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<meta name="description" content="All operators supported in Hummingbird are registred here." />
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<main>
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<article id="content">
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<header>
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<h1 class="title">Module <code>hummingbird._supported_operators</code></h1>
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</header>
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<section id="section-intro">
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<p>All operators supported in Hummingbird are registred here.</p>
|
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<details class="source">
|
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<summary>
|
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<span>Expand source code</span>
|
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</summary>
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<pre><code class="python"># -------------------------------------------------------------------------
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# Copyright (c) Microsoft Corporation. All rights reserved.
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# Licensed under the MIT License. See License.txt in the project root for
|
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# license information.
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# --------------------------------------------------------------------------
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"""
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All operators supported in Hummingbird are registred here.
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"""
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from .exceptions import MissingConverter
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# Tree-based models
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from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor, GradientBoostingClassifier, ExtraTreesClassifier
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from sklearn.tree import DecisionTreeClassifier
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from xgboost import XGBClassifier, XGBRegressor
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from lightgbm import LGBMClassifier, LGBMRegressor
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def _build_sklearn_api_operator_name_map():
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"""
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Associate Sklearn with the operator class names.
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If two scikit-learn (API) models share a single name, it means they are equivalent in terms of conversion.
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"""
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res = {
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k: "Sklearn" + k.__name__
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for k in [
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# Tree-methods
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DecisionTreeClassifier,
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RandomForestClassifier,
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RandomForestRegressor,
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GradientBoostingClassifier,
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ExtraTreesClassifier,
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XGBClassifier,
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XGBRegressor,
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LGBMClassifier,
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LGBMRegressor,
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]
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if k is not None
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}
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return res
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def get_sklearn_api_operator_name(model_type):
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"""
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Get the operator name for the input model type in *scikit-learn API* format.
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Args:
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model_type: A scikit-learn model object (e.g., RandomForestClassifier)
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or an object with scikit-learn API (e.g., LightGBM)
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Returns:
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A string which stands for the type of the input model in the Hummingbird conversion framework
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"""
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if model_type not in sklearn_api_operator_name_map:
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raise MissingConverter("Unable to find converter for model type {}.".format(model_type))
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return sklearn_api_operator_name_map[model_type]
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# Registered converters.
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sklearn_api_operator_name_map = _build_sklearn_api_operator_name_map()</code></pre>
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</details>
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</section>
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<section>
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</section>
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<section>
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</section>
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<section>
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<h2 class="section-title" id="header-functions">Functions</h2>
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<dl>
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<dt id="hummingbird._supported_operators.get_sklearn_api_operator_name"><code class="name flex">
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<span>def <span class="ident">get_sklearn_api_operator_name</span></span>(<span>model_type)</span>
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</code></dt>
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<dd>
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<div class="desc"><p>Get the operator name for the input model type in <em>scikit-learn API</em> format.</p>
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<h2 id="args">Args</h2>
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<dl>
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<dt><strong><code>model_type</code></strong></dt>
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<dd>A scikit-learn model object (e.g., RandomForestClassifier)
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or an object with scikit-learn API (e.g., LightGBM)</dd>
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</dl>
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<h2 id="returns">Returns</h2>
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<dl>
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<dt><code>A string which stands for the type</code> of <code>the input model in the Hummingbird conversion framework</code></dt>
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<dd> </dd>
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</dl></div>
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<details class="source">
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<summary>
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<span>Expand source code</span>
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</summary>
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<pre><code class="python">def get_sklearn_api_operator_name(model_type):
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"""
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Get the operator name for the input model type in *scikit-learn API* format.
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Args:
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model_type: A scikit-learn model object (e.g., RandomForestClassifier)
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or an object with scikit-learn API (e.g., LightGBM)
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Returns:
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A string which stands for the type of the input model in the Hummingbird conversion framework
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"""
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if model_type not in sklearn_api_operator_name_map:
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raise MissingConverter("Unable to find converter for model type {}.".format(model_type))
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return sklearn_api_operator_name_map[model_type]</code></pre>
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</details>
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</dd>
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</dl>
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</section>
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<section>
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</section>
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<nav id="sidebar">
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<a class="homelink" rel="home" title="Hummingbird Home" href="https://github.com/microsoft/hummingbird">
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<img src="https://i.imgur.com/0pp9lMS.png?1" alt=""> Hummingbird
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</a>
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</header>
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<h1>Index</h1>
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<div class="toc">
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<ul></ul>
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</div>
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<ul id="index">
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<li><h3>Super-module</h3>
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<ul>
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<li><code><a title="hummingbird" href="index.html">hummingbird</a></code></li>
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</ul>
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</li>
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<li><h3><a href="#header-functions">Functions</a></h3>
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<ul class="">
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<li><code><a title="hummingbird._supported_operators.get_sklearn_api_operator_name" href="#hummingbird._supported_operators.get_sklearn_api_operator_name">get_sklearn_api_operator_name</a></code></li>
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<meta name="description" content="Supported configurations settings accepted by Hummingbird are defined here." />
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<main>
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<article id="content">
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<header>
|
||||
<h1 class="title">Module <code>hummingbird.supported_configurations</code></h1>
|
||||
</header>
|
||||
<section id="section-intro">
|
||||
<p>Supported configurations settings accepted by Hummingbird are defined here.</p>
|
||||
<details class="source">
|
||||
<summary>
|
||||
<span>Expand source code</span>
|
||||
</summary>
|
||||
<pre><code class="python"># -------------------------------------------------------------------------
|
||||
# Copyright (c) Microsoft Corporation. All rights reserved.
|
||||
# Licensed under the MIT License. See License.txt in the project root for
|
||||
# license information.
|
||||
# --------------------------------------------------------------------------
|
||||
|
||||
"""
|
||||
Supported configurations settings accepted by Hummingbird are defined here.
|
||||
"""
|
||||
|
||||
N_FEATURES = "n_features"
|
||||
"""Number of features expected in the input data."""
|
||||
|
||||
TREE_IMPLEMENTATION = "tree_implementation"
|
||||
"""Which tree implementation to use. Values can be: gemm, tree-trav, perf_tree_trav."""</code></pre>
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</details>
|
||||
</section>
|
||||
<section>
|
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</section>
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<section>
|
||||
<h2 class="section-title" id="header-variables">Global variables</h2>
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<dl>
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<dt id="hummingbird.supported_configurations.N_FEATURES"><code class="name">var <span class="ident">N_FEATURES</span></code></dt>
|
||||
<dd>
|
||||
<div class="desc"><p>Number of features expected in the input data.</p></div>
|
||||
</dd>
|
||||
<dt id="hummingbird.supported_configurations.TREE_IMPLEMENTATION"><code class="name">var <span class="ident">TREE_IMPLEMENTATION</span></code></dt>
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||||
<dd>
|
||||
<div class="desc"><p>Which tree implementation to use. Values can be: gemm, tree-trav, perf_tree_trav.</p></div>
|
||||
</dd>
|
||||
</dl>
|
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</section>
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<section>
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</section>
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<section>
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</section>
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<a class="homelink" rel="home" title="Hummingbird Home" href="https://github.com/microsoft/hummingbird">
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<img src="https://i.imgur.com/0pp9lMS.png?1" alt=""> Hummingbird
|
||||
</a>
|
||||
</header>
|
||||
<h1>Index</h1>
|
||||
<div class="toc">
|
||||
<ul></ul>
|
||||
</div>
|
||||
<ul id="index">
|
||||
<li><h3>Super-module</h3>
|
||||
<ul>
|
||||
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<li><h3><a href="#header-variables">Global variables</a></h3>
|
||||
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|
||||
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|
||||
<li><code><a title="hummingbird.supported_configurations.TREE_IMPLEMENTATION" href="#hummingbird.supported_configurations.TREE_IMPLEMENTATION">TREE_IMPLEMENTATION</a></code></li>
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