зеркало из https://github.com/microsoft/archai.git
Sphinx doc update
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Shital Shah
Gustavo Rosa
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05b647ce98
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# Welcome to Archai
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Archai is a platform for Neural Network Search (NAS) with a goal to unify several recent advancements in research and making them accessible to non-experts so that anyone can leverage this research to generate efficient deep networks for their own applications. Archai hopes to accelerate NAS research by easily allowing to mix and match different techniques rapidly while still ensuring reproducibility, documented hyper-parameters and fair comparison across the spectrum of these techniques. Archai is extensible and modular to accommodate new algorithms easily and aspired to offer clean and robust codebase.
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Archai is a platform for Neural Network Search (NAS) that allow you to generate efficient deep networks for your applications. Archai aspires to accelerate NAS research by enabling easy mix and match between different techniques while ensuring reproducibility, self-documented hyper-parameters and fair comparison. To achieve this, Archai uses common code base that unifies several algorithms. Archai is extensible and modular to allow rapid experimentation of new research ideas and develop new NAS algorithms. Archai also hopes to make NAS research more accessible to non-experts by providing powerful configuration system and easy to use tools.
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[Extensive feature list](docs/features.md)
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@ -20,7 +20,7 @@ cd archai
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install.sh # on Windows, use install.bat
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```
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For more information, please [Install guide](docs/install.md)
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For more information, please [Install guide](docs/blitz.md#running-existing-algorithms)
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## How to Use It
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26
docs/conf.py
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docs/conf.py
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# add these directories to sys.path here. If the directory is relative to the
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# documentation root, use os.path.abspath to make it absolute, like shown here.
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#
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import recommonmark
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from recommonmark.transform import AutoStructify
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import os
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import sys
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sys.path.insert(0, os.path.abspath('../archai'))
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@ -29,7 +33,7 @@ author = ''
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# ones.
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extensions = [
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'rinoh.frontend.sphinx', 'sphinx.ext.autodoc', 'sphinx.ext.todo',
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'sphinx.ext.viewcode', 'recommonmark' #, 'm2r2'
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'sphinx.ext.viewcode', 'recommonmark', 'sphinx_rtd_theme' #, 'sphinx.ext.autosectionlabel' #, 'm2r2'
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]
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# Add any paths that contain templates here, relative to this directory.
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@ -52,22 +56,22 @@ exclude_patterns = [
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# 'tools/',
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]
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# -- Options for HTML output -------------------------------------------------
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# The theme to use for HTML and HTML Help pages. See the documentation for
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# a list of builtin themes.
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#
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import klink
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html_theme = 'klink' #'bizstyle' #'alabaster'
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html_theme_path = [klink.get_html_theme_path()]
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html_theme_options = {
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'github': 'microsoft/archai',
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#'analytics_id': 'UA-your-number-here',
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'logo': 'logo.png'
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}
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import sphinx_rtd_theme
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html_theme = 'sphinx_rtd_theme' # 'klink' #'bizstyle' #'alabaster'
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# Add any paths that contain custom static files (such as style sheets) here,
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# relative to this directory. They are copied after the builtin static files,
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# so a file named "default.css" will overwrite the builtin "default.css".
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html_static_path = ['_static']
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html_static_path = ['_static']
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def setup(app):
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app.add_config_value('recommonmark_config', {
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'url_resolver': lambda url: github_doc_root + url,
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'auto_toc_tree_section': 'Contents',
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}, True)
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app.add_transform(AutoStructify)
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# Sphinx build info version 1
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# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
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config: 448417a7a38b14fb660eeb4f59f2e51e
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config: 51ba238a457100b714b2ceece2959af3
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tags: 645f666f9bcd5a90fca523b33c5a78b7
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@ -1,31 +1,154 @@
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<!DOCTYPE html>
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<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
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<p class="caption"><span class="caption-text">Contents:</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../install.html">Installing Archai</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../features.html">Archai Features</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../blitz.html">Archai - A 30 Minute Tutorial</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../petridish.html">Petridish - Code Walkthrough</a></li>
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<h1>Source code for archai.algos.darts.bilevel_arch_trainer</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -120,51 +243,43 @@
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../install.html">Installing Archai</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../features.html">Archai Features</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../blitz.html">Archai - A 30 Minute Tutorial</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../petridish.html">Petridish - Code Walkthrough</a></li>
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<h1>Source code for archai.algos.darts.bilevel_optimizer</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -232,51 +355,43 @@
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<span class="k">return</span> <span class="n">h</span></div>
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<h1>Source code for archai.algos.darts.bilevel_optimizer_slow</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -219,51 +342,43 @@
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<span class="k">return</span> <span class="n">h</span></div>
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<h1>Source code for archai.algos.darts.darts_model_desc_builder</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<h1>Source code for archai.algos.darts.mixed_op</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -119,51 +242,43 @@
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<span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_alphas</span><span class="p">)</span><span class="o">==</span><span class="mi">1</span></div>
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<h1>Source code for archai.algos.divnas.divnas_finalizers</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
|
||||
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|
@ -172,51 +295,43 @@
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|||
<span class="k">return</span> <span class="n">NodeDesc</span><span class="p">(</span><span class="n">selected_edges</span><span class="p">,</span> <span class="n">node_desc</span><span class="o">.</span><span class="n">conv_params</span><span class="p">)</span></div></div>
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<h1>Source code for archai.algos.divnas.divnas_rank_finalizer</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
|
||||
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|
@ -199,51 +322,43 @@
|
|||
<span class="k">return</span> <span class="n">NodeDesc</span><span class="p">(</span><span class="n">selected_edges</span><span class="p">,</span> <span class="n">node_desc</span><span class="o">.</span><span class="n">conv_params</span><span class="p">)</span></div></div>
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<h1>Source code for archai.algos.divnas.divop</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -197,51 +320,43 @@
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<span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_alphas</span><span class="p">)</span><span class="o">==</span><span class="mi">1</span></div>
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<h1>Source code for archai.algos.divnas.seqopt</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<h1>Source code for archai.algos.gumbelsoftmax.gs_arch_trainer</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -115,51 +238,43 @@
|
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<span class="n">counter</span> <span class="o">+=</span> <span class="nb">len</span><span class="p">(</span><span class="n">edge</span><span class="o">.</span><span class="n">_op</span><span class="o">.</span><span class="n">PRIMITIVES</span><span class="p">)</span></div></div>
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<h1>Source code for archai.algos.gumbelsoftmax.gs_finalizers</h1><div class="highlight"><pre>
|
||||
<span></span><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">List</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Iterator</span><span class="p">,</span> <span class="n">Dict</span>
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<h1>Source code for archai.algos.gumbelsoftmax.gs_model_desc_builder</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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|
@ -162,51 +285,43 @@
|
|||
<span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_alphas</span><span class="p">)</span><span class="o">==</span><span class="mi">1</span></div>
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<h1>Source code for archai.algos.manual.manual_evaluater</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<h1>Source code for archai.algos.manual.manual_searcher</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<h1>Source code for archai.algos.petridish.petridish_exp_runner</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<h1>Source code for archai.algos.petridish.petridish_model_desc_builder</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<span class="c1"># return out_shapes, nodes</span>
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<h1>Source code for archai.algos.petridish.petridish_op</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -575,51 +698,43 @@
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<span class="n">utils</span><span class="o">.</span><span class="n">write_string</span><span class="p">(</span><span class="n">full_pool_filepath</span><span class="p">,</span> <span class="n">hull_points2tsv</span><span class="p">(</span><span class="n">hull_points</span><span class="p">))</span></div>
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<h1>Source code for archai.algos.petridish.searcher_petridish</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -353,51 +476,43 @@
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<span class="k">return</span> <span class="n">model_desc</span></div></div>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<span class="n">op</span><span class="o">.</span><span class="n">update_alphas</span><span class="p">(</span><span class="n">lr</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="n">T</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_grad_clip</span><span class="p">)</span>
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<h1>Source code for archai.algos.xnas.xnas_exp_runner</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<h1>Source code for archai.algos.xnas.xnas_model_desc_builder</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -176,51 +299,43 @@
|
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<span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_alphas</span><span class="p">)</span><span class="o">==</span><span class="mi">1</span></div>
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<h1>Source code for archai.common.checkpoint</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
|
||||
|
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@ -102,51 +225,43 @@
|
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<span class="bp">self</span><span class="o">.</span><span class="n">_callbacks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">callback_ref</span><span class="p">)</span></div></div>
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<h1>Source code for archai.common.cocob</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -243,51 +366,43 @@
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<span class="k">return</span> <span class="n">loss</span></div></div>
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<h1>Source code for archai.common.common</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -370,51 +493,43 @@
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<h1>Source code for archai.common.metrics</h1><div class="highlight"><pre>
|
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
|
||||
|
|
@ -377,51 +500,43 @@
|
|||
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">end_time</span><span class="o">-</span><span class="bp">self</span><span class="o">.</span><span class="n">start_time</span></div></div>
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<h1>Source code for archai.common.ml_losses</h1><div class="highlight"><pre>
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<span></span><span class="kn">import</span> <span class="nn">torch</span>
|
||||
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|
@ -134,51 +257,43 @@
|
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<span class="k">return</span> <span class="n">loss</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span></div></div>
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<h1>Source code for archai.common.ml_utils</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
|
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@ -262,51 +385,43 @@
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<span class="k">return</span> <span class="n">mean</span><span class="p">,</span> <span class="n">std</span></div>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -214,51 +337,43 @@
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<span class="k">return</span> <span class="n">summary_str</span><span class="p">,</span> <span class="p">(</span><span class="n">total_params</span><span class="p">,</span> <span class="n">trainable_params</span><span class="p">)</span></div>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<h1>Source code for archai.common.ordereddict_logger</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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<span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_cur</span><span class="p">())</span></div>
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<h1>Source code for archai.common.stopwatch</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -118,51 +241,43 @@
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<span class="k">return</span> <span class="n">StopWatch</span><span class="o">.</span><span class="n">stopwatch</span></div></div>
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<h1>Source code for archai.common.tester</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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|
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
|
||||
|
|
@ -134,51 +257,43 @@
|
|||
<span class="k">return</span> <span class="kc">False</span> <span class="c1">#re-raise any exceptions</span></div>
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<h1>Source code for archai.common.trainer</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
|
||||
|
|
@ -363,51 +486,43 @@
|
|||
<span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_drop_path_prob</span><span class="p">))</span></div>
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<span class="k">return</span> <span class="n">multiprocessing</span><span class="o">.</span><span class="n">current_process</span><span class="p">()</span><span class="o">.</span><span class="n">name</span></div>
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<h1>Source code for archai.common.warmup_scheduler</h1><div class="highlight"><pre>
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||||
<span></span><span class="c1"># Credits: https://github.com/ildoonet/pytorch-gradual-warmup-lr</span>
|
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|
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@ -96,51 +219,43 @@
|
|||
<span class="bp">self</span><span class="o">.</span><span class="n">step_ReduceLROnPlateau</span><span class="p">(</span><span class="n">metrics</span><span class="p">,</span> <span class="n">epoch</span><span class="p">)</span></div></div>
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<h1>Source code for archai.datasets.distributed_stratified_sampler</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -212,51 +335,43 @@
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<span class="bp">self</span><span class="o">.</span><span class="n">epoch</span> <span class="o">=</span> <span class="n">epoch</span></div></div>
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<h1>Source code for archai.datasets.limit_dataset</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -53,51 +176,43 @@
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<span class="n">DatasetLike</span> <span class="o">=</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Dataset</span><span class="p">,</span> <span class="n">Subset</span><span class="p">,</span> <span class="n">ConcatDataset</span><span class="p">,</span> <span class="n">LimitDataset</span><span class="p">]]</span>
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<h1>Source code for archai.datasets.providers.cifar100_provider</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -84,51 +207,43 @@
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<span class="n">register_dataset_provider</span><span class="p">(</span><span class="s1">'cifar100'</span><span class="p">,</span> <span class="n">Cifar100Provider</span><span class="p">)</span>
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<h1>Source code for archai.datasets.providers.cifar10_provider</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -84,51 +207,43 @@
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<span class="n">register_dataset_provider</span><span class="p">(</span><span class="s1">'cifar10'</span><span class="p">,</span> <span class="n">Cifar10Provider</span><span class="p">)</span>
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<h1>Source code for archai.datasets.providers.fashion_mnist_provider</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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||||
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@ -85,51 +208,43 @@
|
|||
<span class="n">register_dataset_provider</span><span class="p">(</span><span class="s1">'fashion_mnist'</span><span class="p">,</span> <span class="n">FashionMnistProvider</span><span class="p">)</span>
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<h1>Source code for archai.datasets.providers.flower102_provider</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -96,51 +219,43 @@
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|||
<span class="n">register_dataset_provider</span><span class="p">(</span><span class="s1">'flower102'</span><span class="p">,</span> <span class="n">Flower102Provider</span><span class="p">)</span>
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<h1>Source code for archai.datasets.providers.food101_provider</h1><div class="highlight"><pre>
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<span></span><span class="c1"># Copyright (c) Microsoft Corporation.</span>
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@ -90,51 +213,43 @@
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<span class="n">register_dataset_provider</span><span class="p">(</span><span class="s1">'food101'</span><span class="p">,</span> <span class="n">Food101Provider</span><span class="p">)</span>
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