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<article id="content"> | ||
<header> | ||
<h1 class="title">Module <code>mimir.attacks.blackbox_attacks</code></h1> | ||
</header> | ||
<section id="section-intro"> | ||
<p>Enum class for attacks. Also contains the base attack class.</p> | ||
<details class="source"> | ||
<summary> | ||
<span>Expand source code</span> | ||
</summary> | ||
<pre><code class="python">""" | ||
Enum class for attacks. Also contains the base attack class. | ||
""" | ||
|
||
from enum import Enum | ||
from mimir.models import Model | ||
|
||
|
||
# Attack definitions | ||
class BlackBoxAttacks(str, Enum): | ||
LOSS = "loss" | ||
REFERENCE_BASED = "ref" | ||
ZLIB = "zlib" | ||
MIN_K = "min_k" | ||
NEIGHBOR = "ne" | ||
QUANTILE = "quantile" | ||
|
||
|
||
# TODO: Move attacks in models into this file as functions | ||
# TODO Use decorators to link attack implementations with enum above | ||
|
||
# Base attack class | ||
class Attack: | ||
def __init__(self, config, target_model: Model, ref_model: Model = None): | ||
self.config = config | ||
self.target_model = target_model | ||
self.ref_model = ref_model | ||
|
||
def prepare(self, **kwargs): | ||
""" | ||
Any attack-specific steps (one-time) preparation | ||
""" | ||
pass | ||
|
||
def attack(self, document, **kwargs): | ||
""" | ||
Score a document using the attack's scoring function | ||
""" | ||
raise NotImplementedError("Attack must implement attack()")</code></pre> | ||
</details> | ||
</section> | ||
<section> | ||
</section> | ||
<section> | ||
</section> | ||
<section> | ||
</section> | ||
<section> | ||
<h2 class="section-title" id="header-classes">Classes</h2> | ||
<dl> | ||
<dt id="mimir.attacks.blackbox_attacks.Attack"><code class="flex name class"> | ||
<span>class <span class="ident">Attack</span></span> | ||
<span>(</span><span>config, target_model: <a title="mimir.models.Model" href="../models.html#mimir.models.Model">Model</a>, ref_model: <a title="mimir.models.Model" href="../models.html#mimir.models.Model">Model</a> = None)</span> | ||
</code></dt> | ||
<dd> | ||
<div class="desc"></div> | ||
<details class="source"> | ||
<summary> | ||
<span>Expand source code</span> | ||
</summary> | ||
<pre><code class="python">class Attack: | ||
def __init__(self, config, target_model: Model, ref_model: Model = None): | ||
self.config = config | ||
self.target_model = target_model | ||
self.ref_model = ref_model | ||
|
||
def prepare(self, **kwargs): | ||
""" | ||
Any attack-specific steps (one-time) preparation | ||
""" | ||
pass | ||
|
||
def attack(self, document, **kwargs): | ||
""" | ||
Score a document using the attack's scoring function | ||
""" | ||
raise NotImplementedError("Attack must implement attack()")</code></pre> | ||
</details> | ||
<h3>Subclasses</h3> | ||
<ul class="hlist"> | ||
<li><a title="mimir.attacks.loss.LOSSAttack" href="loss.html#mimir.attacks.loss.LOSSAttack">LOSSAttack</a></li> | ||
<li><a title="mimir.attacks.neighborhood.NeighborhoodAttack" href="neighborhood.html#mimir.attacks.neighborhood.NeighborhoodAttack">NeighborhoodAttack</a></li> | ||
<li><a title="mimir.attacks.quantile.QuantileAttack" href="quantile.html#mimir.attacks.quantile.QuantileAttack">QuantileAttack</a></li> | ||
<li><a title="mimir.attacks.reference.ReferenceAttack" href="reference.html#mimir.attacks.reference.ReferenceAttack">ReferenceAttack</a></li> | ||
</ul> | ||
<h3>Methods</h3> | ||
<dl> | ||
<dt id="mimir.attacks.blackbox_attacks.Attack.attack"><code class="name flex"> | ||
<span>def <span class="ident">attack</span></span>(<span>self, document, **kwargs)</span> | ||
</code></dt> | ||
<dd> | ||
<div class="desc"><p>Score a document using the attack's scoring function</p></div> | ||
<details class="source"> | ||
<summary> | ||
<span>Expand source code</span> | ||
</summary> | ||
<pre><code class="python">def attack(self, document, **kwargs): | ||
""" | ||
Score a document using the attack's scoring function | ||
""" | ||
raise NotImplementedError("Attack must implement attack()")</code></pre> | ||
</details> | ||
</dd> | ||
<dt id="mimir.attacks.blackbox_attacks.Attack.prepare"><code class="name flex"> | ||
<span>def <span class="ident">prepare</span></span>(<span>self, **kwargs)</span> | ||
</code></dt> | ||
<dd> | ||
<div class="desc"><p>Any attack-specific steps (one-time) preparation</p></div> | ||
<details class="source"> | ||
<summary> | ||
<span>Expand source code</span> | ||
</summary> | ||
<pre><code class="python">def prepare(self, **kwargs): | ||
""" | ||
Any attack-specific steps (one-time) preparation | ||
""" | ||
pass</code></pre> | ||
</details> | ||
</dd> | ||
</dl> | ||
</dd> | ||
<dt id="mimir.attacks.blackbox_attacks.BlackBoxAttacks"><code class="flex name class"> | ||
<span>class <span class="ident">BlackBoxAttacks</span></span> | ||
<span>(</span><span>value, names=None, *, module=None, qualname=None, type=None, start=1)</span> | ||
</code></dt> | ||
<dd> | ||
<div class="desc"><p>An enumeration.</p></div> | ||
<details class="source"> | ||
<summary> | ||
<span>Expand source code</span> | ||
</summary> | ||
<pre><code class="python">class BlackBoxAttacks(str, Enum): | ||
LOSS = "loss" | ||
REFERENCE_BASED = "ref" | ||
ZLIB = "zlib" | ||
MIN_K = "min_k" | ||
NEIGHBOR = "ne" | ||
QUANTILE = "quantile"</code></pre> | ||
</details> | ||
<h3>Ancestors</h3> | ||
<ul class="hlist"> | ||
<li>builtins.str</li> | ||
<li>enum.Enum</li> | ||
</ul> | ||
<h3>Class variables</h3> | ||
<dl> | ||
<dt id="mimir.attacks.blackbox_attacks.BlackBoxAttacks.LOSS"><code class="name">var <span class="ident">LOSS</span></code></dt> | ||
<dd> | ||
<div class="desc"></div> | ||
</dd> | ||
<dt id="mimir.attacks.blackbox_attacks.BlackBoxAttacks.MIN_K"><code class="name">var <span class="ident">MIN_K</span></code></dt> | ||
<dd> | ||
<div class="desc"></div> | ||
</dd> | ||
<dt id="mimir.attacks.blackbox_attacks.BlackBoxAttacks.NEIGHBOR"><code class="name">var <span class="ident">NEIGHBOR</span></code></dt> | ||
<dd> | ||
<div class="desc"></div> | ||
</dd> | ||
<dt id="mimir.attacks.blackbox_attacks.BlackBoxAttacks.QUANTILE"><code class="name">var <span class="ident">QUANTILE</span></code></dt> | ||
<dd> | ||
<div class="desc"></div> | ||
</dd> | ||
<dt id="mimir.attacks.blackbox_attacks.BlackBoxAttacks.REFERENCE_BASED"><code class="name">var <span class="ident">REFERENCE_BASED</span></code></dt> | ||
<dd> | ||
<div class="desc"></div> | ||
</dd> | ||
<dt id="mimir.attacks.blackbox_attacks.BlackBoxAttacks.ZLIB"><code class="name">var <span class="ident">ZLIB</span></code></dt> | ||
<dd> | ||
<div class="desc"></div> | ||
</dd> | ||
</dl> | ||
</dd> | ||
</dl> | ||
</section> | ||
</article> | ||
<nav id="sidebar"> | ||
<h1>Index</h1> | ||
<div class="toc"> | ||
<ul></ul> | ||
</div> | ||
<ul id="index"> | ||
<li><h3>Super-module</h3> | ||
<ul> | ||
<li><code><a title="mimir.attacks" href="index.html">mimir.attacks</a></code></li> | ||
</ul> | ||
</li> | ||
<li><h3><a href="#header-classes">Classes</a></h3> | ||
<ul> | ||
<li> | ||
<h4><code><a title="mimir.attacks.blackbox_attacks.Attack" href="#mimir.attacks.blackbox_attacks.Attack">Attack</a></code></h4> | ||
<ul class=""> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.Attack.attack" href="#mimir.attacks.blackbox_attacks.Attack.attack">attack</a></code></li> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.Attack.prepare" href="#mimir.attacks.blackbox_attacks.Attack.prepare">prepare</a></code></li> | ||
</ul> | ||
</li> | ||
<li> | ||
<h4><code><a title="mimir.attacks.blackbox_attacks.BlackBoxAttacks" href="#mimir.attacks.blackbox_attacks.BlackBoxAttacks">BlackBoxAttacks</a></code></h4> | ||
<ul class="two-column"> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.BlackBoxAttacks.LOSS" href="#mimir.attacks.blackbox_attacks.BlackBoxAttacks.LOSS">LOSS</a></code></li> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.BlackBoxAttacks.MIN_K" href="#mimir.attacks.blackbox_attacks.BlackBoxAttacks.MIN_K">MIN_K</a></code></li> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.BlackBoxAttacks.NEIGHBOR" href="#mimir.attacks.blackbox_attacks.BlackBoxAttacks.NEIGHBOR">NEIGHBOR</a></code></li> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.BlackBoxAttacks.QUANTILE" href="#mimir.attacks.blackbox_attacks.BlackBoxAttacks.QUANTILE">QUANTILE</a></code></li> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.BlackBoxAttacks.REFERENCE_BASED" href="#mimir.attacks.blackbox_attacks.BlackBoxAttacks.REFERENCE_BASED">REFERENCE_BASED</a></code></li> | ||
<li><code><a title="mimir.attacks.blackbox_attacks.BlackBoxAttacks.ZLIB" href="#mimir.attacks.blackbox_attacks.BlackBoxAttacks.ZLIB">ZLIB</a></code></li> | ||
</ul> | ||
</li> | ||
</ul> | ||
</li> | ||
</ul> | ||
</nav> | ||
</main> | ||
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