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@ -4,6 +4,8 @@
from great_ai.large_file import *
```
For more details about using LargeFiles, check out the [how to guide](/how-to-guides/large-file/).
::: great_ai.large_file.LargeFileLocal
options:
show_root_heading: true

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@ -435,7 +435,7 @@
<li class="md-nav__item">
<a href="../../how-to-guides/large_file/" class="md-nav__link">
<a href="../../how-to-guides/large-file/" class="md-nav__link">
How to use LargeFiles
</a>
</li>
@ -2230,7 +2230,7 @@ language tagging.</p>
<td>
<code><span title="typing.Optional">Optional</span>[<span title="matplotlib.pyplot">plt</span>.<span title="matplotlib.pyplot.Axes">Axes</span>]</code>
</td>
<td><p>Matplotlib axes for ploting inside a subplot.</p></td>
<td><p>Matplotlib axes for plotting inside a subplot.</p></td>
<td>
<code>None</code>
</td>
@ -2407,7 +2407,7 @@ language tagging.</p>
<a id="__codelineno-0-34" name="__codelineno-0-34"></a><span class="sd"> `expected`)</span>
<a id="__codelineno-0-35" name="__codelineno-0-35"></a><span class="sd"> title: Title of the plot.</span>
<a id="__codelineno-0-36" name="__codelineno-0-36"></a><span class="sd"> disable_interpolation: Do not interpolate.</span>
<a id="__codelineno-0-37" name="__codelineno-0-37"></a><span class="sd"> axes: Matplotlib axes for ploting inside a subplot.</span>
<a id="__codelineno-0-37" name="__codelineno-0-37"></a><span class="sd"> axes: Matplotlib axes for plotting inside a subplot.</span>
<a id="__codelineno-0-38" name="__codelineno-0-38"></a><span class="sd"> output_svg: If specified, save the chart as an svg to the given Path.</span>
<a id="__codelineno-0-39" name="__codelineno-0-39"></a><span class="sd"> reverse_order: Reverse the ranking specified by `expected`.</span>
<a id="__codelineno-0-40" name="__codelineno-0-40"></a><span class="sd"> plot: Display a plot on the screen.</span>
@ -2763,7 +2763,7 @@ functions. The <code>func</code> function is serialised with <code>dill</code>.
the map function are sent to the host process where they are either raised (default)
or ignored.</p>
<p>The new processes are forked if the OS allows it, otherwise, new Python processes
are bootstrapped which can incur some startup cost. Each process processes a single
are bootstrapped which can incur some start-up cost. Each process processes a single
chunk at once.</p>
<p><strong>Examples:</strong></p>
@ -3026,7 +3026,7 @@ process and <code>ignore_exceptions=False</code>.</p></td>
<a id="__codelineno-0-91" name="__codelineno-0-91"></a><span class="sd"> or ignored.</span>
<a id="__codelineno-0-92" name="__codelineno-0-92"></a>
<a id="__codelineno-0-93" name="__codelineno-0-93"></a><span class="sd"> The new processes are forked if the OS allows it, otherwise, new Python processes</span>
<a id="__codelineno-0-94" name="__codelineno-0-94"></a><span class="sd"> are bootstrapped which can incur some startup cost. Each process processes a single</span>
<a id="__codelineno-0-94" name="__codelineno-0-94"></a><span class="sd"> are bootstrapped which can incur some start-up cost. Each process processes a single</span>
<a id="__codelineno-0-95" name="__codelineno-0-95"></a><span class="sd"> chunk at once.</span>
<a id="__codelineno-0-96" name="__codelineno-0-96"></a>
<a id="__codelineno-0-97" name="__codelineno-0-97"></a><span class="sd"> Examples:</span>

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@ -435,7 +435,7 @@
<li class="md-nav__item">
<a href="../../how-to-guides/large_file/" class="md-nav__link">
<a href="../../how-to-guides/large-file/" class="md-nav__link">
How to use LargeFiles
</a>
</li>
@ -877,161 +877,276 @@
<p class="doc doc-class-bases">
Bases: <code><span title="typing.Generic">Generic</span>[<span title="great_ai.views.trace.T">T</span>]</code>, <code><span title="great_ai.views.hashable_base_model.HashableBaseModel">HashableBaseModel</span></code></p>
<p>Universal structure for storing prediction traces and training data.</p>
<p><strong>Attributes:</strong></p>
<table>
<thead>
<tr>
<th>Name</th>
<th>Type</th>
<th>Description</th>
</tr>
</thead>
<tbody>
<tr>
<td><code>trace_id</code></td>
<td>
<code>str</code>
</td>
<td><p>UUID4 identifier for uniquely referring to a trace.</p></td>
</tr>
<tr>
<td><code>created</code></td>
<td>
<code>str</code>
</td>
<td><p>Timestamp of its (original) construction.</p></td>
</tr>
<tr>
<td><code>original_execution_time_ms</code></td>
<td>
<code>float</code>
</td>
<td><p>Wall-time elapsed while its generating
TracingContext was alive.</p></td>
</tr>
<tr>
<td><code>logged_values</code></td>
<td>
<code><span title="typing.Dict">Dict</span>[str, <span title="typing.Any">Any</span>]</code>
</td>
<td><p>Values persisted through using <code>@parameter</code> or <code>log_metric()</code>.</p></td>
</tr>
<tr>
<td><code>models</code></td>
<td>
<code><span title="typing.List">List</span>[<span title="great_ai.views.model.Model">Model</span>]</code>
</td>
<td><p>Marks left by each encountered <code>@use_model</code> decorated function.</p></td>
</tr>
<tr>
<td><code>exception</code></td>
<td>
<code><span title="typing.Optional">Optional</span>[str]</code>
</td>
<td><p>Exception description if any was encountered.</p></td>
</tr>
<tr>
<td><code>output</code></td>
<td>
<code><span title="typing.Optional">Optional</span>[<span title="great_ai.views.trace.T">T</span>]</code>
</td>
<td><p>Return value of the function wrapped by GreatAI.</p></td>
</tr>
<tr>
<td><code>feedback</code></td>
<td>
<code><span title="typing.Any">Any</span></code>
</td>
<td><p>Feedback obtained using the REST API of <code>add_ground_truth</code>.</p></td>
</tr>
<tr>
<td><code>tags</code></td>
<td>
<code><span title="typing.List">List</span>[str]</code>
</td>
<td><p>Tags used for filtering traces. Contains the name of the original
function, value of <code>ENVIRONMENT</code>, its split if has any, and either
<code>ground_truth</code> or <code>online</code> depending on the origin of the Trace.</p></td>
</tr>
</tbody>
</table>
<details class="quote">
<summary>Source code in <code>great_ai/views/trace.py</code></summary>
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<span class="normal"><a href="#__codelineno-0-87">87</a></span></pre></div></td><td class="code"><div><pre><span></span><code><a id="__codelineno-0-12" name="__codelineno-0-12"></a><span class="k">class</span> <span class="nc">Trace</span><span class="p">(</span><span class="n">Generic</span><span class="p">[</span><span class="n">T</span><span class="p">],</span> <span class="n">HashableBaseModel</span><span class="p">):</span>
<a id="__codelineno-0-13" name="__codelineno-0-13"></a> <span class="n">trace_id</span><span class="p">:</span> <span class="nb">str</span>
<a id="__codelineno-0-14" name="__codelineno-0-14"></a> <span class="n">created</span><span class="p">:</span> <span class="nb">str</span>
<a id="__codelineno-0-15" name="__codelineno-0-15"></a> <span class="n">original_execution_time_ms</span><span class="p">:</span> <span class="nb">float</span>
<a id="__codelineno-0-16" name="__codelineno-0-16"></a> <span class="n">logged_values</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span>
<a id="__codelineno-0-17" name="__codelineno-0-17"></a> <span class="n">models</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Model</span><span class="p">]</span>
<a id="__codelineno-0-18" name="__codelineno-0-18"></a> <span class="n">exception</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span>
<a id="__codelineno-0-19" name="__codelineno-0-19"></a> <span class="n">output</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">T</span><span class="p">]</span>
<a id="__codelineno-0-20" name="__codelineno-0-20"></a> <span class="n">feedback</span><span class="p">:</span> <span class="n">Any</span> <span class="o">=</span> <span class="kc">None</span>
<a id="__codelineno-0-21" name="__codelineno-0-21"></a> <span class="n">tags</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span>
<a id="__codelineno-0-22" name="__codelineno-0-22"></a>
<a id="__codelineno-0-23" name="__codelineno-0-23"></a> <span class="k">class</span> <span class="nc">Config</span><span class="p">:</span>
<a id="__codelineno-0-24" name="__codelineno-0-24"></a> <span class="n">extra</span> <span class="o">=</span> <span class="n">Extra</span><span class="o">.</span><span class="n">ignore</span>
<a id="__codelineno-0-25" name="__codelineno-0-25"></a>
<a id="__codelineno-0-26" name="__codelineno-0-26"></a> <span class="nd">@property</span>
<a id="__codelineno-0-27" name="__codelineno-0-27"></a> <span class="k">def</span> <span class="nf">input</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<a id="__codelineno-0-28" name="__codelineno-0-28"></a> <span class="k">return</span> <span class="p">(</span>
<a id="__codelineno-0-29" name="__codelineno-0-29"></a> <span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span><span class="p">[</span><span class="s2">&quot;input&quot;</span><span class="p">]</span>
<a id="__codelineno-0-30" name="__codelineno-0-30"></a> <span class="k">if</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> <span class="o">==</span> <span class="p">[</span><span class="s2">&quot;input&quot;</span><span class="p">]</span>
<a id="__codelineno-0-31" name="__codelineno-0-31"></a> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span>
<a id="__codelineno-0-32" name="__codelineno-0-32"></a> <span class="p">)</span>
<a id="__codelineno-0-33" name="__codelineno-0-33"></a>
<a id="__codelineno-0-34" name="__codelineno-0-34"></a> <span class="nd">@property</span>
<a id="__codelineno-0-35" name="__codelineno-0-35"></a> <span class="k">def</span> <span class="nf">models_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-36" name="__codelineno-0-36"></a> <span class="k">return</span> <span class="s2">&quot;, &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">m</span><span class="o">.</span><span class="n">key</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">m</span><span class="o">.</span><span class="n">version</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">models</span><span class="p">)</span>
<a id="__codelineno-0-37" name="__codelineno-0-37"></a>
<a id="__codelineno-0-38" name="__codelineno-0-38"></a> <span class="nd">@property</span>
<a id="__codelineno-0-39" name="__codelineno-0-39"></a> <span class="k">def</span> <span class="nf">output_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-40" name="__codelineno-0-40"></a> <span class="k">return</span> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">output</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-41" name="__codelineno-0-41"></a>
<a id="__codelineno-0-42" name="__codelineno-0-42"></a> <span class="nd">@property</span>
<a id="__codelineno-0-43" name="__codelineno-0-43"></a> <span class="k">def</span> <span class="nf">exception_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-44" name="__codelineno-0-44"></a> <span class="k">return</span> <span class="p">(</span>
<a id="__codelineno-0-45" name="__codelineno-0-45"></a> <span class="s2">&quot;null&quot;</span>
<a id="__codelineno-0-46" name="__codelineno-0-46"></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">exception</span> <span class="ow">is</span> <span class="kc">None</span>
<a id="__codelineno-0-47" name="__codelineno-0-47"></a> <span class="k">else</span> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">exception</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-48" name="__codelineno-0-48"></a> <span class="p">)</span>
<a id="__codelineno-0-49" name="__codelineno-0-49"></a>
<a id="__codelineno-0-50" name="__codelineno-0-50"></a> <span class="nd">@property</span>
<a id="__codelineno-0-51" name="__codelineno-0-51"></a> <span class="k">def</span> <span class="nf">feedback_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-52" name="__codelineno-0-52"></a> <span class="k">return</span> <span class="p">(</span>
<a id="__codelineno-0-53" name="__codelineno-0-53"></a> <span class="s2">&quot;null&quot;</span>
<a id="__codelineno-0-54" name="__codelineno-0-54"></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">feedback</span> <span class="ow">is</span> <span class="kc">None</span>
<a id="__codelineno-0-55" name="__codelineno-0-55"></a> <span class="k">else</span> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">feedback</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-56" name="__codelineno-0-56"></a> <span class="p">)</span>
<a id="__codelineno-0-57" name="__codelineno-0-57"></a>
<a id="__codelineno-0-58" name="__codelineno-0-58"></a> <span class="nd">@property</span>
<a id="__codelineno-0-59" name="__codelineno-0-59"></a> <span class="k">def</span> <span class="nf">tags_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-60" name="__codelineno-0-60"></a> <span class="k">return</span> <span class="s2">&quot;,</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tags</span><span class="p">)</span>
<a id="__codelineno-0-61" name="__codelineno-0-61"></a>
<a id="__codelineno-0-62" name="__codelineno-0-62"></a> <span class="k">def</span> <span class="nf">to_flat_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">include_original</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]:</span>
<a id="__codelineno-0-63" name="__codelineno-0-63"></a> <span class="k">return</span> <span class="p">{</span>
<a id="__codelineno-0-64" name="__codelineno-0-64"></a> <span class="o">**</span><span class="p">(</span>
<a id="__codelineno-0-65" name="__codelineno-0-65"></a> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span>
<a id="__codelineno-0-66" name="__codelineno-0-66"></a> <span class="k">if</span> <span class="n">include_original</span>
<a id="__codelineno-0-67" name="__codelineno-0-67"></a> <span class="k">else</span> <span class="p">{</span>
<a id="__codelineno-0-68" name="__codelineno-0-68"></a> <span class="s2">&quot;trace_id&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">trace_id</span><span class="p">,</span>
<a id="__codelineno-0-69" name="__codelineno-0-69"></a> <span class="s2">&quot;created&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">created</span><span class="p">,</span>
<a id="__codelineno-0-70" name="__codelineno-0-70"></a> <span class="s2">&quot;original_execution_time_ms&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">original_execution_time_ms</span><span class="p">,</span>
<a id="__codelineno-0-71" name="__codelineno-0-71"></a> <span class="p">}</span>
<a id="__codelineno-0-72" name="__codelineno-0-72"></a> <span class="p">),</span>
<a id="__codelineno-0-73" name="__codelineno-0-73"></a> <span class="o">**</span><span class="p">{</span>
<a id="__codelineno-0-74" name="__codelineno-0-74"></a> <span class="n">k</span><span class="p">:</span> <span class="n">pformat</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-75" name="__codelineno-0-75"></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
<a id="__codelineno-0-76" name="__codelineno-0-76"></a> <span class="p">},</span>
<a id="__codelineno-0-77" name="__codelineno-0-77"></a> <span class="s2">&quot;models_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">models_flat</span><span class="p">,</span>
<a id="__codelineno-0-78" name="__codelineno-0-78"></a> <span class="s2">&quot;exception_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">exception_flat</span><span class="p">,</span>
<a id="__codelineno-0-79" name="__codelineno-0-79"></a> <span class="s2">&quot;output_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">output_flat</span><span class="p">,</span>
<a id="__codelineno-0-80" name="__codelineno-0-80"></a> <span class="s2">&quot;feedback_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">feedback_flat</span><span class="p">,</span>
<a id="__codelineno-0-81" name="__codelineno-0-81"></a> <span class="s2">&quot;tags_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">tags_flat</span><span class="p">,</span>
<a id="__codelineno-0-82" name="__codelineno-0-82"></a> <span class="p">}</span>
<a id="__codelineno-0-83" name="__codelineno-0-83"></a>
<a id="__codelineno-0-84" name="__codelineno-0-84"></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-85" name="__codelineno-0-85"></a> <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;&quot;&quot;Trace[</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">output</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">](</span><span class="si">{</span>
<a id="__codelineno-0-86" name="__codelineno-0-86"></a> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">(),</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;{ &#39;</span><span class="p">,</span> <span class="s1">&#39;{&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<a id="__codelineno-0-87" name="__codelineno-0-87"></a> <span class="si">}</span><span class="s2">)&quot;&quot;&quot;</span>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal"><a href="#__codelineno-0-12"> 12</a></span>
<span class="normal"><a href="#__codelineno-0-13"> 13</a></span>
<span class="normal"><a href="#__codelineno-0-14"> 14</a></span>
<span class="normal"><a href="#__codelineno-0-15"> 15</a></span>
<span class="normal"><a href="#__codelineno-0-16"> 16</a></span>
<span class="normal"><a href="#__codelineno-0-17"> 17</a></span>
<span class="normal"><a href="#__codelineno-0-18"> 18</a></span>
<span class="normal"><a href="#__codelineno-0-19"> 19</a></span>
<span class="normal"><a href="#__codelineno-0-20"> 20</a></span>
<span class="normal"><a href="#__codelineno-0-21"> 21</a></span>
<span class="normal"><a href="#__codelineno-0-22"> 22</a></span>
<span class="normal"><a href="#__codelineno-0-23"> 23</a></span>
<span class="normal"><a href="#__codelineno-0-24"> 24</a></span>
<span class="normal"><a href="#__codelineno-0-25"> 25</a></span>
<span class="normal"><a href="#__codelineno-0-26"> 26</a></span>
<span class="normal"><a href="#__codelineno-0-27"> 27</a></span>
<span class="normal"><a href="#__codelineno-0-28"> 28</a></span>
<span class="normal"><a href="#__codelineno-0-29"> 29</a></span>
<span class="normal"><a href="#__codelineno-0-30"> 30</a></span>
<span class="normal"><a href="#__codelineno-0-31"> 31</a></span>
<span class="normal"><a href="#__codelineno-0-32"> 32</a></span>
<span class="normal"><a href="#__codelineno-0-33"> 33</a></span>
<span class="normal"><a href="#__codelineno-0-34"> 34</a></span>
<span class="normal"><a href="#__codelineno-0-35"> 35</a></span>
<span class="normal"><a href="#__codelineno-0-36"> 36</a></span>
<span class="normal"><a href="#__codelineno-0-37"> 37</a></span>
<span class="normal"><a href="#__codelineno-0-38"> 38</a></span>
<span class="normal"><a href="#__codelineno-0-39"> 39</a></span>
<span class="normal"><a href="#__codelineno-0-40"> 40</a></span>
<span class="normal"><a href="#__codelineno-0-41"> 41</a></span>
<span class="normal"><a href="#__codelineno-0-42"> 42</a></span>
<span class="normal"><a href="#__codelineno-0-43"> 43</a></span>
<span class="normal"><a href="#__codelineno-0-44"> 44</a></span>
<span class="normal"><a href="#__codelineno-0-45"> 45</a></span>
<span class="normal"><a href="#__codelineno-0-46"> 46</a></span>
<span class="normal"><a href="#__codelineno-0-47"> 47</a></span>
<span class="normal"><a href="#__codelineno-0-48"> 48</a></span>
<span class="normal"><a href="#__codelineno-0-49"> 49</a></span>
<span class="normal"><a href="#__codelineno-0-50"> 50</a></span>
<span class="normal"><a href="#__codelineno-0-51"> 51</a></span>
<span class="normal"><a href="#__codelineno-0-52"> 52</a></span>
<span class="normal"><a href="#__codelineno-0-53"> 53</a></span>
<span class="normal"><a href="#__codelineno-0-54"> 54</a></span>
<span class="normal"><a href="#__codelineno-0-55"> 55</a></span>
<span class="normal"><a href="#__codelineno-0-56"> 56</a></span>
<span class="normal"><a href="#__codelineno-0-57"> 57</a></span>
<span class="normal"><a href="#__codelineno-0-58"> 58</a></span>
<span class="normal"><a href="#__codelineno-0-59"> 59</a></span>
<span class="normal"><a href="#__codelineno-0-60"> 60</a></span>
<span class="normal"><a href="#__codelineno-0-61"> 61</a></span>
<span class="normal"><a href="#__codelineno-0-62"> 62</a></span>
<span class="normal"><a href="#__codelineno-0-63"> 63</a></span>
<span class="normal"><a href="#__codelineno-0-64"> 64</a></span>
<span class="normal"><a href="#__codelineno-0-65"> 65</a></span>
<span class="normal"><a href="#__codelineno-0-66"> 66</a></span>
<span class="normal"><a href="#__codelineno-0-67"> 67</a></span>
<span class="normal"><a href="#__codelineno-0-68"> 68</a></span>
<span class="normal"><a href="#__codelineno-0-69"> 69</a></span>
<span class="normal"><a href="#__codelineno-0-70"> 70</a></span>
<span class="normal"><a href="#__codelineno-0-71"> 71</a></span>
<span class="normal"><a href="#__codelineno-0-72"> 72</a></span>
<span class="normal"><a href="#__codelineno-0-73"> 73</a></span>
<span class="normal"><a href="#__codelineno-0-74"> 74</a></span>
<span class="normal"><a href="#__codelineno-0-75"> 75</a></span>
<span class="normal"><a href="#__codelineno-0-76"> 76</a></span>
<span class="normal"><a href="#__codelineno-0-77"> 77</a></span>
<span class="normal"><a href="#__codelineno-0-78"> 78</a></span>
<span class="normal"><a href="#__codelineno-0-79"> 79</a></span>
<span class="normal"><a href="#__codelineno-0-80"> 80</a></span>
<span class="normal"><a href="#__codelineno-0-81"> 81</a></span>
<span class="normal"><a href="#__codelineno-0-82"> 82</a></span>
<span class="normal"><a href="#__codelineno-0-83"> 83</a></span>
<span class="normal"><a href="#__codelineno-0-84"> 84</a></span>
<span class="normal"><a href="#__codelineno-0-85"> 85</a></span>
<span class="normal"><a href="#__codelineno-0-86"> 86</a></span>
<span class="normal"><a href="#__codelineno-0-87"> 87</a></span>
<span class="normal"><a href="#__codelineno-0-88"> 88</a></span>
<span class="normal"><a href="#__codelineno-0-89"> 89</a></span>
<span class="normal"><a href="#__codelineno-0-90"> 90</a></span>
<span class="normal"><a href="#__codelineno-0-91"> 91</a></span>
<span class="normal"><a href="#__codelineno-0-92"> 92</a></span>
<span class="normal"><a href="#__codelineno-0-93"> 93</a></span>
<span class="normal"><a href="#__codelineno-0-94"> 94</a></span>
<span class="normal"><a href="#__codelineno-0-95"> 95</a></span>
<span class="normal"><a href="#__codelineno-0-96"> 96</a></span>
<span class="normal"><a href="#__codelineno-0-97"> 97</a></span>
<span class="normal"><a href="#__codelineno-0-98"> 98</a></span>
<span class="normal"><a href="#__codelineno-0-99"> 99</a></span>
<span class="normal"><a href="#__codelineno-0-100">100</a></span>
<span class="normal"><a href="#__codelineno-0-101">101</a></span>
<span class="normal"><a href="#__codelineno-0-102">102</a></span>
<span class="normal"><a href="#__codelineno-0-103">103</a></span>
<span class="normal"><a href="#__codelineno-0-104">104</a></span></pre></div></td><td class="code"><div><pre><span></span><code><a id="__codelineno-0-12" name="__codelineno-0-12"></a><span class="k">class</span> <span class="nc">Trace</span><span class="p">(</span><span class="n">Generic</span><span class="p">[</span><span class="n">T</span><span class="p">],</span> <span class="n">HashableBaseModel</span><span class="p">):</span>
<a id="__codelineno-0-13" name="__codelineno-0-13"></a> <span class="sd">&quot;&quot;&quot;Universal structure for storing prediction traces and training data.</span>
<a id="__codelineno-0-14" name="__codelineno-0-14"></a>
<a id="__codelineno-0-15" name="__codelineno-0-15"></a><span class="sd"> Attributes:</span>
<a id="__codelineno-0-16" name="__codelineno-0-16"></a><span class="sd"> trace_id: UUID4 identifier for uniquely referring to a trace.</span>
<a id="__codelineno-0-17" name="__codelineno-0-17"></a><span class="sd"> created: Timestamp of its (original) construction.</span>
<a id="__codelineno-0-18" name="__codelineno-0-18"></a><span class="sd"> original_execution_time_ms: Wall-time elapsed while its generating</span>
<a id="__codelineno-0-19" name="__codelineno-0-19"></a><span class="sd"> TracingContext was alive.</span>
<a id="__codelineno-0-20" name="__codelineno-0-20"></a><span class="sd"> logged_values: Values persisted through using `@parameter` or `log_metric()`.</span>
<a id="__codelineno-0-21" name="__codelineno-0-21"></a><span class="sd"> models: Marks left by each encountered `@use_model` decorated function.</span>
<a id="__codelineno-0-22" name="__codelineno-0-22"></a><span class="sd"> exception: Exception description if any was encountered.</span>
<a id="__codelineno-0-23" name="__codelineno-0-23"></a><span class="sd"> output: Return value of the function wrapped by GreatAI.</span>
<a id="__codelineno-0-24" name="__codelineno-0-24"></a><span class="sd"> feedback: Feedback obtained using the REST API of `add_ground_truth`.</span>
<a id="__codelineno-0-25" name="__codelineno-0-25"></a><span class="sd"> tags: Tags used for filtering traces. Contains the name of the original</span>
<a id="__codelineno-0-26" name="__codelineno-0-26"></a><span class="sd"> function, value of `ENVIRONMENT`, its split if has any, and either</span>
<a id="__codelineno-0-27" name="__codelineno-0-27"></a><span class="sd"> `ground_truth` or `online` depending on the origin of the Trace.</span>
<a id="__codelineno-0-28" name="__codelineno-0-28"></a><span class="sd"> &quot;&quot;&quot;</span>
<a id="__codelineno-0-29" name="__codelineno-0-29"></a>
<a id="__codelineno-0-30" name="__codelineno-0-30"></a> <span class="n">trace_id</span><span class="p">:</span> <span class="nb">str</span>
<a id="__codelineno-0-31" name="__codelineno-0-31"></a> <span class="n">created</span><span class="p">:</span> <span class="nb">str</span>
<a id="__codelineno-0-32" name="__codelineno-0-32"></a> <span class="n">original_execution_time_ms</span><span class="p">:</span> <span class="nb">float</span>
<a id="__codelineno-0-33" name="__codelineno-0-33"></a> <span class="n">logged_values</span><span class="p">:</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]</span>
<a id="__codelineno-0-34" name="__codelineno-0-34"></a> <span class="n">models</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Model</span><span class="p">]</span>
<a id="__codelineno-0-35" name="__codelineno-0-35"></a> <span class="n">exception</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span>
<a id="__codelineno-0-36" name="__codelineno-0-36"></a> <span class="n">output</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">T</span><span class="p">]</span>
<a id="__codelineno-0-37" name="__codelineno-0-37"></a> <span class="n">feedback</span><span class="p">:</span> <span class="n">Any</span> <span class="o">=</span> <span class="kc">None</span>
<a id="__codelineno-0-38" name="__codelineno-0-38"></a> <span class="n">tags</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span>
<a id="__codelineno-0-39" name="__codelineno-0-39"></a>
<a id="__codelineno-0-40" name="__codelineno-0-40"></a> <span class="k">class</span> <span class="nc">Config</span><span class="p">:</span>
<a id="__codelineno-0-41" name="__codelineno-0-41"></a> <span class="n">extra</span> <span class="o">=</span> <span class="n">Extra</span><span class="o">.</span><span class="n">ignore</span>
<a id="__codelineno-0-42" name="__codelineno-0-42"></a>
<a id="__codelineno-0-43" name="__codelineno-0-43"></a> <span class="nd">@property</span>
<a id="__codelineno-0-44" name="__codelineno-0-44"></a> <span class="k">def</span> <span class="nf">input</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
<a id="__codelineno-0-45" name="__codelineno-0-45"></a> <span class="k">return</span> <span class="p">(</span>
<a id="__codelineno-0-46" name="__codelineno-0-46"></a> <span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span><span class="p">[</span><span class="s2">&quot;input&quot;</span><span class="p">]</span>
<a id="__codelineno-0-47" name="__codelineno-0-47"></a> <span class="k">if</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> <span class="o">==</span> <span class="p">[</span><span class="s2">&quot;input&quot;</span><span class="p">]</span>
<a id="__codelineno-0-48" name="__codelineno-0-48"></a> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span>
<a id="__codelineno-0-49" name="__codelineno-0-49"></a> <span class="p">)</span>
<a id="__codelineno-0-50" name="__codelineno-0-50"></a>
<a id="__codelineno-0-51" name="__codelineno-0-51"></a> <span class="nd">@property</span>
<a id="__codelineno-0-52" name="__codelineno-0-52"></a> <span class="k">def</span> <span class="nf">models_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-53" name="__codelineno-0-53"></a> <span class="k">return</span> <span class="s2">&quot;, &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">m</span><span class="o">.</span><span class="n">key</span><span class="si">}</span><span class="s2">:</span><span class="si">{</span><span class="n">m</span><span class="o">.</span><span class="n">version</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">for</span> <span class="n">m</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">models</span><span class="p">)</span>
<a id="__codelineno-0-54" name="__codelineno-0-54"></a>
<a id="__codelineno-0-55" name="__codelineno-0-55"></a> <span class="nd">@property</span>
<a id="__codelineno-0-56" name="__codelineno-0-56"></a> <span class="k">def</span> <span class="nf">output_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-57" name="__codelineno-0-57"></a> <span class="k">return</span> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">output</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-58" name="__codelineno-0-58"></a>
<a id="__codelineno-0-59" name="__codelineno-0-59"></a> <span class="nd">@property</span>
<a id="__codelineno-0-60" name="__codelineno-0-60"></a> <span class="k">def</span> <span class="nf">exception_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-61" name="__codelineno-0-61"></a> <span class="k">return</span> <span class="p">(</span>
<a id="__codelineno-0-62" name="__codelineno-0-62"></a> <span class="s2">&quot;null&quot;</span>
<a id="__codelineno-0-63" name="__codelineno-0-63"></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">exception</span> <span class="ow">is</span> <span class="kc">None</span>
<a id="__codelineno-0-64" name="__codelineno-0-64"></a> <span class="k">else</span> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">exception</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-65" name="__codelineno-0-65"></a> <span class="p">)</span>
<a id="__codelineno-0-66" name="__codelineno-0-66"></a>
<a id="__codelineno-0-67" name="__codelineno-0-67"></a> <span class="nd">@property</span>
<a id="__codelineno-0-68" name="__codelineno-0-68"></a> <span class="k">def</span> <span class="nf">feedback_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-69" name="__codelineno-0-69"></a> <span class="k">return</span> <span class="p">(</span>
<a id="__codelineno-0-70" name="__codelineno-0-70"></a> <span class="s2">&quot;null&quot;</span>
<a id="__codelineno-0-71" name="__codelineno-0-71"></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">feedback</span> <span class="ow">is</span> <span class="kc">None</span>
<a id="__codelineno-0-72" name="__codelineno-0-72"></a> <span class="k">else</span> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">feedback</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-73" name="__codelineno-0-73"></a> <span class="p">)</span>
<a id="__codelineno-0-74" name="__codelineno-0-74"></a>
<a id="__codelineno-0-75" name="__codelineno-0-75"></a> <span class="nd">@property</span>
<a id="__codelineno-0-76" name="__codelineno-0-76"></a> <span class="k">def</span> <span class="nf">tags_flat</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-77" name="__codelineno-0-77"></a> <span class="k">return</span> <span class="s2">&quot;,</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">tags</span><span class="p">)</span>
<a id="__codelineno-0-78" name="__codelineno-0-78"></a>
<a id="__codelineno-0-79" name="__codelineno-0-79"></a> <span class="k">def</span> <span class="nf">to_flat_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">include_original</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Any</span><span class="p">]:</span>
<a id="__codelineno-0-80" name="__codelineno-0-80"></a> <span class="k">return</span> <span class="p">{</span>
<a id="__codelineno-0-81" name="__codelineno-0-81"></a> <span class="o">**</span><span class="p">(</span>
<a id="__codelineno-0-82" name="__codelineno-0-82"></a> <span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">()</span>
<a id="__codelineno-0-83" name="__codelineno-0-83"></a> <span class="k">if</span> <span class="n">include_original</span>
<a id="__codelineno-0-84" name="__codelineno-0-84"></a> <span class="k">else</span> <span class="p">{</span>
<a id="__codelineno-0-85" name="__codelineno-0-85"></a> <span class="s2">&quot;trace_id&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">trace_id</span><span class="p">,</span>
<a id="__codelineno-0-86" name="__codelineno-0-86"></a> <span class="s2">&quot;created&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">created</span><span class="p">,</span>
<a id="__codelineno-0-87" name="__codelineno-0-87"></a> <span class="s2">&quot;original_execution_time_ms&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">original_execution_time_ms</span><span class="p">,</span>
<a id="__codelineno-0-88" name="__codelineno-0-88"></a> <span class="p">}</span>
<a id="__codelineno-0-89" name="__codelineno-0-89"></a> <span class="p">),</span>
<a id="__codelineno-0-90" name="__codelineno-0-90"></a> <span class="o">**</span><span class="p">{</span>
<a id="__codelineno-0-91" name="__codelineno-0-91"></a> <span class="n">k</span><span class="p">:</span> <span class="n">pformat</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<a id="__codelineno-0-92" name="__codelineno-0-92"></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">logged_values</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
<a id="__codelineno-0-93" name="__codelineno-0-93"></a> <span class="p">},</span>
<a id="__codelineno-0-94" name="__codelineno-0-94"></a> <span class="s2">&quot;models_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">models_flat</span><span class="p">,</span>
<a id="__codelineno-0-95" name="__codelineno-0-95"></a> <span class="s2">&quot;exception_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">exception_flat</span><span class="p">,</span>
<a id="__codelineno-0-96" name="__codelineno-0-96"></a> <span class="s2">&quot;output_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">output_flat</span><span class="p">,</span>
<a id="__codelineno-0-97" name="__codelineno-0-97"></a> <span class="s2">&quot;feedback_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">feedback_flat</span><span class="p">,</span>
<a id="__codelineno-0-98" name="__codelineno-0-98"></a> <span class="s2">&quot;tags_flat&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">tags_flat</span><span class="p">,</span>
<a id="__codelineno-0-99" name="__codelineno-0-99"></a> <span class="p">}</span>
<a id="__codelineno-0-100" name="__codelineno-0-100"></a>
<a id="__codelineno-0-101" name="__codelineno-0-101"></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
<a id="__codelineno-0-102" name="__codelineno-0-102"></a> <span class="k">return</span> <span class="sa">f</span><span class="s2">&quot;&quot;&quot;Trace[</span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">output</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">](</span><span class="si">{</span>
<a id="__codelineno-0-103" name="__codelineno-0-103"></a> <span class="n">pformat</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">dict</span><span class="p">(),</span> <span class="n">indent</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">compact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;{ &#39;</span><span class="p">,</span> <span class="s1">&#39;{&#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<a id="__codelineno-0-104" name="__codelineno-0-104"></a> <span class="si">}</span><span class="s2">)&quot;&quot;&quot;</span>
</code></pre></div></td></tr></table></div>
</details>