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@@ -67,14 +67,15 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
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<link href="../../site_libs/quarto-html/quarto-syntax-highlighting-dark-befe23ebd2f54d8af2c8a89d1a1611f1.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<link href="../../site_libs/quarto-html/quarto-syntax-highlighting-dark-b651517ce65839d647a86e2780455cfb.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<link href="../../site_libs/bootstrap/bootstrap-f9d679a32da2b248d4ca48a0e58e089e.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="dark">
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<script id="quarto-search-options" type="application/json">{
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"location": "navbar",
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"copy-button": false,
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@@ -124,7 +125,8 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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<div class="navbar-container container-fluid">
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<div class="navbar-brand-container mx-auto">
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<img src="../../image/axolotl_logo_digital_white.svg" alt="" class="navbar-logo dark-content">
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</a>
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<div class="quarto-navbar-tools tools-wide tools-end">
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@@ -150,6 +152,10 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
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<nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation docked overflow-auto">
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<div class="pt-lg-2 mt-2 text-left sidebar-header">
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<a href="../../index.html" class="sidebar-logo-link">
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<div class="sidebar-menu-container">
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<ul class="list-unstyled mt-1">
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<li class="sidebar-item">
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@@ -540,7 +546,7 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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</table>
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<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco" class="level3">
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<h3 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco">Disco</h3>
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<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>monkeypatch.gradient_checkpointing.offload_disk.Disco()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.Disco()</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<p>Disco: DIsk-based Storage and Checkpointing with Optimized prefetching
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Advanced disk-based gradient checkpointer with prefetching.</p>
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<section id="methods" class="level4">
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@@ -569,15 +575,15 @@ Advanced disk-based gradient checkpointer with prefetching.</p>
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</table>
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<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco.backward" class="level5">
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<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco.backward">backward</h5>
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<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>monkeypatch.gradient_checkpointing.offload_disk.Disco.backward(</span>
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<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.Disco.backward(</span>
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<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a> ctx,</span>
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<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a> <span class="op">*</span>grad_outputs,</span>
|
||||
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Backward pass that loads activations from disk with prefetching</p>
|
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</section>
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<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco.forward" class="level5">
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<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco.forward">forward</h5>
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<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>monkeypatch.gradient_checkpointing.offload_disk.Disco.forward(</span>
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<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.Disco.forward(</span>
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<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a> ctx,</span>
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<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a> forward_function,</span>
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<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a> hidden_states,</span>
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@@ -585,27 +591,27 @@ Advanced disk-based gradient checkpointer with prefetching.</p>
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||||
<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a> prefetch_size<span class="op">=</span><span class="dv">1</span>,</span>
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<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a> prefetch_to_gpu<span class="op">=</span><span class="va">True</span>,</span>
|
||||
<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a> save_workers<span class="op">=</span><span class="dv">4</span>,</span>
|
||||
<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Forward pass that offloads activations to disk asynchronously</p>
|
||||
</section>
|
||||
<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco.get_instance" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.Disco.get_instance">get_instance</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>monkeypatch.gradient_checkpointing.offload_disk.Disco.get_instance(</span>
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||||
<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.Disco.get_instance(</span>
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<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a> prefetch_size<span class="op">=</span><span class="dv">1</span>,</span>
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||||
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a> prefetch_to_gpu<span class="op">=</span><span class="va">True</span>,</span>
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||||
<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a> save_workers<span class="op">=</span><span class="dv">4</span>,</span>
|
||||
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Get or create the offload manager</p>
|
||||
</section>
|
||||
</section>
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</section>
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<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager" class="level3">
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||||
<h3 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager">DiskOffloadManager</h3>
|
||||
<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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager(</span>
|
||||
<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager(</span>
|
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<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a> prefetch_size<span class="op">=</span><span class="dv">3</span>,</span>
|
||||
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a> prefetch_to_gpu<span class="op">=</span><span class="va">True</span>,</span>
|
||||
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a> save_workers<span class="op">=</span><span class="dv">4</span>,</span>
|
||||
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Manages offloaded tensors and handles prefetching in a separate thread.
|
||||
Includes synchronization to prevent race conditions.</p>
|
||||
<section id="methods-1" class="level4">
|
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@@ -646,44 +652,44 @@ Includes synchronization to prevent race conditions.</p>
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||||
</table>
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||||
<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup">cleanup</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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup()</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Clean up all temp files and stop prefetch thread with proper synchronization</p>
|
||||
</section>
|
||||
<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup_tensor" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup_tensor">cleanup_tensor</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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup_tensor(</span>
|
||||
<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.cleanup_tensor(</span>
|
||||
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a> file_path,</span>
|
||||
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Clean up a specific tensor file after it’s been used</p>
|
||||
</section>
|
||||
<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.load_tensor" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.load_tensor">load_tensor</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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.load_tensor(</span>
|
||||
<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.load_tensor(</span>
|
||||
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> file_path,</span>
|
||||
<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a> target_device<span class="op">=</span><span class="st">'cuda'</span>,</span>
|
||||
<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Load tensor from disk or prefetch cache with proper synchronization</p>
|
||||
</section>
|
||||
<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.save_tensor" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.save_tensor">save_tensor</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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.save_tensor(</span>
|
||||
<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.save_tensor(</span>
|
||||
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a> tensor,</span>
|
||||
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Save tensor to disk asynchronously and return file path with thread-safe operations</p>
|
||||
</section>
|
||||
<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.trigger_prefetch" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.trigger_prefetch">trigger_prefetch</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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.trigger_prefetch(</span>
|
||||
<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.trigger_prefetch(</span>
|
||||
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a> n<span class="op">=</span><span class="va">None</span>,</span>
|
||||
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Trigger prefetching of the next N tensors with proper synchronization</p>
|
||||
</section>
|
||||
<section id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.wait_for_save" class="level5">
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<h5 class="anchored" data-anchor-id="axolotl.monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.wait_for_save">wait_for_save</h5>
|
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<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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.wait_for_save(</span>
|
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<div class="code-copy-outer-scaffold"><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>monkeypatch.gradient_checkpointing.offload_disk.DiskOffloadManager.wait_for_save(</span>
|
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<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a> file_path,</span>
|
||||
<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a> timeout<span class="op">=</span><span class="va">None</span>,</span>
|
||||
<span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a>)</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Wait for a tensor to be saved to disk</p>
|
||||
|
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|
||||
@@ -745,13 +751,14 @@ Includes synchronization to prevent race conditions.</p>
|
||||
e.clearSelection();
|
||||
}
|
||||
const getTextToCopy = function(trigger) {
|
||||
const codeEl = trigger.previousElementSibling.cloneNode(true);
|
||||
for (const childEl of codeEl.children) {
|
||||
if (isCodeAnnotation(childEl)) {
|
||||
childEl.remove();
|
||||
}
|
||||
const outerScaffold = trigger.parentElement.cloneNode(true);
|
||||
const codeEl = outerScaffold.querySelector('code');
|
||||
for (const childEl of codeEl.children) {
|
||||
if (isCodeAnnotation(childEl)) {
|
||||
childEl.remove();
|
||||
}
|
||||
return codeEl.innerText;
|
||||
}
|
||||
return codeEl.innerText;
|
||||
}
|
||||
const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
|
||||
text: getTextToCopy
|
||||
|
||||
Reference in New Issue
Block a user