2861 lines
110 KiB
HTML
2861 lines
110 KiB
HTML
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|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/mixed_precision.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Mixed Precision Training</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<span class="menu-text">docs/gradient_accumulation.qmd</span>
|
||
</li>
|
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</ul>
|
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|
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<li class="sidebar-item sidebar-item-section">
|
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-6" role="navigation" aria-expanded="true">
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<span class="menu-text">Advanced Features</span></a>
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<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-6" role="navigation" aria-expanded="true" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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|
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<a href="../../docs/fsdp_qlora.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">FDSP + QLoRA</span></a>
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</div>
|
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</li>
|
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<li class="sidebar-item">
|
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<div class="sidebar-item-container">
|
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<a href="../../docs/unsloth.html" class="sidebar-item-text sidebar-link">
|
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<span class="menu-text">Unsloth</span></a>
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</div>
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|
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<div class="sidebar-item-container">
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<a href="../../docs/torchao.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">PyTorch ao</span></a>
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<li class="sidebar-item">
|
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<div class="sidebar-item-container">
|
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<a href="../../docs/custom_integrations.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Custom Integrations</span></a>
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</div>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
|
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<a href="../../docs/sequence_parallelism.html" class="sidebar-item-text sidebar-link">
|
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<span class="menu-text">Sequence Parallelism</span></a>
|
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</div>
|
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</li>
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<li class="sidebar-item">
|
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<div class="sidebar-item-container">
|
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<a href="../../docs/gradient_checkpointing.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Gradient Checkpointing and Activation Offloading</span></a>
|
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</div>
|
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</li>
|
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</ul>
|
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|
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<li class="sidebar-item sidebar-item-section">
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-7" role="navigation" aria-expanded="true">
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<span class="menu-text">Troubleshooting</span></a>
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<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-7" role="navigation" aria-expanded="true" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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<div class="sidebar-item-container">
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<a href="../../docs/faq.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">FAQ</span></a>
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</div>
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<li class="sidebar-item">
|
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<div class="sidebar-item-container">
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<a href="../../docs/debugging.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Debugging</span></a>
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</div>
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<li class="sidebar-item">
|
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<div class="sidebar-item-container">
|
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<a href="../../docs/nccl.html" class="sidebar-item-text sidebar-link">
|
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<span class="menu-text">NCCL</span></a>
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</div>
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<div id="quarto-sidebar-glass" class="quarto-sidebar-collapse-item" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item"></div>
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<!-- margin-sidebar -->
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<div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
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<nav id="TOC" role="doc-toc" class="toc-active">
|
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<h2 id="toc-title">On this page</h2>
|
||
|
||
<ul>
|
||
<li><a href="#axolotl.integrations.base" id="toc-axolotl.integrations.base" class="nav-link active" data-scroll-target="#axolotl.integrations.base">integrations.base</a>
|
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<ul class="collapse">
|
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<li><a href="#classes" id="toc-classes" class="nav-link" data-scroll-target="#classes">Classes</a>
|
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<ul class="collapse">
|
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<li><a href="#axolotl.integrations.base.BaseOptimizerFactory" id="toc-axolotl.integrations.base.BaseOptimizerFactory" class="nav-link" data-scroll-target="#axolotl.integrations.base.BaseOptimizerFactory">BaseOptimizerFactory</a></li>
|
||
<li><a href="#axolotl.integrations.base.BasePlugin" id="toc-axolotl.integrations.base.BasePlugin" class="nav-link" data-scroll-target="#axolotl.integrations.base.BasePlugin">BasePlugin</a></li>
|
||
<li><a href="#axolotl.integrations.base.PluginManager" id="toc-axolotl.integrations.base.PluginManager" class="nav-link" data-scroll-target="#axolotl.integrations.base.PluginManager">PluginManager</a></li>
|
||
</ul></li>
|
||
<li><a href="#functions" id="toc-functions" class="nav-link" data-scroll-target="#functions">Functions</a>
|
||
<ul class="collapse">
|
||
<li><a href="#axolotl.integrations.base.load_plugin" id="toc-axolotl.integrations.base.load_plugin" class="nav-link" data-scroll-target="#axolotl.integrations.base.load_plugin">load_plugin</a></li>
|
||
</ul></li>
|
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</ul></li>
|
||
</ul>
|
||
</nav>
|
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</div>
|
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<!-- main -->
|
||
<main class="content" id="quarto-document-content"><header id="title-block-header" class="quarto-title-block"></header>
|
||
|
||
|
||
|
||
|
||
<section id="axolotl.integrations.base" class="level1">
|
||
<h1>integrations.base</h1>
|
||
<p><code>integrations.base</code></p>
|
||
<p>Base class for all plugins.</p>
|
||
<p>A plugin is a reusable, modular, and self-contained piece of code that extends the functionality of Axolotl.
|
||
Plugins can be used to integrate third-party models, modify the training process, or add new features.</p>
|
||
<p>To create a new plugin, you need to inherit from the BasePlugin class and implement the required methods.</p>
|
||
<section id="classes" class="level2">
|
||
<h2 class="anchored" data-anchor-id="classes">Classes</h2>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BaseOptimizerFactory">BaseOptimizerFactory</a></td>
|
||
<td>Base class for factories to create custom optimizers</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin">BasePlugin</a></td>
|
||
<td>Base class for all plugins. Defines the interface for plugin methods.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager">PluginManager</a></td>
|
||
<td>The <code>PluginManager</code> class is responsible for loading and managing plugins. It</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<section id="axolotl.integrations.base.BaseOptimizerFactory" class="level3">
|
||
<h3 class="anchored" data-anchor-id="axolotl.integrations.base.BaseOptimizerFactory">BaseOptimizerFactory</h3>
|
||
<div class="sourceCode" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BaseOptimizerFactory()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Base class for factories to create custom optimizers</p>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin" class="level3">
|
||
<h3 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin">BasePlugin</h3>
|
||
<div class="sourceCode" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Base class for all plugins. Defines the interface for plugin methods.</p>
|
||
<p>A plugin is a reusable, modular, and self-contained piece of code that extends
|
||
the functionality of Axolotl. Plugins can be used to integrate third-party models,
|
||
modify the training process, or add new features.</p>
|
||
<p>To create a new plugin, you need to inherit from the BasePlugin class and
|
||
implement the required methods.</p>
|
||
<section id="note" class="level4 doc-section doc-section-note">
|
||
<h4 class="doc-section doc-section-note anchored" data-anchor-id="note">Note</h4>
|
||
<p>Plugin methods include:
|
||
- register(cfg): Registers the plugin with the given configuration.
|
||
- load_datasets(cfg): Loads and preprocesses the dataset for training.
|
||
- pre_model_load(cfg): Performs actions before the model is loaded.
|
||
- post_model_build(cfg, model): Performs actions after the model is loaded, but
|
||
before LoRA adapters are applied.
|
||
- pre_lora_load(cfg, model): Performs actions before LoRA weights are loaded.
|
||
- post_lora_load(cfg, model): Performs actions after LoRA weights are loaded.
|
||
- post_model_load(cfg, model): Performs actions after the model is loaded,
|
||
inclusive of any adapters.
|
||
- post_trainer_create(cfg, trainer): Performs actions after the trainer is
|
||
created.
|
||
- create_optimizer(cfg, trainer): Creates and returns an optimizer for training.
|
||
- create_lr_scheduler(cfg, trainer, optimizer, num_training_steps): Creates and
|
||
returns a learning rate scheduler.
|
||
- add_callbacks_pre_trainer(cfg, model): Adds callbacks to the trainer before
|
||
training.
|
||
- add_callbacks_post_trainer(cfg, trainer): Adds callbacks to the trainer after
|
||
training.</p>
|
||
</section>
|
||
<section id="methods" class="level4">
|
||
<h4 class="anchored" data-anchor-id="methods">Methods</h4>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.add_callbacks_post_trainer">add_callbacks_post_trainer</a></td>
|
||
<td>Adds callbacks to the trainer after creating the trainer. This is useful for</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.add_callbacks_pre_trainer">add_callbacks_pre_trainer</a></td>
|
||
<td>Set up callbacks before creating the trainer.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.create_lr_scheduler">create_lr_scheduler</a></td>
|
||
<td>Creates and returns a learning rate scheduler.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.create_optimizer">create_optimizer</a></td>
|
||
<td>Creates and returns an optimizer for training.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.get_collator_cls_and_kwargs">get_collator_cls_and_kwargs</a></td>
|
||
<td>Returns a custom class for the collator.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.get_input_args">get_input_args</a></td>
|
||
<td>Returns a pydantic model for the plugin’s input arguments.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.get_trainer_cls">get_trainer_cls</a></td>
|
||
<td>Returns a custom class for the trainer.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.get_training_args">get_training_args</a></td>
|
||
<td>Returns custom training arguments to set on TrainingArgs.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.get_training_args_mixin">get_training_args_mixin</a></td>
|
||
<td>Returns a dataclass model for the plugin’s training arguments.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.load_datasets">load_datasets</a></td>
|
||
<td>Loads and preprocesses the dataset for training.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.post_lora_load">post_lora_load</a></td>
|
||
<td>Performs actions after LoRA weights are loaded.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.post_model_build">post_model_build</a></td>
|
||
<td>Performs actions after the model is built/loaded, but before any adapters are applied.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.post_model_load">post_model_load</a></td>
|
||
<td>Performs actions after the model is loaded.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.post_train">post_train</a></td>
|
||
<td>Performs actions after training is complete.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.post_train_unload">post_train_unload</a></td>
|
||
<td>Performs actions after training is complete and the model is unloaded.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.post_trainer_create">post_trainer_create</a></td>
|
||
<td>Performs actions after the trainer is created.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.pre_lora_load">pre_lora_load</a></td>
|
||
<td>Performs actions before LoRA weights are loaded.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.pre_model_load">pre_model_load</a></td>
|
||
<td>Performs actions before the model is loaded.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.BasePlugin.register">register</a></td>
|
||
<td>Registers the plugin with the given configuration.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<section id="axolotl.integrations.base.BasePlugin.add_callbacks_post_trainer" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.add_callbacks_post_trainer">add_callbacks_post_trainer</h5>
|
||
<div class="sourceCode" id="cb3"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.add_callbacks_post_trainer(cfg, trainer)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Adds callbacks to the trainer after creating the trainer. This is useful for
|
||
callbacks that require access to the model or trainer.</p>
|
||
<section id="parameters" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 13%">
|
||
<col style="width: 18%">
|
||
<col style="width: 50%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns">Returns</h6>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>list[Callable]</td>
|
||
<td>A list of callback functions to be added</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.add_callbacks_pre_trainer" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.add_callbacks_pre_trainer">add_callbacks_pre_trainer</h5>
|
||
<div class="sourceCode" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.add_callbacks_pre_trainer(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Set up callbacks before creating the trainer.</p>
|
||
<section id="parameters-1" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-1">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 23%">
|
||
<col style="width: 48%">
|
||
<col style="width: 16%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-1" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-1">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 8%">
|
||
<col style="width: 19%">
|
||
<col style="width: 71%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>list[Callable]</td>
|
||
<td>A list of callback functions to be added to the <code>TrainingArgs</code>.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.create_lr_scheduler" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.create_lr_scheduler">create_lr_scheduler</h5>
|
||
<div class="sourceCode" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.create_lr_scheduler(</span>
|
||
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a> cfg,</span>
|
||
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> trainer,</span>
|
||
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a> optimizer,</span>
|
||
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a> num_training_steps,</span>
|
||
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Creates and returns a learning rate scheduler.</p>
|
||
<section id="parameters-2" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-2">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 25%">
|
||
<col style="width: 16%">
|
||
<col style="width: 43%">
|
||
<col style="width: 15%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td>optimizer</td>
|
||
<td>Optimizer</td>
|
||
<td>The optimizer for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>num_training_steps</td>
|
||
<td>int</td>
|
||
<td>Total number of training steps</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-2" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-2">Returns</h6>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>LRScheduler | None</td>
|
||
<td>The created learning rate scheduler.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.create_optimizer" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.create_optimizer">create_optimizer</h5>
|
||
<div class="sourceCode" id="cb6"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.create_optimizer(cfg, trainer)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Creates and returns an optimizer for training.</p>
|
||
<section id="parameters-3" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-3">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 13%">
|
||
<col style="width: 18%">
|
||
<col style="width: 50%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-3" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-3">Returns</h6>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>Optimizer | None</td>
|
||
<td>The created optimizer.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.get_collator_cls_and_kwargs" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.get_collator_cls_and_kwargs">get_collator_cls_and_kwargs</h5>
|
||
<div class="sourceCode" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.get_collator_cls_and_kwargs(cfg, is_eval<span class="op">=</span><span class="va">False</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns a custom class for the collator.</p>
|
||
<section id="parameters-4" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-4">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 13%">
|
||
<col style="width: 18%">
|
||
<col style="width: 50%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The global axolotl configuration.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>is_eval</td>
|
||
<td>bool</td>
|
||
<td>Whether this is an eval split.</td>
|
||
<td><code>False</code></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-4" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-4">Returns</h6>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>class</td>
|
||
<td></td>
|
||
<td>The class for the collator.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.get_input_args" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.get_input_args">get_input_args</h5>
|
||
<div class="sourceCode" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.get_input_args()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns a pydantic model for the plugin’s input arguments.</p>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.get_trainer_cls" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.get_trainer_cls">get_trainer_cls</h5>
|
||
<div class="sourceCode" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.get_trainer_cls(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns a custom class for the trainer.</p>
|
||
<section id="parameters-5" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-5">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 19%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The global axolotl configuration.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-5" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-5">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 9%">
|
||
<col style="width: 20%">
|
||
<col style="width: 69%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>Trainer | None</td>
|
||
<td>The first non-<code>None</code> trainer class returned by a plugin.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.get_training_args" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.get_training_args">get_training_args</h5>
|
||
<div class="sourceCode" id="cb10"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.get_training_args(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns custom training arguments to set on TrainingArgs.</p>
|
||
<section id="parameters-6" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-6">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 19%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The global axolotl configuration.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-6" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-6">Returns</h6>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>object</td>
|
||
<td></td>
|
||
<td>dict containing the training arguments.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.get_training_args_mixin" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.get_training_args_mixin">get_training_args_mixin</h5>
|
||
<div class="sourceCode" id="cb11"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.get_training_args_mixin()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns a dataclass model for the plugin’s training arguments.</p>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.load_datasets" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.load_datasets">load_datasets</h5>
|
||
<div class="sourceCode" id="cb12"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.load_datasets(cfg, preprocess<span class="op">=</span><span class="va">False</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Loads and preprocesses the dataset for training.</p>
|
||
<section id="parameters-7" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-7">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 13%">
|
||
<col style="width: 14%">
|
||
<col style="width: 59%">
|
||
<col style="width: 13%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>preprocess</td>
|
||
<td>bool</td>
|
||
<td>Whether this is the preprocess step of the datasets.</td>
|
||
<td><code>False</code></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-7" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-7">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 15%">
|
||
<col style="width: 40%">
|
||
<col style="width: 43%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>dataset_meta</td>
|
||
<td>Union['TrainDatasetMeta', None]</td>
|
||
<td>The metadata for the training dataset.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.post_lora_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.post_lora_load">post_lora_load</h5>
|
||
<div class="sourceCode" id="cb13"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.post_lora_load(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions after LoRA weights are loaded.</p>
|
||
<section id="parameters-8" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-8">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 9%">
|
||
<col style="width: 35%">
|
||
<col style="width: 41%">
|
||
<col style="width: 14%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel | PeftModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.post_model_build" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.post_model_build">post_model_build</h5>
|
||
<div class="sourceCode" id="cb14"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.post_model_build(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions after the model is built/loaded, but before any adapters are applied.</p>
|
||
<section id="parameters-9" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-9">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 19%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.post_model_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.post_model_load">post_model_load</h5>
|
||
<div class="sourceCode" id="cb15"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.post_model_load(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions after the model is loaded.</p>
|
||
<section id="parameters-10" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-10">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 9%">
|
||
<col style="width: 35%">
|
||
<col style="width: 41%">
|
||
<col style="width: 14%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel | PeftModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.post_train" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.post_train">post_train</h5>
|
||
<div class="sourceCode" id="cb16"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.post_train(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions after training is complete.</p>
|
||
<section id="parameters-11" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-11">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 10%">
|
||
<col style="width: 38%">
|
||
<col style="width: 35%">
|
||
<col style="width: 15%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The axolotl configuration.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel | PeftModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.post_train_unload" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.post_train_unload">post_train_unload</h5>
|
||
<div class="sourceCode" id="cb17"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.post_train_unload(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions after training is complete and the model is unloaded.</p>
|
||
<section id="parameters-12" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-12">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 19%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.post_trainer_create" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.post_trainer_create">post_trainer_create</h5>
|
||
<div class="sourceCode" id="cb18"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.post_trainer_create(cfg, trainer)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions after the trainer is created.</p>
|
||
<section id="parameters-13" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-13">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 13%">
|
||
<col style="width: 18%">
|
||
<col style="width: 50%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.pre_lora_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.pre_lora_load">pre_lora_load</h5>
|
||
<div class="sourceCode" id="cb19"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.pre_lora_load(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions before LoRA weights are loaded.</p>
|
||
<section id="parameters-14" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-14">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 23%">
|
||
<col style="width: 48%">
|
||
<col style="width: 16%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.pre_model_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.pre_model_load">pre_model_load</h5>
|
||
<div class="sourceCode" id="cb20"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.pre_model_load(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Performs actions before the model is loaded.</p>
|
||
<section id="parameters-15" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-15">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 19%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.BasePlugin.register" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.BasePlugin.register">register</h5>
|
||
<div class="sourceCode" id="cb21"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a>integrations.base.BasePlugin.register(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Registers the plugin with the given configuration.</p>
|
||
<section id="parameters-16" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-16">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 19%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugin.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager" class="level3">
|
||
<h3 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager">PluginManager</h3>
|
||
<div class="sourceCode" id="cb22"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>The <code>PluginManager</code> class is responsible for loading and managing plugins. It
|
||
should be a singleton so it can be accessed from anywhere in the codebase.</p>
|
||
<section id="attributes" class="level4 doc-section doc-section-attributes">
|
||
<h4 class="doc-section doc-section-attributes anchored" data-anchor-id="attributes">Attributes</h4>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>plugins</td>
|
||
<td>OrderedDict[str, BasePlugin]</td>
|
||
<td>A list of loaded plugins.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="note-1" class="level4 doc-section doc-section-note">
|
||
<h4 class="doc-section doc-section-note anchored" data-anchor-id="note-1">Note</h4>
|
||
<p>Key methods include:
|
||
- get_instance(): Static method to get the singleton instance of <code>PluginManager</code>.
|
||
- register(plugin_name: str): Registers a new plugin by its name.
|
||
- pre_model_load(cfg): Calls the pre_model_load method of all registered plugins.</p>
|
||
</section>
|
||
<section id="methods-1" class="level4">
|
||
<h4 class="anchored" data-anchor-id="methods-1">Methods</h4>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.add_callbacks_post_trainer">add_callbacks_post_trainer</a></td>
|
||
<td>Calls the <code>add_callbacks_post_trainer</code> method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.add_callbacks_pre_trainer">add_callbacks_pre_trainer</a></td>
|
||
<td>Calls the add_callbacks_pre_trainer method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.create_lr_scheduler">create_lr_scheduler</a></td>
|
||
<td>Calls the <code>create_lr_scheduler</code> method of all registered plugins and returns</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.create_optimizer">create_optimizer</a></td>
|
||
<td>Calls the <code>create_optimizer</code> method of all registered plugins and returns</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.get_collator_cls_and_kwargs">get_collator_cls_and_kwargs</a></td>
|
||
<td>Calls the get_collator_cls_and_kwargs method of all registered plugins and returns the first non-None collator class.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.get_input_args">get_input_args</a></td>
|
||
<td>Returns a list of Pydantic classes for all registered plugins’ input arguments.’</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.get_instance">get_instance</a></td>
|
||
<td>Returns the singleton instance of PluginManager. If the instance doesn’t</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.get_trainer_cls">get_trainer_cls</a></td>
|
||
<td>Calls the <code>get_trainer_cls</code> method of all registered plugins and returns the</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.get_training_args">get_training_args</a></td>
|
||
<td>Calls the get_training_args method of all registered plugins and returns the combined training arguments.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.get_training_args_mixin">get_training_args_mixin</a></td>
|
||
<td>Returns a list of dataclasses for all registered plugins’ training args mixins’</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.load_datasets">load_datasets</a></td>
|
||
<td>Calls the load_datasets method of each registered plugin.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.post_lora_load">post_lora_load</a></td>
|
||
<td>Calls the <code>post_lora_load</code> method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.post_model_build">post_model_build</a></td>
|
||
<td>Calls the <code>post_model_build</code> method of all registered plugins after the</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.post_model_load">post_model_load</a></td>
|
||
<td>Calls the <code>post_model_load</code> method of all registered plugins after the model</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.post_train">post_train</a></td>
|
||
<td>Calls the post_train method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.post_train_unload">post_train_unload</a></td>
|
||
<td>Calls the post_train_unload method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.post_trainer_create">post_trainer_create</a></td>
|
||
<td>Calls the <code>post_trainer_create</code> method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.pre_lora_load">pre_lora_load</a></td>
|
||
<td>Calls the <code>pre_lora_load</code> method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.pre_model_load">pre_model_load</a></td>
|
||
<td>Calls the pre_model_load method of all registered plugins.</td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td><a href="#axolotl.integrations.base.PluginManager.register">register</a></td>
|
||
<td>Registers a new plugin by its name.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<section id="axolotl.integrations.base.PluginManager.add_callbacks_post_trainer" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.add_callbacks_post_trainer">add_callbacks_post_trainer</h5>
|
||
<div class="sourceCode" id="cb23"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.add_callbacks_post_trainer(cfg, trainer)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>add_callbacks_post_trainer</code> method of all registered plugins.</p>
|
||
<section id="parameters-17" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-17">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 12%">
|
||
<col style="width: 18%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-8" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-8">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 8%">
|
||
<col style="width: 19%">
|
||
<col style="width: 71%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>list[Callable]</td>
|
||
<td>A list of callback functions to be added to the <code>TrainingArgs</code>.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.add_callbacks_pre_trainer" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.add_callbacks_pre_trainer">add_callbacks_pre_trainer</h5>
|
||
<div class="sourceCode" id="cb24"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.add_callbacks_pre_trainer(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the add_callbacks_pre_trainer method of all registered plugins.</p>
|
||
<section id="parameters-18" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-18">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 10%">
|
||
<col style="width: 23%">
|
||
<col style="width: 49%">
|
||
<col style="width: 16%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-9" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-9">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 8%">
|
||
<col style="width: 19%">
|
||
<col style="width: 71%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>list[Callable]</td>
|
||
<td>A list of callback functions to be added to the <code>TrainingArgs</code>.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.create_lr_scheduler" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.create_lr_scheduler">create_lr_scheduler</h5>
|
||
<div class="sourceCode" id="cb25"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.create_lr_scheduler(</span>
|
||
<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a> trainer,</span>
|
||
<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a> optimizer,</span>
|
||
<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a> num_training_steps,</span>
|
||
<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>create_lr_scheduler</code> method of all registered plugins and returns
|
||
the first non-<code>None</code> scheduler.</p>
|
||
<section id="parameters-19" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-19">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 16%">
|
||
<col style="width: 16%">
|
||
<col style="width: 50%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>optimizer</td>
|
||
<td>Optimizer</td>
|
||
<td>The optimizer for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-10" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-10">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 8%">
|
||
<col style="width: 23%">
|
||
<col style="width: 68%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>LRScheduler | None</td>
|
||
<td>The created learning rate scheduler, or <code>None</code> if not found.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.create_optimizer" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.create_optimizer">create_optimizer</h5>
|
||
<div class="sourceCode" id="cb26"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.create_optimizer(trainer)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>create_optimizer</code> method of all registered plugins and returns
|
||
the first non-<code>None</code> optimizer.</p>
|
||
<section id="parameters-20" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-20">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-11" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-11">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 10%">
|
||
<col style="width: 23%">
|
||
<col style="width: 66%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>Optimizer | None</td>
|
||
<td>The created optimizer, or <code>None</code> if none was found.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.get_collator_cls_and_kwargs" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.get_collator_cls_and_kwargs">get_collator_cls_and_kwargs</h5>
|
||
<div class="sourceCode" id="cb27"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.get_collator_cls_and_kwargs(cfg, is_eval<span class="op">=</span><span class="va">False</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the get_collator_cls_and_kwargs method of all registered plugins and returns the first non-None collator class.</p>
|
||
<p>Parameters:
|
||
cfg (dict): The configuration for the plugins.
|
||
is_eval (bool): Whether this is an eval split.</p>
|
||
<p>Returns:
|
||
object: The collator class, or None if none was found.</p>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.get_input_args" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.get_input_args">get_input_args</h5>
|
||
<div class="sourceCode" id="cb28"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.get_input_args()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns a list of Pydantic classes for all registered plugins’ input arguments.’</p>
|
||
<section id="returns-12" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-12">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 8%">
|
||
<col style="width: 13%">
|
||
<col style="width: 77%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>list[str]</td>
|
||
<td>A list of Pydantic classes for all registered plugins’ input arguments.’</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.get_instance" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.get_instance">get_instance</h5>
|
||
<div class="sourceCode" id="cb29"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.get_instance()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns the singleton instance of PluginManager. If the instance doesn’t
|
||
exist, it creates a new one.</p>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.get_trainer_cls" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.get_trainer_cls">get_trainer_cls</h5>
|
||
<div class="sourceCode" id="cb30"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.get_trainer_cls(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>get_trainer_cls</code> method of all registered plugins and returns the
|
||
first non-<code>None</code> trainer class.</p>
|
||
<section id="parameters-21" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-21">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 18%">
|
||
<col style="width: 52%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-13" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-13">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 9%">
|
||
<col style="width: 20%">
|
||
<col style="width: 69%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>Trainer | None</td>
|
||
<td>The first non-<code>None</code> trainer class returned by a plugin.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.get_training_args" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.get_training_args">get_training_args</h5>
|
||
<div class="sourceCode" id="cb31"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.get_training_args(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the get_training_args method of all registered plugins and returns the combined training arguments.</p>
|
||
<p>Parameters:
|
||
cfg (dict): The configuration for the plugins.</p>
|
||
<p>Returns:
|
||
object: The training arguments</p>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.get_training_args_mixin" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.get_training_args_mixin">get_training_args_mixin</h5>
|
||
<div class="sourceCode" id="cb32"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.get_training_args_mixin()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Returns a list of dataclasses for all registered plugins’ training args mixins’</p>
|
||
<p>Returns:
|
||
list[str]: A list of dataclsses</p>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.load_datasets" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.load_datasets">load_datasets</h5>
|
||
<div class="sourceCode" id="cb33"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.load_datasets(cfg, preprocess<span class="op">=</span><span class="va">False</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the load_datasets method of each registered plugin.</p>
|
||
<section id="parameters-22" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-22">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 13%">
|
||
<col style="width: 14%">
|
||
<col style="width: 57%">
|
||
<col style="width: 13%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>preprocess</td>
|
||
<td>bool</td>
|
||
<td>Whether this is preprocess step of the datasets.</td>
|
||
<td><code>False</code></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-14" class="level6 doc-section doc-section-returns">
|
||
<h6 class="doc-section doc-section-returns anchored" data-anchor-id="returns-14">Returns</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 7%">
|
||
<col style="width: 35%">
|
||
<col style="width: 56%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>Union['TrainDatasetMeta', None]</td>
|
||
<td>The dataset metadata loaded from all registered plugins.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.post_lora_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.post_lora_load">post_lora_load</h5>
|
||
<div class="sourceCode" id="cb34"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.post_lora_load(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>post_lora_load</code> method of all registered plugins.</p>
|
||
<section id="parameters-23" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-23">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 9%">
|
||
<col style="width: 34%">
|
||
<col style="width: 41%">
|
||
<col style="width: 13%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel | PeftModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.post_model_build" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.post_model_build">post_model_build</h5>
|
||
<div class="sourceCode" id="cb35"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.post_model_build(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>post_model_build</code> method of all registered plugins after the
|
||
model has been built / loaded, but before any adapters have been applied.</p>
|
||
<section id="parameters-24" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-24">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 10%">
|
||
<col style="width: 23%">
|
||
<col style="width: 49%">
|
||
<col style="width: 16%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.post_model_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.post_model_load">post_model_load</h5>
|
||
<div class="sourceCode" id="cb36"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.post_model_load(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>post_model_load</code> method of all registered plugins after the model
|
||
has been loaded inclusive of any adapters.</p>
|
||
<section id="parameters-25" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-25">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 9%">
|
||
<col style="width: 34%">
|
||
<col style="width: 41%">
|
||
<col style="width: 13%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel | PeftModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.post_train" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.post_train">post_train</h5>
|
||
<div class="sourceCode" id="cb37"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.post_train(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the post_train method of all registered plugins.</p>
|
||
<section id="parameters-26" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-26">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 9%">
|
||
<col style="width: 34%">
|
||
<col style="width: 41%">
|
||
<col style="width: 13%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel | PeftModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.post_train_unload" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.post_train_unload">post_train_unload</h5>
|
||
<div class="sourceCode" id="cb38"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.post_train_unload(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the post_train_unload method of all registered plugins.</p>
|
||
<section id="parameters-27" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-27">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 18%">
|
||
<col style="width: 52%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.post_trainer_create" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.post_trainer_create">post_trainer_create</h5>
|
||
<div class="sourceCode" id="cb39"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.post_trainer_create(cfg, trainer)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>post_trainer_create</code> method of all registered plugins.</p>
|
||
<section id="parameters-28" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-28">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 12%">
|
||
<col style="width: 18%">
|
||
<col style="width: 51%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>trainer</td>
|
||
<td>Trainer</td>
|
||
<td>The trainer object for training.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.pre_lora_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.pre_lora_load">pre_lora_load</h5>
|
||
<div class="sourceCode" id="cb40"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb40-1"><a href="#cb40-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.pre_lora_load(cfg, model)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the <code>pre_lora_load</code> method of all registered plugins.</p>
|
||
<section id="parameters-29" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-29">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 10%">
|
||
<col style="width: 23%">
|
||
<col style="width: 49%">
|
||
<col style="width: 16%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
<tr class="even">
|
||
<td>model</td>
|
||
<td>PreTrainedModel</td>
|
||
<td>The loaded model.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.pre_model_load" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.pre_model_load">pre_model_load</h5>
|
||
<div class="sourceCode" id="cb41"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb41-1"><a href="#cb41-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.pre_model_load(cfg)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Calls the pre_model_load method of all registered plugins.</p>
|
||
<section id="parameters-30" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-30">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 11%">
|
||
<col style="width: 18%">
|
||
<col style="width: 52%">
|
||
<col style="width: 17%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>cfg</td>
|
||
<td>DictDefault</td>
|
||
<td>The configuration for the plugins.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
<section id="axolotl.integrations.base.PluginManager.register" class="level5">
|
||
<h5 class="anchored" data-anchor-id="axolotl.integrations.base.PluginManager.register">register</h5>
|
||
<div class="sourceCode" id="cb42"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb42-1"><a href="#cb42-1" aria-hidden="true" tabindex="-1"></a>integrations.base.PluginManager.register(plugin_name)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Registers a new plugin by its name.</p>
|
||
<section id="parameters-31" class="level6 doc-section doc-section-parameters">
|
||
<h6 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-31">Parameters</h6>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 17%">
|
||
<col style="width: 10%">
|
||
<col style="width: 56%">
|
||
<col style="width: 16%">
|
||
</colgroup>
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>plugin_name</td>
|
||
<td>str</td>
|
||
<td>The name of the plugin to be registered.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="raises" class="level6 doc-section doc-section-raises">
|
||
<h6 class="doc-section doc-section-raises anchored" data-anchor-id="raises">Raises</h6>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>ImportError</td>
|
||
<td>If the plugin module cannot be imported.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
</section>
|
||
</section>
|
||
</section>
|
||
</section>
|
||
<section id="functions" class="level2">
|
||
<h2 class="anchored" data-anchor-id="functions">Functions</h2>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td><a href="#axolotl.integrations.base.load_plugin">load_plugin</a></td>
|
||
<td>Loads a plugin based on the given plugin name.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<section id="axolotl.integrations.base.load_plugin" class="level3">
|
||
<h3 class="anchored" data-anchor-id="axolotl.integrations.base.load_plugin">load_plugin</h3>
|
||
<div class="sourceCode" id="cb43"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb43-1"><a href="#cb43-1" aria-hidden="true" tabindex="-1"></a>integrations.base.load_plugin(plugin_name)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Loads a plugin based on the given plugin name.</p>
|
||
<p>The plugin name should be in the format “module_name.class_name”. This function
|
||
splits the plugin name into module and class, imports the module, retrieves the
|
||
class from the module, and creates an instance of the class.</p>
|
||
<section id="parameters-32" class="level4 doc-section doc-section-parameters">
|
||
<h4 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters-32">Parameters</h4>
|
||
<table class="caption-top table">
|
||
<colgroup>
|
||
<col style="width: 10%">
|
||
<col style="width: 6%">
|
||
<col style="width: 74%">
|
||
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|
||
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|
||
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|
||
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|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
<th>Default</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td>plugin_name</td>
|
||
<td>str</td>
|
||
<td>The name of the plugin to be loaded. The name should be in the format “module_name.class_name”.</td>
|
||
<td><em>required</em></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="returns-15" class="level4 doc-section doc-section-returns">
|
||
<h4 class="doc-section doc-section-returns anchored" data-anchor-id="returns-15">Returns</h4>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>BasePlugin</td>
|
||
<td>An instance of the loaded plugin.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</section>
|
||
<section id="raises-1" class="level4 doc-section doc-section-raises">
|
||
<h4 class="doc-section doc-section-raises anchored" data-anchor-id="raises-1">Raises</h4>
|
||
<table class="caption-top table">
|
||
<thead>
|
||
<tr class="header">
|
||
<th>Name</th>
|
||
<th>Type</th>
|
||
<th>Description</th>
|
||
</tr>
|
||
</thead>
|
||
<tbody>
|
||
<tr class="odd">
|
||
<td></td>
|
||
<td>ImportError</td>
|
||
<td>If the plugin module cannot be imported.</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
|
||
|
||
</section>
|
||
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|
||
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|
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|
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|
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|
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</div> <!-- /content -->
|
||
|
||
|
||
|
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