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href="/sdk/reference/forecast/signal">signal</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/sdk/reference/forecast/sto">sto</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/sdk/reference/forecast/tcn">tcn</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/sdk/reference/forecast/tft">tft</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/sdk/reference/forecast/theta">theta</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/sdk/reference/forecast/trans">trans</a></li></ul></li><li 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href="/sdk/reference/ta">ta</a><button aria-label="Toggle the collapsible sidebar category &#x27;ta&#x27;" type="button" class="clean-btn menu__caret"></button></div></li></ul></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/sdk/showcase">Showcase</a></li></ul></nav></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_OVgt"><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 itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/sdk/reference"><span itemprop="name">SDK Reference</span></a><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/forecast"><span itemprop="name">forecast</span></a><meta itemprop="position" content="2"></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="3"></li></ul></nav><div class="theme-doc-markdown markdown"><h1>trans</h1><div><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 border-b-2 text-[#FB923C] border-[#FB923C]">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 border-grey-400 text-grey-400 hover:text-[#ffd4b1] hover:border-[#ffd4b1]">Chart</li><li class="w-full border-b border-grey-400 pointer-events-none py-1 mb-[12px]"></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#L21" 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 style="white-space:pre-wrap;overflow-wrap:anywhere" 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)">&quot;close&quot;</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)">&quot;relu&quot;</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)">300</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)">&quot;trans_model&quot;</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 class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path 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 class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path 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 class="hash-link" href="#parameters" title="Direct link to heading">​</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 &quot;close&quot;.</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 &#x27;relu&#x27;.</td><td>relu</td><td>True</td></tr><tr><td>dropout</td><td>float</td><td>Fraction of neurons afected 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>300</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 &quot;brnn_model&quot;.</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 class="hash-link" href="#returns" title="Direct link to heading">​</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 style="white-space:pre-wrap;overflow-wrap:anywhere" 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, 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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)">&quot;relu&quot;</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)">300</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)">&quot;trans_model&quot;</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)">&quot;&quot;</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 class="copyButtonIcon_y97N" viewBox="0 0 24 24"><path 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 class="copyButtonSuccessIcon_LjdS" viewBox="0 0 24 24"><path 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 class="hash-link" href="#parameters-1" title="Direct link to heading">​</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 &quot;close&quot;.</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 &#x27;relu&#x27;.</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>0.0</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>300</td><td>True</td></tr><tr><td>model_save_name</td><td>str</td><td>Name for model. Defaults to &quot;brnn_model&quot;.</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&#x27;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 class="hash-link" href="#returns-1" title="Direct link to heading">​</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"><a href="https://github.com/OpenBB-finance/OpenBBTerminal/edit/main/website/content/sdk/reference/forecast/trans.md" target="_blank" rel="noreferrer noopener" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 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