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@@ -20,6 +20,41 @@ ul.task-list li input[type="checkbox"] {
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margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */
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vertical-align: middle;
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}
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/* CSS for syntax highlighting */
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html { -webkit-text-size-adjust: 100%; }
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pre > code.sourceCode { white-space: pre; position: relative; }
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pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
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pre > code.sourceCode > span:empty { height: 1.2em; }
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.sourceCode { overflow: visible; }
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code.sourceCode > span { color: inherit; text-decoration: inherit; }
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div.sourceCode { margin: 1em 0; }
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pre.sourceCode { margin: 0; }
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@media screen {
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div.sourceCode { overflow: auto; }
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}
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@media print {
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pre > code.sourceCode { white-space: pre-wrap; }
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pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
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}
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pre.numberSource code
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{ counter-reset: source-line 0; }
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pre.numberSource code > span
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{ position: relative; left: -4em; counter-increment: source-line; }
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pre.numberSource code > span > a:first-child::before
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{ content: counter(source-line);
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position: relative; left: -1em; text-align: right; vertical-align: baseline;
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border: none; display: inline-block;
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-webkit-touch-callout: none; -webkit-user-select: none;
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-khtml-user-select: none; -moz-user-select: none;
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-ms-user-select: none; user-select: none;
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padding: 0 4px; width: 4em;
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}
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pre.numberSource { margin-left: 3em; padding-left: 4px; }
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{ }
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pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
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}
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</style>
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@@ -432,7 +467,13 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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<h2 id="toc-title">On this page</h2>
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<ul>
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<li><a href="#axolotl.utils.data.sft" id="toc-axolotl.utils.data.sft" class="nav-link active" data-scroll-target="#axolotl.utils.data.sft">utils.data.sft</a></li>
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<li><a href="#axolotl.utils.data.sft" id="toc-axolotl.utils.data.sft" class="nav-link active" data-scroll-target="#axolotl.utils.data.sft">utils.data.sft</a>
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<ul class="collapse">
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<li><a href="#functions" id="toc-functions" class="nav-link" data-scroll-target="#functions">Functions</a>
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<ul class="collapse">
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<li><a href="#axolotl.utils.data.sft.prepare_datasets" id="toc-axolotl.utils.data.sft.prepare_datasets" class="nav-link" data-scroll-target="#axolotl.utils.data.sft.prepare_datasets">prepare_datasets</a></li>
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</ul></li>
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</ul></li>
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</ul>
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</nav>
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</div>
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@@ -445,9 +486,105 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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<section id="axolotl.utils.data.sft" class="level1">
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<h1>utils.data.sft</h1>
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<p><code>utils.data.sft</code></p>
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<p>data handling specific to SFT</p>
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<p>Data handling specific to SFT.</p>
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<section id="functions" class="level2">
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<h2 class="anchored" data-anchor-id="functions">Functions</h2>
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<table class="caption-top table">
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<thead>
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<tr class="header">
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<th>Name</th>
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<th>Description</th>
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</tr>
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</thead>
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<tbody>
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<tr class="odd">
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<td><a href="#axolotl.utils.data.sft.prepare_datasets">prepare_datasets</a></td>
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<td>Prepare training and evaluation datasets based on configuration.</td>
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</tr>
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</tbody>
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</table>
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<section id="axolotl.utils.data.sft.prepare_datasets" class="level3">
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<h3 class="anchored" data-anchor-id="axolotl.utils.data.sft.prepare_datasets">prepare_datasets</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>utils.data.sft.prepare_datasets(</span>
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<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a> cfg,</span>
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<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a> tokenizer,</span>
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<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a> processor<span class="op">=</span><span class="va">None</span>,</span>
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<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a> preprocess_iterable<span class="op">=</span><span class="va">False</span>,</span>
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<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<p>Prepare training and evaluation datasets based on configuration.</p>
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<section id="parameters" class="level4 doc-section doc-section-parameters">
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<h4 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters">Parameters</h4>
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<table class="caption-top table">
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<colgroup>
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<col style="width: 19%">
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<col style="width: 21%">
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<col style="width: 48%">
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<col style="width: 10%">
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</colgroup>
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<thead>
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<tr class="header">
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<th>Name</th>
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<th>Type</th>
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<th>Description</th>
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<th>Default</th>
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</tr>
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</thead>
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<tbody>
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<tr class="odd">
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<td>cfg</td>
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<td>DictDefault</td>
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<td>Dictionary mapping <code>axolotl</code> config keys to values.</td>
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<td><em>required</em></td>
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</tr>
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<tr class="even">
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<td>tokenizer</td>
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<td>PreTrainedTokenizer</td>
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<td>Tokenizer to use for processing text.</td>
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<td><em>required</em></td>
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</tr>
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<tr class="odd">
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<td>processor</td>
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<td>ProcessorMixin | None</td>
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<td>Optional processor for multimodal datasets.</td>
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<td><code>None</code></td>
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</tr>
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<tr class="even">
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<td>preprocess_iterable</td>
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<td>bool</td>
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<td>Whether to use iterable preprocessing.</td>
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<td><code>False</code></td>
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</tr>
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</tbody>
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</table>
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</section>
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<section id="returns" class="level4 doc-section doc-section-returns">
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<h4 class="doc-section doc-section-returns anchored" data-anchor-id="returns">Returns</h4>
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<table class="caption-top table">
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<colgroup>
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<col style="width: 5%">
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<col style="width: 53%">
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<col style="width: 41%">
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</colgroup>
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<thead>
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<tr class="header">
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<th>Name</th>
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<th>Type</th>
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<th>Description</th>
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</tr>
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</thead>
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<tbody>
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<tr class="odd">
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<td></td>
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<td>tuple[IterableDataset | Dataset, Dataset | None, int, list[Prompter | None]]</td>
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<td>Tuple of (train_dataset, eval_dataset, total_steps, prompters).</td>
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</tr>
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</tbody>
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</table>
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</section>
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</section>
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</section>
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</section>
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</main> <!-- /main -->
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