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@ -975,7 +975,7 @@
<nav class="md-footer__inner md-grid" aria-label="Footer" > <nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../large_file/" class="md-footer__link md-footer__link--prev" aria-label="Previous: How to use LargeFiles" rel="prev"> <a href="../large-file/" class="md-footer__link md-footer__link--prev" aria-label="Previous: How to use LargeFiles" rel="prev">
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<li class="md-nav__item"> <li class="md-nav__item">
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@ -916,7 +916,7 @@
<a href="../large_file/" class="md-footer__link md-footer__link--next" aria-label="Next: How to use LargeFiles" rel="next"> <a href="../large-file/" class="md-footer__link md-footer__link--next" aria-label="Next: How to use LargeFiles" rel="next">
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how-to-guides/large_file/index.html → how-to-guides/large-file/index.html
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<a href="https://github.com/schmelczer/great-ai/edit/main/docs/how-to-guides/large_file.md" title="Edit this page" class="md-content__button md-icon"> <a href="https://github.com/schmelczer/great-ai/edit/main/docs/how-to-guides/large-file.md" title="Edit this page" class="md-content__button md-icon">
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<small> <small>
Last update: Last update:
<span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 15, 2022</span> <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date">July 16, 2022</span>
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how-to-guides/large_file/large_file.md → how-to-guides/large-file/large-file.md
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<li class="md-nav__item"> <li class="md-nav__item">
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from great_ai.large_file import * 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 ::: great_ai.large_file.LargeFileLocal
options: options:
show_root_heading: true show_root_heading: true

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<li class="md-nav__item"> <li class="md-nav__item">
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How to use LargeFiles How to use LargeFiles
</a> </a>
</li> </li>
@ -2230,7 +2230,7 @@ language tagging.</p>
<td> <td>
<code><span title="typing.Optional">Optional</span>[<span title="matplotlib.pyplot">plt</span>.<span title="matplotlib.pyplot.Axes">Axes</span>]</code> <code><span title="typing.Optional">Optional</span>[<span title="matplotlib.pyplot">plt</span>.<span title="matplotlib.pyplot.Axes">Axes</span>]</code>
</td> </td>
<td><p>Matplotlib axes for ploting inside a subplot.</p></td> <td><p>Matplotlib axes for plotting inside a subplot.</p></td>
<td> <td>
<code>None</code> <code>None</code>
</td> </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-0-34" 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-0-35" 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-0-36" 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-0-38" 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-0-39" 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> <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) the map function are sent to the host process where they are either raised (default)
or ignored.</p> or ignored.</p>
<p>The new processes are forked if the OS allows it, otherwise, new Python processes <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> chunk at once.</p>
<p><strong>Examples:</strong></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-0-91" name="__codelineno-0-91"></a><span class="sd"> or ignored.</span>
<a id="__codelineno-0-92" name="__codelineno-0-92"></a> <a id="__codelineno-0-92" 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-0-93" 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-0-95" 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-0-96" name="__codelineno-0-96"></a>
<a id="__codelineno-0-97" name="__codelineno-0-97"></a><span class="sd"> Examples:</span> <a id="__codelineno-0-97" name="__codelineno-0-97"></a><span class="sd"> Examples:</span>

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<li class="md-nav__item"> <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 How to use LargeFiles
</a> </a>
</li> </li>
@ -878,6 +878,87 @@
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> 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"> <details class="quote">
<summary>Source code in <code>great_ai/views/trace.py</code></summary> <summary>Source code in <code>great_ai/views/trace.py</code></summary>
@ -956,82 +1037,116 @@
<span class="normal"><a href="#__codelineno-0-84"> 84</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-0-85"> 85</a></span>
<span class="normal"><a href="#__codelineno-0-86"> 86</a></span> <span class="normal"><a href="#__codelineno-0-86"> 86</a></span>
<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> <span class="normal"><a href="#__codelineno-0-87"> 87</a></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> <span class="normal"><a href="#__codelineno-0-88"> 88</a></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> <span class="normal"><a href="#__codelineno-0-89"> 89</a></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> <span class="normal"><a href="#__codelineno-0-90"> 90</a></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> <span class="normal"><a href="#__codelineno-0-91"> 91</a></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> <span class="normal"><a href="#__codelineno-0-92"> 92</a></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> <span class="normal"><a href="#__codelineno-0-93"> 93</a></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> <span class="normal"><a href="#__codelineno-0-94"> 94</a></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> <span class="normal"><a href="#__codelineno-0-95"> 95</a></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> <span class="normal"><a href="#__codelineno-0-96"> 96</a></span>
<a id="__codelineno-0-22" name="__codelineno-0-22"></a> <span class="normal"><a href="#__codelineno-0-97"> 97</a></span>
<a id="__codelineno-0-23" name="__codelineno-0-23"></a> <span class="k">class</span> <span class="nc">Config</span><span class="p">:</span> <span class="normal"><a href="#__codelineno-0-98"> 98</a></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> <span class="normal"><a href="#__codelineno-0-99"> 99</a></span>
<a id="__codelineno-0-25" name="__codelineno-0-25"></a> <span class="normal"><a href="#__codelineno-0-100">100</a></span>
<a id="__codelineno-0-26" name="__codelineno-0-26"></a> <span class="nd">@property</span> <span class="normal"><a href="#__codelineno-0-101">101</a></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> <span class="normal"><a href="#__codelineno-0-102">102</a></span>
<a id="__codelineno-0-28" name="__codelineno-0-28"></a> <span class="k">return</span> <span class="p">(</span> <span class="normal"><a href="#__codelineno-0-103">103</a></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> <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-0-30" 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-0-13" name="__codelineno-0-13"></a> <span class="sd">&quot;&quot;&quot;Universal structure for storing prediction traces and training data.</span>
<a id="__codelineno-0-31" 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-0-14" name="__codelineno-0-14"></a>
<a id="__codelineno-0-32" name="__codelineno-0-32"></a> <span class="p">)</span> <a id="__codelineno-0-15" name="__codelineno-0-15"></a><span class="sd"> Attributes:</span>
<a id="__codelineno-0-33" name="__codelineno-0-33"></a> <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-0-34" name="__codelineno-0-34"></a> <span class="nd">@property</span> <a id="__codelineno-0-17" name="__codelineno-0-17"></a><span class="sd"> created: Timestamp of its (original) construction.</span>
<a id="__codelineno-0-35" 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-0-18" name="__codelineno-0-18"></a><span class="sd"> original_execution_time_ms: Wall-time elapsed while its generating</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-0-19" name="__codelineno-0-19"></a><span class="sd"> TracingContext was alive.</span>
<a id="__codelineno-0-37" name="__codelineno-0-37"></a> <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-0-38" name="__codelineno-0-38"></a> <span class="nd">@property</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-0-39" 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-0-22" name="__codelineno-0-22"></a><span class="sd"> exception: Exception description if any was encountered.</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-0-23" name="__codelineno-0-23"></a><span class="sd"> output: Return value of the function wrapped by GreatAI.</span>
<a id="__codelineno-0-41" name="__codelineno-0-41"></a> <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-0-42" name="__codelineno-0-42"></a> <span class="nd">@property</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-0-43" 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-0-26" name="__codelineno-0-26"></a><span class="sd"> function, value of `ENVIRONMENT`, its split if has any, and either</span>
<a id="__codelineno-0-44" name="__codelineno-0-44"></a> <span class="k">return</span> <span class="p">(</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-0-45" name="__codelineno-0-45"></a> <span class="s2">&quot;null&quot;</span> <a id="__codelineno-0-28" name="__codelineno-0-28"></a><span class="sd"> &quot;&quot;&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-0-29" name="__codelineno-0-29"></a>
<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-0-30" name="__codelineno-0-30"></a> <span class="n">trace_id</span><span class="p">:</span> <span class="nb">str</span>
<a id="__codelineno-0-48" name="__codelineno-0-48"></a> <span class="p">)</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-0-49" name="__codelineno-0-49"></a> <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-0-50" name="__codelineno-0-50"></a> <span class="nd">@property</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-0-51" 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-0-34" 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-0-52" name="__codelineno-0-52"></a> <span class="k">return</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-0-53" name="__codelineno-0-53"></a> <span class="s2">&quot;null&quot;</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-0-54" 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-0-37" 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-0-55" 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-0-38" 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-0-56" name="__codelineno-0-56"></a> <span class="p">)</span> <a id="__codelineno-0-39" name="__codelineno-0-39"></a>
<a id="__codelineno-0-57" name="__codelineno-0-57"></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-0-58" name="__codelineno-0-58"></a> <span class="nd">@property</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-0-59" 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-0-42" name="__codelineno-0-42"></a>
<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-0-43" name="__codelineno-0-43"></a> <span class="nd">@property</span>
<a id="__codelineno-0-61" name="__codelineno-0-61"></a> <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-0-62" 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-0-45" name="__codelineno-0-45"></a> <span class="k">return</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-0-46" 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-0-64" name="__codelineno-0-64"></a> <span class="o">**</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-0-65" 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-0-48" 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-0-66" name="__codelineno-0-66"></a> <span class="k">if</span> <span class="n">include_original</span> <a id="__codelineno-0-49" name="__codelineno-0-49"></a> <span class="p">)</span>
<a id="__codelineno-0-67" name="__codelineno-0-67"></a> <span class="k">else</span> <span class="p">{</span> <a id="__codelineno-0-50" name="__codelineno-0-50"></a>
<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-0-51" name="__codelineno-0-51"></a> <span class="nd">@property</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-0-52" 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-0-70" 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-0-53" 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-0-71" name="__codelineno-0-71"></a> <span class="p">}</span> <a id="__codelineno-0-54" name="__codelineno-0-54"></a>
<a id="__codelineno-0-72" name="__codelineno-0-72"></a> <span class="p">),</span> <a id="__codelineno-0-55" name="__codelineno-0-55"></a> <span class="nd">@property</span>
<a id="__codelineno-0-73" name="__codelineno-0-73"></a> <span class="o">**</span><span class="p">{</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-0-74" 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-0-57" 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-0-75" 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-0-58" name="__codelineno-0-58"></a>
<a id="__codelineno-0-76" name="__codelineno-0-76"></a> <span class="p">},</span> <a id="__codelineno-0-59" name="__codelineno-0-59"></a> <span class="nd">@property</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-0-60" 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-0-78" 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-0-61" name="__codelineno-0-61"></a> <span class="k">return</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-0-62" name="__codelineno-0-62"></a> <span class="s2">&quot;null&quot;</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-0-63" 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-0-81" 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-0-64" 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-0-82" name="__codelineno-0-82"></a> <span class="p">}</span> <a id="__codelineno-0-65" name="__codelineno-0-65"></a> <span class="p">)</span>
<a id="__codelineno-0-83" name="__codelineno-0-83"></a> <a id="__codelineno-0-66" name="__codelineno-0-66"></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-0-67" name="__codelineno-0-67"></a> <span class="nd">@property</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-0-68" 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-0-86" 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-0-69" name="__codelineno-0-69"></a> <span class="k">return</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> <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> </code></pre></div></td></tr></table></div>
</details> </details>

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