update sparsify docs for 0.1.1 release (#10)

sparsify/_modules/index.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 
@@ -206,8 +207,7 @@ <h1>All modules for which code is available</h1>
 <li><a href="sparsify/schemas/system.html">sparsify.schemas.system</a></li>
 <li><a href="sparsify/utils/system.html">sparsify.utils.system</a></li>
 <li><a href="sparsify/workers/base.html">sparsify.workers.base</a></li>
-<li><a href="sparsify/workers/base_manager.html">sparsify.workers.base_manager</a></li>
-<li><a href="sparsify/workers/base_wrapper.html">sparsify.workers.base_wrapper</a></li>
+<li><a href="sparsify/workers/manager.html">sparsify.workers.manager</a></li>
 <li><a href="sparsify/workers/projects_benchmark.html">sparsify.workers.projects_benchmark</a></li>
 <li><a href="sparsify/workers/projects_data.html">sparsify.workers.projects_data</a></li>
 <li><a href="sparsify/workers/projects_model.html">sparsify.workers.projects_model</a></li>

sparsify/_modules/marshmallow/schema.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/peewee.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/playhouse/sqlite_ext.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/sparsify/app.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 
@@ -189,6 +190,7 @@ <h1>Source code for sparsify.app</h1><div class="highlight"><pre>
 <span class="c1"># limitations under the License.</span>
 
 <span class="kn">import</span> <span class="nn">argparse</span>
+<span class="kn">import</span> <span class="nn">atexit</span>
 <span class="kn">import</span> <span class="nn">logging</span>
 <span class="kn">import</span> <span class="nn">os</span>
 <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Union</span>
@@ -272,7 +274,13 @@ <h1>Source code for sparsify.app</h1><div class="highlight"><pre>
 
 
 <span class="k">def</span> <span class="nf">_worker_setup</span><span class="p">():</span>
-    <span class="n">JobWorkerManager</span><span class="p">()</span><span class="o">.</span><span class="n">app_startup</span><span class="p">()</span>
+    <span class="n">manager</span> <span class="o">=</span> <span class="n">JobWorkerManager</span><span class="p">()</span>
+
+    <span class="k">def</span> <span class="nf">_interrupt</span><span class="p">():</span>
+        <span class="n">manager</span><span class="o">.</span><span class="n">shutdown</span><span class="p">()</span>
+
+    <span class="n">atexit</span><span class="o">.</span><span class="n">register</span><span class="p">(</span><span class="n">_interrupt</span><span class="p">)</span>
+    <span class="n">manager</span><span class="o">.</span><span class="n">start</span><span class="p">()</span>
 
 
 <div class="viewcode-block" id="run"><a class="viewcode-back" href="../../api/sparsify.html#sparsify.app.run">[docs]</a><span class="k">def</span> <span class="nf">run</span><span class="p">(</span>

sparsify/_modules/sparsify/blueprints/code_samples/pytorch__training.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/sparsify/blueprints/utils/helpers.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/sparsify/blueprints/utils/projects.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/sparsify/blueprints/utils/projects_benchmark.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/sparsify/blueprints/utils/projects_data.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 

sparsify/_modules/sparsify/blueprints/utils/projects_optimizations.html

@@ -104,10 +104,11 @@
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="../../../../api/sparsify.html">sparsify package</a></li>
 </ul>
-<p class="caption"><span class="caption-text">Help and Support</span></p>
+<p class="caption"><span class="caption-text">Help</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/issues">Bugs, Feature Requests</a></li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/neuralmagic/sparsify/discussions">Support, General Q&amp;A</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://docs.neuralmagic.com">Neural Magic Docs</a></li>
 </ul>
 
 
@@ -423,7 +424,7 @@ <h1>Source code for sparsify.blueprints.utils.projects_optimizations</h1><div cl
     <span class="n">sparsity</span> <span class="o">=</span> <span class="mf">0.85</span>  <span class="c1"># TODO: dynamically choose sparsity level</span>
     <span class="n">balance_perf_loss</span> <span class="o">=</span> <span class="mf">1.0</span>
     <span class="n">filter_min_sparsity</span> <span class="o">=</span> <span class="mf">0.4</span>
-    <span class="n">filter_min_perf_gain</span> <span class="o">=</span> <span class="mf">0.75</span>
+    <span class="n">filter_min_perf_gain</span> <span class="o">=</span> <span class="mf">0.6</span>
     <span class="n">filter_min_recovery</span> <span class="o">=</span> <span class="o">-</span><span class="mf">1.0</span>
 
     <span class="k">return</span> <span class="n">PruningSettings</span><span class="p">(</span>