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<title data-rh="true">forecast.trans - Reference | OpenBB SDK Docs</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:image" content="https://docs.openbb.co/img/banner.png"><meta data-rh="true" name="twitter:image" content="https://docs.openbb.co/img/banner.png"><meta data-rh="true" property="og:url" content="https://docs.openbb.co/sdk/reference/forecast/trans"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="trans | OpenBB Docs"><meta data-rh="true" name="description" content="This section emphasizes on Transformer forecasting method implementation and visualization used in OpenBB Terminal. It explains functions like how to apply the approach on data, various parameters to adjust for better forecasting and display the results in chart."><meta data-rh="true" property="og:description" content="This section emphasizes on Transformer forecasting method implementation and visualization used in OpenBB Terminal. It explains functions like how to apply the approach on data, various parameters to adjust for better forecasting and display the results in chart."><meta data-rh="true" name="keywords" content="Transformer Forecasting,Time-Series Prediction,Forecasting Parameters,Data Visualization,pandas series,pandas dataframe,Machine Learning,Activation Function,Multi-head Attention Mechanism,Encoder layers,Decoder layers,Feedforward Network"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openbb.co/sdk/reference/forecast/trans"><link data-rh="true" rel="alternate" href="https://docs.openbb.co/sdk/reference/forecast/trans" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openbb.co/sdk/reference/forecast/trans" hreflang="x-default"><link data-rh="true" rel="preconnect" href="https://7D1HQ0IXAS-dsn.algolia.net" crossorigin="anonymous"><link rel="search" type="application/opensearchdescription+xml" title="OpenBB Docs" href="/opensearch.xml">
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theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" aria-expanded="false" tabindex="0" href="/sdk/faqs">FAQs</a><button aria-label="Toggle the collapsible sidebar category 'FAQs'" type="button" class="clean-btn menu__caret"></button></div></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/sdk/showcase">Showcase</a></li></ul></li></ul></nav></div></div></aside><main class="docMainContainer_gTbr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">OpenBB SDK</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/sdk/reference"><span itemprop="name">Reference</span></a><meta itemprop="position" content="2"></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">forecast</span><meta itemprop="position" content="3"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">trans</span><meta itemprop="position" content="4"></li></ul></nav><div class="theme-doc-markdown markdown"><header><h1>trans</h1></header><div class="tabs-container tabList_TRJ7"><ul role="tablist" aria-orientation="horizontal" class="_group-tab list-none -ml-7 my-6 overflow-auto"><li role="tab" tabindex="0" aria-selected="true" class="font-bold tracking-widest w-fit px-3 inline-flex py-1 uppercase border-b text-lg cursor-pointer tabItem_hGfb border-b-2 pointer-events-none">Model</li><li role="tab" tabindex="-1" aria-selected="false" class="font-bold tracking-widest w-fit px-3 inline-flex py-1 uppercase border-b text-lg cursor-pointer tabItem_hGfb">Chart</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>Performs Transformer forecasting</p><p>Source Code: [<a href="https://github.com/OpenBB-finance/OpenBBTerminal/tree/main/openbb_terminal/forecast/trans_model.py#L20" target="_blank" rel="noopener noreferrer">link</a>]</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">openbb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">forecast</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">trans</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token plain">data</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> Union</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token plain">pd</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">Series</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> pd</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">DataFrame</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> target_column</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">"close"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> n_predict</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">5</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> train_split</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">float</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">0.85</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> past_covariates</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> forecast_horizon</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">5</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> input_chunk_length</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">14</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> output_chunk_length</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">5</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> d_model</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">64</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> nhead</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">4</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> num_encoder_layers</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">3</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> num_decoder_layers</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">3</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> dim_feedforward</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">512</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> activation</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">"relu"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> dropout</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">float</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">0.0</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> batch_size</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">32</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> n_epochs</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">100</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> learning_rate</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">float</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">0.001</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> model_save_name</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">"trans_model"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> force_reset</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> save_checkpoints</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><hr><h2 class="anchor anchorWithStickyNavbar_LWe7" id="parameters">Parameters<a href="#parameters" class="hash-link" aria-label="Direct link to Parameters" title="Direct link to Parameters"></a></h2><table><thead><tr><th>Name</th><th>Type</th><th>Description</th><th>Default</th><th>Optional</th></tr></thead><tbody><tr><td>data</td><td>Union<!-- -->[pd.Series, pd.DataFrame]</td><td>Input Data</td><td>None</td><td>False</td></tr><tr><td>n_predict</td><td>int</td><td>Days to predict. Defaults to 5.</td><td>5</td><td>True</td></tr><tr><td>target_column</td><td>str</td><td>Target column to forecast. Defaults to "close".</td><td>close</td><td>True</td></tr><tr><td>train_split</td><td>float</td><td>Train/val split. Defaults to 0.85.</td><td>0.85</td><td>True</td></tr><tr><td>past_covariates</td><td>str</td><td>Multiple secondary columns to factor in when forecasting. Defaults to None.</td><td>None</td><td>True</td></tr><tr><td>forecast_horizon</td><td>int</td><td>Forecast horizon when performing historical forecasting. Defaults to 5.</td><td>5</td><td>True</td></tr><tr><td>input_chunk_length</td><td>int</td><td>Number of past time steps that are fed to the forecasting module at prediction time. Defaults to 14.</td><td>14</td><td>True</td></tr><tr><td>output_chunk_length</td><td>int</td><td>The length of the forecast of the model. Defaults to 5.</td><td>5</td><td>True</td></tr><tr><td>d_model</td><td>int</td><td>The number of expected features in the encoder/decoder inputs. Defaults to 64.</td><td>64</td><td>True</td></tr><tr><td>nhead</td><td>int</td><td>The number of heads in the multi-head attention mechanism. Defaults to 4.</td><td>4</td><td>True</td></tr><tr><td>num_encoder_layers</td><td>int</td><td>The number of encoder layers in the encoder. Defaults to 3.</td><td>3</td><td>True</td></tr><tr><td>num_decoder_layers</td><td>int</td><td>The number of decoder layers in the encoder. Defaults to 3.</td><td>3</td><td>True</td></tr><tr><td>dim_feedforward</td><td>int</td><td>The dimension of the feedforward network model. Defaults to 512.</td><td>512</td><td>True</td></tr><tr><td>activation</td><td>str</td><td>The activation function of encoder/decoder intermediate layer, ‘relu’ or ‘gelu’. Defaults to 'relu'.</td><td>relu</td><td>True</td></tr><tr><td>dropout</td><td>float</td><td>Fraction of neurons affected by Dropout. Defaults to 0.0.</td><td>0.0</td><td>True</td></tr><tr><td>batch_size</td><td>int</td><td>Number of time series (input and output sequences) used in each training pass. Defaults to 32.</td><td>32</td><td>True</td></tr><tr><td>n_epochs</td><td>int</td><td>Number of epochs over which to train the model. Defaults to 100.</td><td>100</td><td>True</td></tr><tr><td>learning_rate</td><td>float</td><td>Defaults to 1e-3.</td><td>0.001</td><td>True</td></tr><tr><td>model_save_name</td><td>str</td><td>Name for model. Defaults to "brnn_model".</td><td>trans_model</td><td>True</td></tr><tr><td>force_reset</td><td>bool</td><td>If set to True, any previously-existing model with the same name will be reset (all checkpoints will be<br>discarded). Defaults to True.</td><td>True</td><td>True</td></tr><tr><td>save_checkpoints</td><td>bool</td><td>Whether or not to automatically save the untrained model and checkpoints from training. Defaults to True.</td><td>True</td><td>True</td></tr></tbody></table><hr><h2 class="anchor anchorWithStickyNavbar_LWe7" id="returns">Returns<a href="#returns" class="hash-link" aria-label="Direct link to Returns" title="Direct link to Returns"></a></h2><table><thead><tr><th>Type</th><th>Description</th></tr></thead><tbody><tr><td>Tuple[List<!-- -->[TimeSeries]<!-- -->, List<!-- -->[TimeSeries]<!-- -->, List<!-- -->[TimeSeries]<!-- -->, Optional<!-- -->[float]<!-- -->, type<!-- -->[TransformerModel]<!-- -->]</td><td>Adjusted Data series,<br>Historical forecast by best RNN model,<br>list of Predictions,<br>Mean average precision error,<br>Best transformer Model.</td></tr></tbody></table><hr></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><p>Display Transformer forecast</p><p>Source Code: [<a href="https://github.com/OpenBB-finance/OpenBBTerminal/tree/main/openbb_terminal/forecast/trans_view.py#L20" target="_blank" rel="noopener noreferrer">link</a>]</p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#9CDCFE;--prism-background-color:#1E1E1E"><div class="codeBlockContent_m3Ux"><pre tabindex="0" class="prism-code language-python codeBlock_qGQc thin-scrollbar"><code class="codeBlockLines_p187"><span class="token-line" style="color:#9CDCFE"><span class="token plain">openbb</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">forecast</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">trans_chart</span><span class="token punctuation" style="color:rgb(212, 212, 212)">(</span><span class="token plain">data</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> Union</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token plain">pd</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">Series</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> pd</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">DataFrame</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> target_column</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">"close"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> dataset_name</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">""</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> n_predict</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">5</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> past_covariates</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> train_split</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">float</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">0.85</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> forecast_horizon</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">5</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> input_chunk_length</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">14</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> output_chunk_length</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">5</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> d_model</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">64</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> nhead</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">4</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> num_encoder_layers</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">3</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> num_decoder_layers</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">3</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> dim_feedforward</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">512</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> activation</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">"relu"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> dropout</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">float</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">0.1</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> batch_size</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">16</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> n_epochs</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">int</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">100</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> learning_rate</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">float</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token number" style="color:rgb(181, 206, 168)">0.001</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> model_save_name</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">"trans_model"</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> force_reset</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> save_checkpoints</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">True</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> export</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">str</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token string" style="color:rgb(206, 145, 120)">""</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> residuals</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">False</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> forecast_only</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">False</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> start_date</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token plain">datetime</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">datetime</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> end_date</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token plain">datetime</span><span class="token punctuation" style="color:rgb(212, 212, 212)">.</span><span class="token plain">datetime</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> naive</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">False</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> export_pred_raw</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> </span><span class="token builtin" style="color:rgb(86, 156, 214)">bool</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">False</span><span class="token punctuation" style="color:rgb(212, 212, 212)">,</span><span class="token plain"> external_axes</span><span class="token punctuation" style="color:rgb(212, 212, 212)">:</span><span class="token plain"> Optional</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token plain">List</span><span class="token punctuation" style="color:rgb(212, 212, 212)">[</span><span class="token plain">axes</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><span class="token punctuation" style="color:rgb(212, 212, 212)">]</span><span class="token plain"> </span><span class="token operator" style="color:rgb(212, 212, 212)">=</span><span class="token plain"> </span><span class="token boolean">None</span><span class="token punctuation" style="color:rgb(212, 212, 212)">)</span><br></span></code></pre><div class="buttonGroup_6DOT"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><hr><h2 class="anchor anchorWithStickyNavbar_LWe7" id="parameters-1">Parameters<a href="#parameters-1" class="hash-link" aria-label="Direct link to Parameters" title="Direct link to Parameters"></a></h2><table><thead><tr><th>Name</th><th>Type</th><th>Description</th><th>Default</th><th>Optional</th></tr></thead><tbody><tr><td>data</td><td>Union<!-- -->[pd.Series, pd.DataFrame]</td><td>Input Data</td><td>None</td><td>False</td></tr><tr><td>dataset_name</td><td>str</td><td>The name of the ticker to be predicted</td><td></td><td>True</td></tr><tr><td>n_predict</td><td>int</td><td>Days to predict. Defaults to 5.</td><td>5</td><td>True</td></tr><tr><td>target_column</td><td>str</td><td>Target column to forecast. Defaults to "close".</td><td>close</td><td>True</td></tr><tr><td>train_split</td><td>float</td><td>Train/val split. Defaults to 0.85.</td><td>0.85</td><td>True</td></tr><tr><td>past_covariates</td><td>str</td><td>Multiple secondary columns to factor in when forecasting. Defaults to None.</td><td>None</td><td>True</td></tr><tr><td>forecast_horizon</td><td>int</td><td>Forecast horizon when performing historical forecasting. Defaults to 5.</td><td>5</td><td>True</td></tr><tr><td>input_chunk_length</td><td>int</td><td>Number of past time steps that are fed to the forecasting module at prediction time. Defaults to 14.</td><td>14</td><td>True</td></tr><tr><td>output_chunk_length</td><td>int</td><td>The length of the forecast of the model. Defaults to 5.</td><td>5</td><td>True</td></tr><tr><td>d_model</td><td>int</td><td>The number of expected features in the encoder/decoder inputs. Defaults to 64.</td><td>64</td><td>True</td></tr><tr><td>nhead</td><td>int</td><td>The number of heads in the multi-head attention mechanism. Defaults to 4.</td><td>4</td><td>True</td></tr><tr><td>num_encoder_layers</td><td>int</td><td>The number of encoder layers in the encoder. Defaults to 3.</td><td>3</td><td>True</td></tr><tr><td>num_decoder_layers</td><td>int</td><td>The number of decoder layers in the encoder. Defaults to 3.</td><td>3</td><td>True</td></tr><tr><td>dim_feedforward</td><td>int</td><td>The dimension of the feedforward network model. Defaults to 512.</td><td>512</td><td>True</td></tr><tr><td>activation</td><td>str</td><td>The activation function of encoder/decoder intermediate layer, ‘relu’ or ‘gelu’. Defaults to 'relu'.</td><td>relu</td><td>True</td></tr><tr><td>dropout</td><td>float</td><td>Fraction of neurons affected by Dropout. Defaults to 0.1.</td><td>0.1</td><td>True</td></tr><tr><td>batch<em>size</em></td><td>int</td><td>Number of time series (input and output sequences) used in each training pass. Defaults to 32.</td><td>None</td><td>True</td></tr><tr><td>n_epochs</td><td>int</td><td>Number of epochs over which to train the model. Defaults to 100.</td><td>100</td><td>True</td></tr><tr><td>model_save_name</td><td>str</td><td>Name for model. Defaults to "brnn_model".</td><td>trans_model</td><td>True</td></tr><tr><td>force_reset</td><td>bool</td><td>If set to True, any previously-existing model with the same name will be reset<br>(all checkpoints will be discarded). Defaults to True.</td><td>True</td><td>True</td></tr><tr><td>save_checkpoints</td><td>bool</td><td>Whether or not to automatically save the untrained model and checkpoints from training.<br>Defaults to True.</td><td>True</td><td>True</td></tr><tr><td>export</td><td>str</td><td>Format to export data</td><td></td><td>True</td></tr><tr><td>residuals</td><td>bool</td><td>Whether to show residuals for the model. Defaults to False.</td><td>False</td><td>True</td></tr><tr><td>forecast_only</td><td>bool</td><td>Whether to only show dates in the forecasting range. Defaults to False.</td><td>False</td><td>True</td></tr><tr><td>start_date</td><td>Optional<!-- -->[datetime]</td><td>The starting date to perform analysis, data before this is trimmed. Defaults to None.</td><td>None</td><td>True</td></tr><tr><td>end_date</td><td>Optional<!-- -->[datetime]</td><td>The ending date to perform analysis, data after this is trimmed. Defaults to None.</td><td>None</td><td>True</td></tr><tr><td>naive</td><td>bool</td><td>Whether to show the naive baseline. This just assumes the closing price will be the same<br>as the previous day's closing price. Defaults to False.</td><td>False</td><td>True</td></tr><tr><td>external_axes</td><td>Optional[List<!-- -->[plt.axes]<!-- -->]</td><td>External axes to plot on</td><td>None</td><td>True</td></tr></tbody></table><hr><h2 class="anchor anchorWithStickyNavbar_LWe7" id="returns-1">Returns<a href="#returns-1" class="hash-link" aria-label="Direct link to Returns" title="Direct link to Returns"></a></h2><p>This function does not return anything</p><hr></div></div></div></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="theme-doc-footer-edit-meta-row row"><div class="col"></div><div class="col lastUpdated_vwxv"><span class="theme-last-updated">Last updated<!-- --> on <b><time datetime="2024-04-22T10:50:34.000Z">Apr 22, 2024</time></b> by <b>montezdesousa</b></span></div></div></footer></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/sdk/reference/forecast/theta"><div 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