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<h1 id="invokeai-backend-tests">InvokeAI Backend Tests<a class="headerlink" href="#invokeai-backend-tests" title="Permanent link">#</a></h1>
<p>We use <code>pytest</code> to run the backend python tests. (See <a href="/pyproject.toml">pyproject.toml</a> for the default <code>pytest</code> options.)</p>
<h2 id="fast-vs-slow">Fast vs. Slow<a class="headerlink" href="#fast-vs-slow" title="Permanent link">#</a></h2>
<p>All tests are categorized as either 'fast' (no test annotation) or 'slow' (annotated with the <code>@pytest.mark.slow</code> decorator).</p>
<p>'Fast' tests are run to validate every PR, and are fast enough that they can be run routinely during development.</p>
<p>'Slow' tests are currently only run manually on an ad-hoc basis. In the future, they may be automated to run nightly. Most developers are only expected to run the 'slow' tests that directly relate to the feature(s) that they are working on.</p>
<p>As a rule of thumb, tests should be marked as 'slow' if there is a chance that they take &gt;1s (e.g. on a CPU-only machine with slow internet connection). Common examples of slow tests are tests that depend on downloading a model, or running model inference.</p>
<h2 id="running-tests">Running Tests<a class="headerlink" href="#running-tests" title="Permanent link">#</a></h2>
<p>Below are some common test commands:
<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="c1"># Run the fast tests. (This implicitly uses the configured default option: `-m &quot;not slow&quot;`.)</span>
<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>pytest<span class="w"> </span>tests/
<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>
<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="c1"># Equivalent command to run the fast tests.</span>
<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>pytest<span class="w"> </span>tests/<span class="w"> </span>-m<span class="w"> </span><span class="s2">&quot;not slow&quot;</span>
<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>
<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="c1"># Run the slow tests.</span>
<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a>pytest<span class="w"> </span>tests/<span class="w"> </span>-m<span class="w"> </span><span class="s2">&quot;slow&quot;</span>
<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a>
<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="c1"># Run the slow tests from a specific file.</span>
<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>pytest<span class="w"> </span>tests/path/to/slow_test.py<span class="w"> </span>-m<span class="w"> </span><span class="s2">&quot;slow&quot;</span>
<a id="__codelineno-0-12" name="__codelineno-0-12" href="#__codelineno-0-12"></a>
<a id="__codelineno-0-13" name="__codelineno-0-13" href="#__codelineno-0-13"></a><span class="c1"># Run all tests (fast and slow).</span>
<a id="__codelineno-0-14" name="__codelineno-0-14" href="#__codelineno-0-14"></a>pytest<span class="w"> </span>tests<span class="w"> </span>-m<span class="w"> </span><span class="s2">&quot;&quot;</span>
</code></pre></div></p>
<h2 id="test-organization">Test Organization<a class="headerlink" href="#test-organization" title="Permanent link">#</a></h2>
<p>All backend tests are in the <a href="/tests/"><code>tests/</code></a> directory. This directory mirrors the organization of the <code>invokeai/</code> directory. For example, tests for <code>invokeai/model_management/model_manager.py</code> would be found in <code>tests/model_management/test_model_manager.py</code>.</p>
<p>TODO: The above statement is aspirational. A re-organization of legacy tests is required to make it true.</p>
<h2 id="tests-that-depend-on-models">Tests that depend on models<a class="headerlink" href="#tests-that-depend-on-models" title="Permanent link">#</a></h2>
<p>There are a few things to keep in mind when adding tests that depend on models.</p>
<ol>
<li>If a required model is not already present, it should automatically be downloaded as part of the test setup.</li>
<li>If a model is already downloaded, it should not be re-downloaded unnecessarily.</li>
<li>Take reasonable care to keep the total number of models required for the tests low. Whenever possible, re-use models that are already required for other tests. If you are adding a new model, consider including a comment to explain why it is required/unique.</li>
</ol>
<p>There are several utilities to help with model setup for tests. Here is a sample test that depends on a model:
<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="kn">import</span> <span class="nn">pytest</span>
<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="kn">import</span> <span class="nn">torch</span>
<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>
<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="kn">from</span> <span class="nn">invokeai.backend.model_management.models.base</span> <span class="kn">import</span> <span class="n">BaseModelType</span><span class="p">,</span> <span class="n">ModelType</span>
<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="kn">from</span> <span class="nn">invokeai.backend.util.test_utils</span> <span class="kn">import</span> <span class="n">install_and_load_model</span>
<a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a>
<a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="nd">@pytest</span><span class="o">.</span><span class="n">mark</span><span class="o">.</span><span class="n">slow</span>
<a id="__codelineno-1-8" name="__codelineno-1-8" href="#__codelineno-1-8"></a><span class="k">def</span> <span class="nf">test_model</span><span class="p">(</span><span class="n">model_installer</span><span class="p">,</span> <span class="n">torch_device</span><span class="p">):</span>
<a id="__codelineno-1-9" name="__codelineno-1-9" href="#__codelineno-1-9"></a> <span class="n">model_info</span> <span class="o">=</span> <span class="n">install_and_load_model</span><span class="p">(</span>
<a id="__codelineno-1-10" name="__codelineno-1-10" href="#__codelineno-1-10"></a> <span class="n">model_installer</span><span class="o">=</span><span class="n">model_installer</span><span class="p">,</span>
<a id="__codelineno-1-11" name="__codelineno-1-11" href="#__codelineno-1-11"></a> <span class="n">model_path_id_or_url</span><span class="o">=</span><span class="s2">&quot;HF/dummy_model_id&quot;</span><span class="p">,</span>
<a id="__codelineno-1-12" name="__codelineno-1-12" href="#__codelineno-1-12"></a> <span class="n">model_name</span><span class="o">=</span><span class="s2">&quot;dummy_model&quot;</span><span class="p">,</span>
<a id="__codelineno-1-13" name="__codelineno-1-13" href="#__codelineno-1-13"></a> <span class="n">base_model</span><span class="o">=</span><span class="n">BaseModelType</span><span class="o">.</span><span class="n">StableDiffusion1</span><span class="p">,</span>
<a id="__codelineno-1-14" name="__codelineno-1-14" href="#__codelineno-1-14"></a> <span class="n">model_type</span><span class="o">=</span><span class="n">ModelType</span><span class="o">.</span><span class="n">Dummy</span><span class="p">,</span>
<a id="__codelineno-1-15" name="__codelineno-1-15" href="#__codelineno-1-15"></a> <span class="p">)</span>
<a id="__codelineno-1-16" name="__codelineno-1-16" href="#__codelineno-1-16"></a>
<a id="__codelineno-1-17" name="__codelineno-1-17" href="#__codelineno-1-17"></a> <span class="n">dummy_input</span> <span class="o">=</span> <span class="n">build_dummy_input</span><span class="p">(</span><span class="n">torch_device</span><span class="p">)</span>
<a id="__codelineno-1-18" name="__codelineno-1-18" href="#__codelineno-1-18"></a>
<a id="__codelineno-1-19" name="__codelineno-1-19" href="#__codelineno-1-19"></a> <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">(),</span> <span class="n">model_info</span> <span class="k">as</span> <span class="n">model</span><span class="p">:</span>
<a id="__codelineno-1-20" name="__codelineno-1-20" href="#__codelineno-1-20"></a> <span class="n">model</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">torch_device</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">torch</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<a id="__codelineno-1-21" name="__codelineno-1-21" href="#__codelineno-1-21"></a> <span class="n">output</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">dummy_input</span><span class="p">)</span>
<a id="__codelineno-1-22" name="__codelineno-1-22" href="#__codelineno-1-22"></a>
<a id="__codelineno-1-23" name="__codelineno-1-23" href="#__codelineno-1-23"></a> <span class="c1"># Validate output...</span>
</code></pre></div></p>
<h2 id="test-coverage">Test Coverage<a class="headerlink" href="#test-coverage" title="Permanent link">#</a></h2>
<p>To review test coverage, append <code>--cov</code> to your pytest command:
<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>pytest<span class="w"> </span>tests/<span class="w"> </span>--cov
</code></pre></div></p>
<p>Test outcomes and coverage will be reported in the terminal. In addition, a more detailed report is created in both XML and HTML format in the <code>./coverage</code> folder. The HTML output is particularly helpful in identifying untested statements where coverage should be improved. The HTML report can be viewed by opening <code>./coverage/html/index.html</code>.</p>
<details class="info">
<summary>HTML coverage report output</summary>
<p><img alt="html-overview" src="../../assets/contributing/html-overview.png" /></p>
<p><img alt="html-detail" src="../../assets/contributing/html-detail.png" /></p>
</details>
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