno-0-29"></a><span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span>
|
||
</span><span id="__span-0-30"><a id="__codelineno-0-30" name="__codelineno-0-30"></a> <span class="bp">self</span><span class="p">,</span>
|
||
</span><span id="__span-0-31"><a id="__codelineno-0-31" name="__codelineno-0-31"></a> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
|
||
</span><span id="__span-0-32"><a id="__codelineno-0-32" name="__codelineno-0-32"></a> <span class="o">/</span><span class="p">,</span>
|
||
</span><span id="__span-0-33"><a id="__codelineno-0-33" name="__codelineno-0-33"></a> <span class="n">rank</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">16</span><span class="p">,</span>
|
||
</span><span id="__span-0-34"><a id="__codelineno-0-34" name="__codelineno-0-34"></a> <span class="n">scale</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span>
|
||
</span><span id="__span-0-35"><a id="__codelineno-0-35" name="__codelineno-0-35"></a> <span class="n">device</span><span class="p">:</span> <span class="n">Device</span> <span class="o">|</span> <span class="nb">str</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-0-36"><a id="__codelineno-0-36" name="__codelineno-0-36"></a> <span class="n">dtype</span><span class="p">:</span> <span class="n">DType</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-0-37"><a id="__codelineno-0-37" name="__codelineno-0-37"></a><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-38"><a id="__codelineno-0-38" name="__codelineno-0-38"></a><span class="w"> </span><span class="sd">"""Initialize the LoRA layer.</span>
|
||
</span><span id="__span-0-39"><a id="__codelineno-0-39" name="__codelineno-0-39"></a>
|
||
</span><span id="__span-0-40"><a id="__codelineno-0-40" name="__codelineno-0-40"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-41"><a id="__codelineno-0-41" name="__codelineno-0-41"></a><span class="sd"> name: The name of the LoRA.</span>
|
||
</span><span id="__span-0-42"><a id="__codelineno-0-42" name="__codelineno-0-42"></a><span class="sd"> rank: The rank of the LoRA.</span>
|
||
</span><span id="__span-0-43"><a id="__codelineno-0-43" name="__codelineno-0-43"></a><span class="sd"> scale: The scale of the LoRA.</span>
|
||
</span><span id="__span-0-44"><a id="__codelineno-0-44" name="__codelineno-0-44"></a><span class="sd"> device: The device of the LoRA weights.</span>
|
||
</span><span id="__span-0-45"><a id="__codelineno-0-45" name="__codelineno-0-45"></a><span class="sd"> dtype: The dtype of the LoRA weights.</span>
|
||
</span><span id="__span-0-46"><a id="__codelineno-0-46" name="__codelineno-0-46"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-47"><a id="__codelineno-0-47" name="__codelineno-0-47"></a> <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span>
|
||
</span><span id="__span-0-48"><a id="__codelineno-0-48" name="__codelineno-0-48"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_rank</span> <span class="o">=</span> <span class="n">rank</span>
|
||
</span><span id="__span-0-49"><a id="__codelineno-0-49" name="__codelineno-0-49"></a> <span class="bp">self</span><span class="o">.</span><span class="n">_scale</span> <span class="o">=</span> <span class="n">scale</span>
|
||
</span><span id="__span-0-50"><a id="__codelineno-0-50" name="__codelineno-0-50"></a>
|
||
</span><span id="__span-0-51"><a id="__codelineno-0-51" name="__codelineno-0-51"></a> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
|
||
</span><span id="__span-0-52"><a id="__codelineno-0-52" name="__codelineno-0-52"></a> <span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">lora_layers</span><span class="p">(</span><span class="n">device</span><span class="o">=</span><span class="n">device</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">dtype</span><span class="p">),</span>
|
||
</span><span id="__span-0-53"><a id="__codelineno-0-53" name="__codelineno-0-53"></a> <span class="n">fl</span><span class="o">.</span><span class="n">Multiply</span><span class="p">(</span><span class="n">scale</span><span class="p">),</span>
|
||
</span><span id="__span-0-54"><a id="__codelineno-0-54" name="__codelineno-0-54"></a> <span class="p">)</span>
|
||
</span><span id="__span-0-55"><a id="__codelineno-0-55" name="__codelineno-0-55"></a> <span class="bp">self</span><span class="o">.</span><span class="n">reset_parameters</span><span class="p">()</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
|
||
|
||
|
||
<div class="doc doc-children">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Lora.down" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">down</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.down" 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="n">down</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.adapters.lora.T">T</span></span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The down layer.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Lora.rank" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">rank</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.rank" 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="n">rank</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" href="https://docs.python.org/3/library/functions.html#int">int</a></span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The rank of the low-rank approximation.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Lora.scale" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">scale</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
<small class="doc doc-label doc-label-writable"><code>writable</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.scale" 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="n">scale</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></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The scale of the low-rank approximation.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Lora.up" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">up</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.up" 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="n">up</span><span class="p">:</span> <span class="n"><span title="refiners.fluxion.adapters.lora.T">T</span></span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The up layer.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
|
||
|
||
<div class="doc doc-object doc-function">
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Lora.from_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">from_dict</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-classmethod"><code>classmethod</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.from_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">from_dict</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">name</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="p">,</span> <span class="n">state_dict</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" title="torch.Tensor" href="https://pytorch.org/docs/main/tensors.html#torch.Tensor">Tensor</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="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-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</a></span><span class="p">]]</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Create a dictionary of LoRA layers from a state dict.</p>
|
||
<p>Expects the state dict to be a succession of down and up weights.</p>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-117">117</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-118">118</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-119">119</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-120">120</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-121">121</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-122">122</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-123">123</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-124">124</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-125">125</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-126">126</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-127">127</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-128">128</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-129">129</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-130">130</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-131">131</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-117"><a id="__codelineno-0-117" name="__codelineno-0-117"></a><span class="nd">@classmethod</span>
|
||
</span><span id="__span-0-118"><a id="__codelineno-0-118" name="__codelineno-0-118"></a><span class="k">def</span> <span class="nf">from_dict</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="n">state_dict</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="n">Tensor</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="s2">"Lora[Any]"</span><span class="p">]:</span>
|
||
</span><span id="__span-0-119"><a id="__codelineno-0-119" name="__codelineno-0-119"></a><span class="w"> </span><span class="sd">"""</span>
|
||
</span><span id="__span-0-120"><a id="__codelineno-0-120" name="__codelineno-0-120"></a><span class="sd"> Create a dictionary of LoRA layers from a state dict.</span>
|
||
</span><span id="__span-0-121"><a id="__codelineno-0-121" name="__codelineno-0-121"></a>
|
||
</span><span id="__span-0-122"><a id="__codelineno-0-122" name="__codelineno-0-122"></a><span class="sd"> Expects the state dict to be a succession of down and up weights.</span>
|
||
</span><span id="__span-0-123"><a id="__codelineno-0-123" name="__codelineno-0-123"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-124"><a id="__codelineno-0-124" name="__codelineno-0-124"></a> <span class="n">state_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</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 class="k">if</span> <span class="s2">".weight"</span> <span class="ow">in</span> <span class="n">k</span><span class="p">}</span>
|
||
</span><span id="__span-0-125"><a id="__codelineno-0-125" name="__codelineno-0-125"></a> <span class="n">loras</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="n">Lora</span><span class="p">[</span><span class="n">Any</span><span class="p">]]</span> <span class="o">=</span> <span class="p">{}</span>
|
||
</span><span id="__span-0-126"><a id="__codelineno-0-126" name="__codelineno-0-126"></a> <span class="k">for</span> <span class="n">down_key</span><span class="p">,</span> <span class="n">down_tensor</span><span class="p">,</span> <span class="n">up_tensor</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span>
|
||
</span><span id="__span-0-127"><a id="__codelineno-0-127" name="__codelineno-0-127"></a> <span class="nb">list</span><span class="p">(</span><span class="n">state_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">())[::</span><span class="mi">2</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="n">state_dict</span><span class="o">.</span><span class="n">values</span><span class="p">())[::</span><span class="mi">2</span><span class="p">],</span> <span class="nb">list</span><span class="p">(</span><span class="n">state_dict</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">1</span><span class="p">::</span><span class="mi">2</span><span class="p">]</span>
|
||
</span><span id="__span-0-128"><a id="__codelineno-0-128" name="__codelineno-0-128"></a> <span class="p">):</span>
|
||
</span><span id="__span-0-129"><a id="__codelineno-0-129" name="__codelineno-0-129"></a> <span class="n">key</span> <span class="o">=</span> <span class="s2">"."</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">down_key</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">"."</span><span class="p">)[:</span><span class="o">-</span><span class="mi">2</span><span class="p">])</span>
|
||
</span><span id="__span-0-130"><a id="__codelineno-0-130" name="__codelineno-0-130"></a> <span class="n">loras</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="bp">cls</span><span class="o">.</span><span class="n">from_weights</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">down</span><span class="o">=</span><span class="n">down_tensor</span><span class="p">,</span> <span class="n">up</span><span class="o">=</span><span class="n">up_tensor</span><span class="p">)</span>
|
||
</span><span id="__span-0-131"><a id="__codelineno-0-131" name="__codelineno-0-131"></a> <span class="k">return</span> <span class="n">loras</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-function">
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Lora.load_weights" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">load_weights</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.load_weights" 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">load_weights</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">down_weight</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.Tensor" href="https://pytorch.org/docs/main/tensors.html#torch.Tensor">Tensor</a></span><span class="p">,</span> <span class="n">up_weight</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.Tensor" href="https://pytorch.org/docs/main/tensors.html#torch.Tensor">Tensor</a></span>
|
||
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Load the (pre-trained) weights of the LoRA.</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>down_weight</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.Tensor" href="https://pytorch.org/docs/main/tensors.html#torch.Tensor">Tensor</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The down weight.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>up_weight</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.Tensor" href="https://pytorch.org/docs/main/tensors.html#torch.Tensor">Tensor</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The up weight.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-168">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></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-168"><a id="__codelineno-0-168" name="__codelineno-0-168"></a><span class="k">def</span> <span class="nf">load_weights</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">down_weight</span><span class="p">:</span> <span class="n">Tensor</span><span class="p">,</span> <span class="n">up_weight</span><span class="p">:</span> <span class="n">Tensor</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-169"><a id="__codelineno-0-169" name="__codelineno-0-169"></a><span class="w"> </span><span class="sd">"""Load the (pre-trained) weights of the LoRA.</span>
|
||
</span><span id="__span-0-170"><a id="__codelineno-0-170" name="__codelineno-0-170"></a>
|
||
</span><span id="__span-0-171"><a id="__codelineno-0-171" name="__codelineno-0-171"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-172"><a id="__codelineno-0-172" name="__codelineno-0-172"></a><span class="sd"> down_weight: The down weight.</span>
|
||
</span><span id="__span-0-173"><a id="__codelineno-0-173" name="__codelineno-0-173"></a><span class="sd"> up_weight: The up weight.</span>
|
||
</span><span id="__span-0-174"><a id="__codelineno-0-174" name="__codelineno-0-174"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-175"><a id="__codelineno-0-175" name="__codelineno-0-175"></a> <span class="k">assert</span> <span class="n">down_weight</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">down</span><span class="o">.</span><span class="n">weight</span><span class="o">.</span><span class="n">shape</span>
|
||
</span><span id="__span-0-176"><a id="__codelineno-0-176" name="__codelineno-0-176"></a> <span class="k">assert</span> <span class="n">up_weight</span><span class="o">.</span><span class="n">shape</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">up</span><span class="o">.</span><span class="n">weight</span><span class="o">.</span><span class="n">shape</span>
|
||
</span><span id="__span-0-177"><a id="__codelineno-0-177" name="__codelineno-0-177"></a> <span class="bp">self</span><span class="o">.</span><span class="n">down</span><span class="o">.</span><span class="n">weight</span> <span class="o">=</span> <span class="n">TorchParameter</span><span class="p">(</span><span class="n">down_weight</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dtype</span><span class="p">))</span>
|
||
</span><span id="__span-0-178"><a id="__codelineno-0-178" name="__codelineno-0-178"></a> <span class="bp">self</span><span class="o">.</span><span class="n">up</span><span class="o">.</span><span class="n">weight</span> <span class="o">=</span> <span class="n">TorchParameter</span><span class="p">(</span><span class="n">up_weight</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">device</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">dtype</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.adapters.Lora.lora_layers" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">lora_layers</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-abstractmethod"><code>abstractmethod</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.lora_layers" 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">lora_layers</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">device</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
|
||
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> <span class="n">dtype</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a></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#tuple">tuple</a></span><span class="p">[</span><span class="n"><span title="refiners.fluxion.adapters.lora.T">T</span></span><span class="p">,</span> <span class="n"><span title="refiners.fluxion.adapters.lora.T">T</span></span><span class="p">]</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Create the down and up layers of the LoRA.</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>device</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.device" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.device">device</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>The device of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>dtype</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-external" title="torch.dtype" href="https://pytorch.org/docs/main/tensor_attributes.html#torch.dtype">dtype</a> | None</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The dtype of the LoRA weights.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-62">62</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-63">63</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-64">64</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-65">65</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-66">66</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-67">67</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-68">68</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-69">69</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-70">70</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-62"><a id="__codelineno-0-62" name="__codelineno-0-62"></a><span class="nd">@abstractmethod</span>
|
||
</span><span id="__span-0-63"><a id="__codelineno-0-63" name="__codelineno-0-63"></a><span class="k">def</span> <span class="nf">lora_layers</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">device</span><span class="p">:</span> <span class="n">Device</span> <span class="o">|</span> <span class="nb">str</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">dtype</span><span class="p">:</span> <span class="n">DType</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">tuple</span><span class="p">[</span><span class="n">T</span><span class="p">,</span> <span class="n">T</span><span class="p">]:</span>
|
||
</span><span id="__span-0-64"><a id="__codelineno-0-64" name="__codelineno-0-64"></a><span class="w"> </span><span class="sd">"""Create the down and up layers of the LoRA.</span>
|
||
</span><span id="__span-0-65"><a id="__codelineno-0-65" name="__codelineno-0-65"></a>
|
||
</span><span id="__span-0-66"><a id="__codelineno-0-66" name="__codelineno-0-66"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-67"><a id="__codelineno-0-67" name="__codelineno-0-67"></a><span class="sd"> device: The device of the LoRA weights.</span>
|
||
</span><span id="__span-0-68"><a id="__codelineno-0-68" name="__codelineno-0-68"></a><span class="sd"> dtype: The dtype of the LoRA weights.</span>
|
||
</span><span id="__span-0-69"><a id="__codelineno-0-69" name="__codelineno-0-69"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-70"><a id="__codelineno-0-70" name="__codelineno-0-70"></a> <span class="o">...</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-function">
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.Lora.reset_parameters" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">reset_parameters</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.Lora.reset_parameters" 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">reset_parameters</span><span class="p">()</span> <span class="o">-></span> <span class="kc">None</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Reset the parameters of up and down layers.</p>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-57">57</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-58">58</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-59">59</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-60">60</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-57"><a id="__codelineno-0-57" name="__codelineno-0-57"></a><span class="k">def</span> <span class="nf">reset_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-58"><a id="__codelineno-0-58" name="__codelineno-0-58"></a><span class="w"> </span><span class="sd">"""Reset the parameters of up and down layers."""</span>
|
||
</span><span id="__span-0-59"><a id="__codelineno-0-59" name="__codelineno-0-59"></a> <span class="n">normal_</span><span class="p">(</span><span class="n">tensor</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">down</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="n">std</span><span class="o">=</span><span class="mi">1</span> <span class="o">/</span> <span class="bp">self</span><span class="o">.</span><span class="n">rank</span><span class="p">)</span>
|
||
</span><span id="__span-0-60"><a id="__codelineno-0-60" name="__codelineno-0-60"></a> <span class="n">zeros_</span><span class="p">(</span><span class="n">tensor</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">up</span><span class="o">.</span><span class="n">weight</span><span class="p">)</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-class">
|
||
|
||
|
||
|
||
<h2 id="refiners.fluxion.adapters.LoraAdapter" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-class"></code> <span class="doc doc-object-name doc-class-name">LoraAdapter</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter" 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">LoraAdapter</span><span class="p">(</span><span class="n">target</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.WeightedModule" href="../layers/#refiners.fluxion.layers.WeightedModule">WeightedModule</a></span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="n">loras</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</a></span><span class="p">])</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
<p class="doc doc-class-bases">
|
||
Bases: <code><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Sum" href="../layers/#refiners.fluxion.layers.Sum">Sum</a></code>, <code><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.adapter.Adapter" href="#refiners.fluxion.adapters.Adapter">Adapter</a>[<a class="autorefs autorefs-internal" title="refiners.fluxion.layers.WeightedModule" href="../layers/#refiners.fluxion.layers.WeightedModule">WeightedModule</a>]</code></p>
|
||
|
||
|
||
<p>Adapter for LoRA layers.</p>
|
||
<p>This adapter simply sums the target layer with the given LoRA layers.</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>target</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.WeightedModule" href="../layers/#refiners.fluxion.layers.WeightedModule">WeightedModule</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The target layer.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>loras</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a>[<a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</a>]</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The LoRA layers.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>()</code>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-389">389</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-390">390</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-391">391</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-392">392</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-393">393</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-394">394</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-395">395</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-396">396</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-397">397</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-389"><a id="__codelineno-0-389" name="__codelineno-0-389"></a><span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">target</span><span class="p">:</span> <span class="n">fl</span><span class="o">.</span><span class="n">WeightedModule</span><span class="p">,</span> <span class="o">/</span><span class="p">,</span> <span class="o">*</span><span class="n">loras</span><span class="p">:</span> <span class="n">Lora</span><span class="p">[</span><span class="n">Any</span><span class="p">])</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-390"><a id="__codelineno-0-390" name="__codelineno-0-390"></a><span class="w"> </span><span class="sd">"""Initialize the adapter.</span>
|
||
</span><span id="__span-0-391"><a id="__codelineno-0-391" name="__codelineno-0-391"></a>
|
||
</span><span id="__span-0-392"><a id="__codelineno-0-392" name="__codelineno-0-392"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-393"><a id="__codelineno-0-393" name="__codelineno-0-393"></a><span class="sd"> target: The target layer.</span>
|
||
</span><span id="__span-0-394"><a id="__codelineno-0-394" name="__codelineno-0-394"></a><span class="sd"> loras: The LoRA layers.</span>
|
||
</span><span id="__span-0-395"><a id="__codelineno-0-395" name="__codelineno-0-395"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-396"><a id="__codelineno-0-396" name="__codelineno-0-396"></a> <span class="k">with</span> <span class="bp">self</span><span class="o">.</span><span class="n">setup_adapter</span><span class="p">(</span><span class="n">target</span><span class="p">):</span>
|
||
</span><span id="__span-0-397"><a id="__codelineno-0-397" name="__codelineno-0-397"></a> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">target</span><span class="p">,</span> <span class="o">*</span><span class="n">loras</span><span class="p">)</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
|
||
|
||
|
||
<div class="doc doc-children">
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.LoraAdapter.lora_layers" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">lora_layers</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.lora_layers" 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="n">lora_layers</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-external" title="typing.Iterator" href="https://docs.python.org/3/library/typing.html#typing.Iterator">Iterator</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</a></span><span class="p">]]</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The LoRA layers.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.LoraAdapter.loras" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">loras</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.loras" 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="n">loras</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-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</a></span><span class="p">]]</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The LoRA layers indexed by name.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.LoraAdapter.names" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">names</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.names" 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="n">names</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></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The names of the LoRA layers.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
<div class="doc doc-object doc-attribute">
|
||
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.LoraAdapter.scales" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-attribute"></code> <span class="doc doc-object-name doc-attribute-name">scales</span>
|
||
|
||
|
||
<span class="doc doc-labels">
|
||
<small class="doc doc-label doc-label-property"><code>property</code></small>
|
||
</span>
|
||
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.scales" 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="n">scales</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/functions.html#float">float</a></span><span class="p">]</span>
|
||
</span></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>The scales of the LoRA layers indexed by names.</p>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
|
||
|
||
<div class="doc doc-object doc-function">
|
||
|
||
|
||
<h3 id="refiners.fluxion.adapters.LoraAdapter.add_lora" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">add_lora</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.add_lora" 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">add_lora</span><span class="p">(</span><span class="n">lora</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</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>Add a LoRA layer to the adapter.</p>
|
||
|
||
|
||
<p><span class="doc-section-title">Raises:</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/exceptions.html#AssertionError">AssertionError</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>If the adapter already contains a LoRA layer with the same name.</p>
|
||
</div>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
|
||
<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>lora</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a>[<a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</a>]</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The LoRA layer to add.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-424">424</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-425">425</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-426">426</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-427">427</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-428">428</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-429">429</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-430">430</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-431">431</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-432">432</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-433">433</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-434">434</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-424"><a id="__codelineno-0-424" name="__codelineno-0-424"></a><span class="k">def</span> <span class="nf">add_lora</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">lora</span><span class="p">:</span> <span class="n">Lora</span><span class="p">[</span><span class="n">Any</span><span class="p">],</span> <span class="o">/</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-425"><a id="__codelineno-0-425" name="__codelineno-0-425"></a><span class="w"> </span><span class="sd">"""Add a LoRA layer to the adapter.</span>
|
||
</span><span id="__span-0-426"><a id="__codelineno-0-426" name="__codelineno-0-426"></a>
|
||
</span><span id="__span-0-427"><a id="__codelineno-0-427" name="__codelineno-0-427"></a><span class="sd"> Raises:</span>
|
||
</span><span id="__span-0-428"><a id="__codelineno-0-428" name="__codelineno-0-428"></a><span class="sd"> AssertionError: If the adapter already contains a LoRA layer with the same name.</span>
|
||
</span><span id="__span-0-429"><a id="__codelineno-0-429" name="__codelineno-0-429"></a>
|
||
</span><span id="__span-0-430"><a id="__codelineno-0-430" name="__codelineno-0-430"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-431"><a id="__codelineno-0-431" name="__codelineno-0-431"></a><span class="sd"> lora: The LoRA layer to add.</span>
|
||
</span><span id="__span-0-432"><a id="__codelineno-0-432" name="__codelineno-0-432"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-433"><a id="__codelineno-0-433" name="__codelineno-0-433"></a> <span class="k">assert</span> <span class="n">lora</span><span class="o">.</span><span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">names</span><span class="p">,</span> <span class="sa">f</span><span class="s2">"LoRA layer with name </span><span class="si">{</span><span class="n">lora</span><span class="o">.</span><span class="n">name</span><span class="si">}</span><span class="s2"> already exists"</span>
|
||
</span><span id="__span-0-434"><a id="__codelineno-0-434" name="__codelineno-0-434"></a> <span class="bp">self</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">lora</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.adapters.LoraAdapter.remove_lora" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-method"></code> <span class="doc doc-object-name doc-function-name">remove_lora</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.LoraAdapter.remove_lora" 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">remove_lora</span><span class="p">(</span><span class="n">name</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="n"><a class="autorefs autorefs-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</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>Remove a LoRA layer from the adapter.</p>
|
||
|
||
|
||
<details class="note" open>
|
||
<summary>Note</summary>
|
||
<p>If the adapter doesn't contain a LoRA layer with the given name, nothing happens and <code>None</code> is returned.</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>name</code>
|
||
</td>
|
||
<td>
|
||
<code><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 name of the LoRA layer to remove.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-436">436</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-437">437</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-438">438</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-439">439</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-440">440</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-441">441</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-442">442</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-443">443</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-444">444</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-445">445</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-446">446</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-447">447</a></span>
|
||
<span class="normal"><a href="#__codelineno-0-448">448</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-436"><a id="__codelineno-0-436" name="__codelineno-0-436"></a><span class="k">def</span> <span class="nf">remove_lora</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">/</span><span class="p">)</span> <span class="o">-></span> <span class="n">Lora</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-437"><a id="__codelineno-0-437" name="__codelineno-0-437"></a><span class="w"> </span><span class="sd">"""Remove a LoRA layer from the adapter.</span>
|
||
</span><span id="__span-0-438"><a id="__codelineno-0-438" name="__codelineno-0-438"></a>
|
||
</span><span id="__span-0-439"><a id="__codelineno-0-439" name="__codelineno-0-439"></a><span class="sd"> Note:</span>
|
||
</span><span id="__span-0-440"><a id="__codelineno-0-440" name="__codelineno-0-440"></a><span class="sd"> If the adapter doesn't contain a LoRA layer with the given name, nothing happens and `None` is returned.</span>
|
||
</span><span id="__span-0-441"><a id="__codelineno-0-441" name="__codelineno-0-441"></a>
|
||
</span><span id="__span-0-442"><a id="__codelineno-0-442" name="__codelineno-0-442"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-443"><a id="__codelineno-0-443" name="__codelineno-0-443"></a><span class="sd"> name: The name of the LoRA layer to remove.</span>
|
||
</span><span id="__span-0-444"><a id="__codelineno-0-444" name="__codelineno-0-444"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-445"><a id="__codelineno-0-445" name="__codelineno-0-445"></a> <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">names</span><span class="p">:</span>
|
||
</span><span id="__span-0-446"><a id="__codelineno-0-446" name="__codelineno-0-446"></a> <span class="n">lora</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">loras</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
|
||
</span><span id="__span-0-447"><a id="__codelineno-0-447" name="__codelineno-0-447"></a> <span class="bp">self</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">lora</span><span class="p">)</span>
|
||
</span><span id="__span-0-448"><a id="__codelineno-0-448" name="__codelineno-0-448"></a> <span class="k">return</span> <span class="n">lora</span>
|
||
</span></code></pre></div></td></tr></table></div>
|
||
</details>
|
||
</div>
|
||
|
||
</div>
|
||
|
||
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
</div>
|
||
|
||
|
||
<div class="doc doc-object doc-function">
|
||
|
||
|
||
<h2 id="refiners.fluxion.adapters.auto_attach_loras" class="doc doc-heading">
|
||
<code class="doc-symbol doc-symbol-heading doc-symbol-function"></code> <span class="doc doc-object-name doc-function-name">auto_attach_loras</span>
|
||
|
||
|
||
<a href="#refiners.fluxion.adapters.auto_attach_loras" 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">auto_attach_loras</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">loras</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-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a></span><span class="p">[</span><span class="n"><a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</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">target</span><span class="p">:</span> <span class="n"><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Chain" href="../layers/#refiners.fluxion.layers.Chain">Chain</a></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="o">/</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">include</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">exclude</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-0-7"><a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a> <span class="n">sanity_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">True</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">debug_map</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#tuple">tuple</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-0-9"><a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></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#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></code></pre></div>
|
||
|
||
<div class="doc doc-contents ">
|
||
|
||
<p>Auto-attach several LoRA layers to a Chain.</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>loras</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-internal" title="refiners.fluxion.adapters.lora.Lora" href="#refiners.fluxion.adapters.Lora">Lora</a>[<a class="autorefs autorefs-external" title="typing.Any" href="https://docs.python.org/3/library/typing.html#typing.Any">Any</a>]]</code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>A dictionary of LoRA layers associated to their respective key. The keys are typically
|
||
derived from the state dict and only used for <code>debug_map</code> and the return value.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>target</code>
|
||
</td>
|
||
<td>
|
||
<code><a class="autorefs autorefs-internal" title="refiners.fluxion.layers.Chain" href="../layers/#refiners.fluxion.layers.Chain">Chain</a></code>
|
||
</td>
|
||
<td>
|
||
<div class="doc-md-description">
|
||
<p>The target Chain.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<em>required</em>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>include</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 layer names, only layers with such a layer in their ancestors will be considered.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>exclude</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 layer names, layers with such a layer in their ancestors will not be considered.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>sanity_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>Check that LoRAs passed are correctly attached.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>True</code>
|
||
</td>
|
||
</tr>
|
||
<tr class="doc-section-item">
|
||
<td>
|
||
<code>debug_map</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#tuple">tuple</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>Pass a list to get a debug mapping of key - path pairs of attached points.</p>
|
||
</div>
|
||
</td>
|
||
<td>
|
||
<code>None</code>
|
||
</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p>Returns:
|
||
A list of keys of LoRA layers which failed to attach.</p>
|
||
|
||
<details class="quote">
|
||
<summary>Source code in <code>src/refiners/fluxion/adapters/lora.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-0-479">479</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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|
||
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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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|
||
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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-0-523">523</a></span></pre></div></td><td class="code"><div><pre><span></span><code><span id="__span-0-479"><a id="__codelineno-0-479" name="__codelineno-0-479"></a><span class="k">def</span> <span class="nf">auto_attach_loras</span><span class="p">(</span>
|
||
</span><span id="__span-0-480"><a id="__codelineno-0-480" name="__codelineno-0-480"></a> <span class="n">loras</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="n">Lora</span><span class="p">[</span><span class="n">Any</span><span class="p">]],</span>
|
||
</span><span id="__span-0-481"><a id="__codelineno-0-481" name="__codelineno-0-481"></a> <span class="n">target</span><span class="p">:</span> <span class="n">fl</span><span class="o">.</span><span class="n">Chain</span><span class="p">,</span>
|
||
</span><span id="__span-0-482"><a id="__codelineno-0-482" name="__codelineno-0-482"></a> <span class="o">/</span><span class="p">,</span>
|
||
</span><span id="__span-0-483"><a id="__codelineno-0-483" name="__codelineno-0-483"></a> <span class="n">include</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-0-484"><a id="__codelineno-0-484" name="__codelineno-0-484"></a> <span class="n">exclude</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-0-485"><a id="__codelineno-0-485" name="__codelineno-0-485"></a> <span class="n">sanity_check</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-0-486"><a id="__codelineno-0-486" name="__codelineno-0-486"></a> <span class="n">debug_map</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">tuple</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><span id="__span-0-487"><a id="__codelineno-0-487" name="__codelineno-0-487"></a><span class="p">)</span> <span class="o">-></span> <span class="nb">list</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
|
||
</span><span id="__span-0-488"><a id="__codelineno-0-488" name="__codelineno-0-488"></a><span class="w"> </span><span class="sd">"""Auto-attach several LoRA layers to a Chain.</span>
|
||
</span><span id="__span-0-489"><a id="__codelineno-0-489" name="__codelineno-0-489"></a>
|
||
</span><span id="__span-0-490"><a id="__codelineno-0-490" name="__codelineno-0-490"></a><span class="sd"> Args:</span>
|
||
</span><span id="__span-0-491"><a id="__codelineno-0-491" name="__codelineno-0-491"></a><span class="sd"> loras: A dictionary of LoRA layers associated to their respective key. The keys are typically</span>
|
||
</span><span id="__span-0-492"><a id="__codelineno-0-492" name="__codelineno-0-492"></a><span class="sd"> derived from the state dict and only used for `debug_map` and the return value.</span>
|
||
</span><span id="__span-0-493"><a id="__codelineno-0-493" name="__codelineno-0-493"></a><span class="sd"> target: The target Chain.</span>
|
||
</span><span id="__span-0-494"><a id="__codelineno-0-494" name="__codelineno-0-494"></a><span class="sd"> include: A list of layer names, only layers with such a layer in their ancestors will be considered.</span>
|
||
</span><span id="__span-0-495"><a id="__codelineno-0-495" name="__codelineno-0-495"></a><span class="sd"> exclude: A list of layer names, layers with such a layer in their ancestors will not be considered.</span>
|
||
</span><span id="__span-0-496"><a id="__codelineno-0-496" name="__codelineno-0-496"></a><span class="sd"> sanity_check: Check that LoRAs passed are correctly attached.</span>
|
||
</span><span id="__span-0-497"><a id="__codelineno-0-497" name="__codelineno-0-497"></a><span class="sd"> debug_map: Pass a list to get a debug mapping of key - path pairs of attached points.</span>
|
||
</span><span id="__span-0-498"><a id="__codelineno-0-498" name="__codelineno-0-498"></a><span class="sd"> Returns:</span>
|
||
</span><span id="__span-0-499"><a id="__codelineno-0-499" name="__codelineno-0-499"></a><span class="sd"> A list of keys of LoRA layers which failed to attach.</span>
|
||
</span><span id="__span-0-500"><a id="__codelineno-0-500" name="__codelineno-0-500"></a><span class="sd"> """</span>
|
||
</span><span id="__span-0-501"><a id="__codelineno-0-501" name="__codelineno-0-501"></a>
|
||
</span><span id="__span-0-502"><a id="__codelineno-0-502" name="__codelineno-0-502"></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">sanity_check</span><span class="p">:</span>
|
||
</span><span id="__span-0-503"><a id="__codelineno-0-503" name="__codelineno-0-503"></a> <span class="k">return</span> <span class="n">_auto_attach_loras</span><span class="p">(</span><span class="n">loras</span><span class="p">,</span> <span class="n">target</span><span class="p">,</span> <span class="n">include</span><span class="o">=</span><span class="n">include</span><span class="p">,</span> <span class="n">exclude</span><span class="o">=</span><span class="n">exclude</span><span class="p">,</span> <span class="n">debug_map</span><span class="o">=</span><span class="n">debug_map</span><span class="p">)</span>
|
||
</span><span id="__span-0-504"><a id="__codelineno-0-504" name="__codelineno-0-504"></a>
|
||
</span><span id="__span-0-505"><a id="__codelineno-0-505" name="__codelineno-0-505"></a> <span class="n">loras_copy</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="p">:</span> <span class="n">Lora</span><span class="o">.</span><span class="n">from_weights</span><span class="p">(</span><span class="n">lora</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">lora</span><span class="o">.</span><span class="n">down</span><span class="o">.</span><span class="n">weight</span><span class="p">,</span> <span class="n">lora</span><span class="o">.</span><span class="n">up</span><span class="o">.</span><span class="n">weight</span><span class="p">)</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">lora</span> <span class="ow">in</span> <span class="n">loras</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
|
||
</span><span id="__span-0-506"><a id="__codelineno-0-506" name="__codelineno-0-506"></a> <span class="n">debug_map_1</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">tuple</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-0-507"><a id="__codelineno-0-507" name="__codelineno-0-507"></a> <span class="n">failed_keys_1</span> <span class="o">=</span> <span class="n">_auto_attach_loras</span><span class="p">(</span><span class="n">loras</span><span class="p">,</span> <span class="n">target</span><span class="p">,</span> <span class="n">include</span><span class="o">=</span><span class="n">include</span><span class="p">,</span> <span class="n">exclude</span><span class="o">=</span><span class="n">exclude</span><span class="p">,</span> <span class="n">debug_map</span><span class="o">=</span><span class="n">debug_map_1</span><span class="p">)</span>
|
||
</span><span id="__span-0-508"><a id="__codelineno-0-508" name="__codelineno-0-508"></a> <span class="k">if</span> <span class="n">debug_map</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
|
||
</span><span id="__span-0-509"><a id="__codelineno-0-509" name="__codelineno-0-509"></a> <span class="n">debug_map</span> <span class="o">+=</span> <span class="n">debug_map_1</span>
|
||
</span><span id="__span-0-510"><a id="__codelineno-0-510" name="__codelineno-0-510"></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">debug_map_1</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">loras</span><span class="p">)</span> <span class="ow">or</span> <span class="n">failed_keys_1</span><span class="p">:</span>
|
||
</span><span id="__span-0-511"><a id="__codelineno-0-511" name="__codelineno-0-511"></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
|
||
</span><span id="__span-0-512"><a id="__codelineno-0-512" name="__codelineno-0-512"></a> <span class="sa">f</span><span class="s2">"sanity check failed: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">debug_map_1</span><span class="p">)</span><span class="si">}</span><span class="s2"> / </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">loras</span><span class="p">)</span><span class="si">}</span><span class="s2"> LoRA layers attached, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">failed_keys_1</span><span class="p">)</span><span class="si">}</span><span class="s2"> failed"</span>
|
||
</span><span id="__span-0-513"><a id="__codelineno-0-513" name="__codelineno-0-513"></a> <span class="p">)</span>
|
||
</span><span id="__span-0-514"><a id="__codelineno-0-514" name="__codelineno-0-514"></a>
|
||
</span><span id="__span-0-515"><a id="__codelineno-0-515" name="__codelineno-0-515"></a> <span class="c1"># Extra sanity check: if we re-run the attach, all layers should fail.</span>
|
||
</span><span id="__span-0-516"><a id="__codelineno-0-516" name="__codelineno-0-516"></a> <span class="n">debug_map_2</span><span class="p">:</span> <span class="nb">list</span><span class="p">[</span><span class="nb">tuple</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-0-517"><a id="__codelineno-0-517" name="__codelineno-0-517"></a> <span class="n">failed_keys_2</span> <span class="o">=</span> <span class="n">_auto_attach_loras</span><span class="p">(</span><span class="n">loras_copy</span><span class="p">,</span> <span class="n">target</span><span class="p">,</span> <span class="n">include</span><span class="o">=</span><span class="n">include</span><span class="p">,</span> <span class="n">exclude</span><span class="o">=</span><span class="n">exclude</span><span class="p">,</span> <span class="n">debug_map</span><span class="o">=</span><span class="n">debug_map_2</span><span class="p">)</span>
|
||
</span><span id="__span-0-518"><a id="__codelineno-0-518" name="__codelineno-0-518"></a> <span class="k">if</span> <span class="n">debug_map_2</span> <span class="ow">or</span> <span class="nb">len</span><span class="p">(</span><span class="n">failed_keys_2</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="n">loras</span><span class="p">):</span>
|
||
</span><span id="__span-0-519"><a id="__codelineno-0-519" name="__codelineno-0-519"></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
|
||
</span><span id="__span-0-520"><a id="__codelineno-0-520" name="__codelineno-0-520"></a> <span class="sa">f</span><span class="s2">"sanity check failed: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">debug_map_2</span><span class="p">)</span><span class="si">}</span><span class="s2"> / </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">loras</span><span class="p">)</span><span class="si">}</span><span class="s2"> LoRA layers attached twice, </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">failed_keys_2</span><span class="p">)</span><span class="si">}</span><span class="s2"> skipped"</span>
|
||
</span><span id="__span-0-521"><a id="__codelineno-0-521" name="__codelineno-0-521"></a> <span class="p">)</span>
|
||
</span><span id="__span-0-522"><a id="__codelineno-0-522" name="__codelineno-0-522"></a>
|
||
</span><span id="__span-0-523"><a id="__codelineno-0-523" name="__codelineno-0-523"></a> <span class="k">return</span> <span class="n">failed_keys_1</span>
|
||
</span></code></pre></div></td></tr></table></div>
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