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Feat/ocm/random params #2231

Merged
merged 248 commits into from
Dec 9, 2021
Merged

Feat/ocm/random params #2231

merged 248 commits into from
Dec 9, 2021

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jdcpni
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@jdcpni jdcpni commented Dec 9, 2021

• composition.py
  - add random_variable property that returns all Components with seed Parameters
• optimizationcontrolmechanism.py:
  - add random_variable that allows Components to be specified for randomization across num_estimates

@jdcpni
• component.py
064d63f 
  docstring mod to **size**
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
614a53a 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
a32f213 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
75cf069 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
dff1a37 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
cd5e38e 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
9361857 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
0129ff7 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
bbd20f5 
…Link into devel
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
f9aba91 
…Link into devel
@jdcpni
• optimizationcontrolmechanism.py:
a3c0f6c 
  added feature_input_ports attribute and num_feature_input_ports property
@jdcpni
• optimizationcontrolmechanism.py:
7069b3a 
  added feature_input_ports attribute and num_feature_input_ports property

• parameterestimationcomposition.py: fixed misplacement of its Parameters() attribute
@jdcpni
• optimizationcontrolmechanism.py:
65b960e 
  added feature_input_ports attribute and num_feature_input_ports property

• parameterestimationcomposition.py: fixed misplacement of its Parameters() attribute

• optimizationfunctions.py: made num_estimates a Parameter
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
5cc58f6 
…Link into feat/ocm/feature_input_ports
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
bc05b51 
…Link into devel
@jdcpni
- modified test_mode_based_num_estimates
a8d428b
@jdcpni
-
1218b6f
@jdcpni
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41567bb
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
b65650f 
…Link into feat/ocm/feature_input_ports
@jdcpni
• optimizationcontrolmechanism.py:
822742f 
  - _instantiate_control_signals: random_seeds -> random_seed_mod_values
@jdcpni
• composition.py
5a3efba 
  - _add_controller:  modifying to instantiate feature_input_ports if none are specified
@jdcpni
• composition.py:
7acdebd 
  - add_controller:  now adds feature_input_ports for Compostion INPUT nodes if not state_features not specified
@jdcpni
-
f81baf5
@jdcpni
• composition.py
cc1e98e 
  - _add_controller:  modifying to instantiate feature_input_ports if none are specified
@jdcpni
• composition.py:
a00b95f 
  - add_controller:  assign simulation_input_ports
@jdcpni
-
ed0a720
@jdcpni
• optimizationcontrolmechanism.py:
cb0b930 
  - feature_input_ports -> state_input_ports
  - _instantiate_input_ports():
      state_features only allowed to specifying state_input_ports if
      agent_rep is a CompositionFunctionApproximator (i.e., model-free optimization)

• composition.py:
  - add_controller: adds state_input_ports to shadow INPUT Nodes of Composition
    if controller.agent_rep is Composition (model-based optimziation)
    or state_features have not been specified (for model-free optimizaton)
@jdcpni
-
8cadf24
@jdcpni
• optimizationcontrolmechanism.py:
1cc216e 
  _instantiate_input_ports:
     reinstate allowance of state_features specification if agent_rep is a Composition
     (i.e., model-based optimization) as long as they are all INPUT Nodes of agent_rep
@jdcpni
-
ba278c1
@jdcpni
-
09cb615
@jdcpni
-
c6f3dcf
@jdcpni
Merge branch 'devel' into docs/ocm/revs
956c4ce
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
f26bd5c 
…Link into docs/ocm/revs
@jdcpni
-
e025314
@jdcpni
Merge branch 'docs/ocm/revs' of https://github.com/PrincetonUniversit…
26c33dc 
…y/PsyNeuLink into docs/ocm/revs
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
03ce8ee 
…Link into docs/ocm/revs

� Conflicts:
�	psyneulink/core/components/mechanisms/modulatory/control/optimizationcontrolmechanism.py
@jdcpni
• optimizationcontrolmechanism.py - more docstring edits
17ade6d
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
02fbf12 
…Link into docs/ocm/revs
@jdcpni
• optimizationcontrolmechanism.py - more docstring edits
d2cd4ca
@jdcpni
-
260d490
@jdcpni
-
d28443f
@jdcpni
-
e9dbfef
@jdcpni
-
e9a8fbd
@jdcpni
-
1a4b63d
@jdcpni
Merge branch 'docs/ocm/revs' of https://github.com/PrincetonUniversit…
d2a8eda 
…y/PsyNeuLink into docs/ocm/revs

� Conflicts:
�	psyneulink/core/components/mechanisms/modulatory/control/optimizationcontrolmechanism.py
@jdcpni
-
e5143e7
@jdcpni
• optimizationcontrolmechanism.py: add random_params
ee77e7f
@jdcpni
-
f46eaaa
@jdcpni
-
6654cb0
@jdcpni
Merge branch 'devel' of https://github.com/PrincetonUniversity/PsyNeu…
afc8cc1 
…Link into feat/ocm/random_params
@jdcpni
-
368dac4
@jdcpni
-
590c9f2
@jdcpni
• composition.py
b8d32a2 
  - add random_variable property that returns all Components with seed Parameters
• optimizationcontrolmechanism.py:
  - add random_variable that allows Components to be specified for randomization across num_estimates
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This PR causes the following changes to the html docs (ubuntu-latest-3.7-x64):

diff -r docs-base/Composition.html docs-head/Composition.html
815c815
< <figure class="align-default" id="id17">
---
> <figure class="align-default" id="id18">
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< and in italics, above each Mechanism).</span><a class="headerlink" href="#id17" title="Permalink to this image">¶</a></p>
---
> and in italics, above each Mechanism).</span><a class="headerlink" href="#id18" title="Permalink to this image">¶</a></p>
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< <figure class="align-default" id="id18">
---
> <figure class="align-default" id="id19">
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< one that projects to the ComparatorMechanism and assigned as the <a class="reference internal" href="#psyneulink.core.compositions.composition.NodeRole.OUTPUT" title="psyneulink.core.compositions.composition.NodeRole.OUTPUT"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">OUTPUT</span></code></a> Node.</span><a class="headerlink" href="#id18" title="Permalink to this image">¶</a></p>
---
> one that projects to the ComparatorMechanism and assigned as the <a class="reference internal" href="#psyneulink.core.compositions.composition.NodeRole.OUTPUT" title="psyneulink.core.compositions.composition.NodeRole.OUTPUT"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">OUTPUT</span></code></a> Node.</span><a class="headerlink" href="#id19" title="Permalink to this image">¶</a></p>
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< <figure class="align-default" id="id19">
---
> <figure class="align-default" id="id20">
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< method with the argument <code class="docutils literal notranslate"><span class="pre">animate={'show_learning':True}</span></code>.</span><a class="headerlink" href="#id19" title="Permalink to this image">¶</a></p>
---
> method with the argument <code class="docutils literal notranslate"><span class="pre">animate={'show_learning':True}</span></code>.</span><a class="headerlink" href="#id20" title="Permalink to this image">¶</a></p>
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< <figure class="align-default" id="id20">
---
> <figure class="align-default" id="id21">
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< Mechanism <code class="docutils literal notranslate"><span class="pre">c</span></code> on every <a class="reference internal" href="Time.html#psyneulink.core.scheduling.time.TimeScale.TRIAL" title="psyneulink.core.scheduling.time.TimeScale.TRIAL"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">TRIAL</span></code></a>.</span><a class="headerlink" href="#id20" title="Permalink to this image">¶</a></p>
---
> Mechanism <code class="docutils literal notranslate"><span class="pre">c</span></code> on every <a class="reference internal" href="Time.html#psyneulink.core.scheduling.time.TimeScale.TRIAL" title="psyneulink.core.scheduling.time.TimeScale.TRIAL"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">TRIAL</span></code></a>.</span><a class="headerlink" href="#id21" title="Permalink to this image">¶</a></p>
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> <dt class="sig sig-object py" id="psyneulink.core.compositions.composition.Composition.random_variables">
> <span class="sig-name descname"><span class="pre">random_variables</span></span><a class="headerlink" href="#psyneulink.core.compositions.composition.Composition.random_variables" title="Permalink to this definition">¶</a></dt>
> <dd><p>list of Components in Composition with variables that call a randomization function
> .. technical_note:</p>
> <div class="highlight-default notranslate"><div class="highlight"><pre><span></span>These are Components with a seed `Parameter`.
> </pre></div>
> </div>
> <dl class="field-list simple">
> <dt class="field-odd">Type</dt>
> <dd class="field-odd"><p>list[<a class="reference internal" href="Component.html#psyneulink.core.components.component.Component" title="psyneulink.core.components.component.Component">Component</a>]</p>
> </dd>
> </dl>
> </dd></dl>
> 
> <dl class="py attribute">
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> <dt class="sig sig-object py" id="psyneulink.core.compositions.composition.Composition.output_port">
> <em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">output_port</span></span><a class="headerlink" href="#psyneulink.core.compositions.composition.Composition.output_port" title="Permalink to this definition">¶</a></dt>
> <dd><p>Return the index 0 OutputPort that belongs to the Output CompositionInterfaceMechanism</p>
> </dd></dl>
> 
> <dl class="py property">
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< <dt class="sig sig-object py" id="psyneulink.core.compositions.composition.Composition.output_port">
< <em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">output_port</span></span><a class="headerlink" href="#psyneulink.core.compositions.composition.Composition.output_port" title="Permalink to this definition">¶</a></dt>
< <dd><p>Return the index 0 OutputPort that belongs to the Output CompositionInterfaceMechanism</p>
< </dd></dl>
< 
< <dl class="py property">
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> </dd></dl>
> 
> <dl class="py property">
> <dt class="sig sig-object py" id="id17">
> <em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">random_variables</span></span><a class="headerlink" href="#id17" title="Permalink to this definition">¶</a></dt>
> <dd><p>Return Components with seed Parameters (that is, ones that that call a randomization function.</p>
diff -r docs-base/ModulatoryMechanism.html docs-head/ModulatoryMechanism.html
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< <a class="reference internal" href="OutputPort.html"><span class="doc">OutputPorts</span></a> that appear after its ControlSignals in its <code class="xref any docutils literal notranslate"><span class="pre">output_ports</span></code> attribute.</p>
---
> <a class="reference internal" href="OutputPort.html"><span class="doc">OutputPorts</span></a> that appear after its ControlSignals in its <a class="reference internal" href="Mechanism.html#psyneulink.core.components.mechanisms.mechanism.Mechanism_Base.output_ports" title="psyneulink.core.components.mechanisms.mechanism.Mechanism_Base.output_ports"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">output_ports</span></code></a> attribute.</p>
diff -r docs-base/OptimizationControlMechanism.html docs-head/OptimizationControlMechanism.html
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< <blockquote>
< <div><ul>
---
> <ul class="simple">
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< <dt><a class="reference internal" href="#optimizationcontrolmechanism-overview"><span class="std std-ref">Overview</span></a></dt><dd><ul class="simple">
---
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-overview"><span class="std std-ref">Overview</span></a></dt><dd><ul>
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< <dt><a class="reference internal" href="#optimizationcontrolmechanism-creation"><span class="std std-ref">Creating an OptimizationControlMechanism</span></a></dt><dd><ul class="simple">
---
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-creation"><span class="std std-ref">Creating an OptimizationControlMechanism</span></a></dt><dd><ul>
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< <li><dl>
---
> <li><dl class="simple">
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< <li><p><a class="reference internal" href="#optimizationcontrolmechanism-agent-rep"><span class="std std-ref">Agent Representation</span></a>
< - <a class="reference internal" href="#optimizationcontrolmechanism-state"><span class="std std-ref">State</span></a></p></li>
< <li><p><a class="reference internal" href="#optimizationcontrolmechanism-input"><span class="std std-ref">Input</span></a>
< - <a class="reference internal" href="#optimizationcontrolmechanism-state-features"><span class="std std-ref">state_input_ports</span></a>
< - <a class="reference internal" href="#optimizationcontrolmechanism-outcome"><span class="std std-ref">outcome_input_ports</span></a></p>
< <blockquote>
< <div><ul class="simple">
---
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-agent-rep"><span class="std std-ref">Agent Representation</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-state"><span class="std std-ref">State</span></a></p></li>
> </ul>
> </dd>
> </dl>
> </li>
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-input"><span class="std std-ref">Input</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-state-features"><span class="std std-ref">state_input_ports</span></a></p></li>
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-outcome"><span class="std std-ref">outcome_input_ports</span></a></dt><dd><ul>
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< </div></blockquote>
---
> </dd>
> </dl>
> </li>
> </ul>
> </dd>
> </dl>
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< <dt><a class="reference internal" href="#optimizationcontrolmechanism-function"><span class="std std-ref">Function</span></a></dt><dd><ul class="simple">
---
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-function"><span class="std std-ref">Function</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-custom-function"><span class="std std-ref">Custom Function</span></a></p></li>
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> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-default-function"><span class="std std-ref">Default Function: GridSearch</span></a></p></li>
> </ul>
> </dd>
> </dl>
> </li>
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-output"><span class="std std-ref">Output</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-randomization-control-signal"><span class="std std-ref">Randomization ControlSignal</span></a></p></li>
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< <li><p><a class="reference internal" href="#optimizationcontrolmechanism-execution"><span class="std std-ref">Execution</span></a></p></li>
---
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-execution"><span class="std std-ref">Execution</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-optimization-procedure"><span class="std std-ref">Optimization Procedure</span></a></p></li>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-estimation-randomization"><span class="std std-ref">Randomization of Estimation</span></a></p></li>
> </ul>
> </dd>
> </dl>
> </li>
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< </div></blockquote>
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< <figure class="align-default" id="id7">
---
> <figure class="align-default" id="id3">
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< faded items show process of adaptation when using a <a class="reference internal" href="CompositionFunctionApproximator.html"><span class="doc">CompositionFunctionApproximator</span></a> as the <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">agent_rep</span></code></a>.</span><a class="headerlink" href="#id7" title="Permalink to this image">¶</a></p>
---
> faded items show process of adaptation when using a <a class="reference internal" href="CompositionFunctionApproximator.html"><span class="doc">CompositionFunctionApproximator</span></a> as the <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">agent_rep</span></code></a>.</span><a class="headerlink" href="#id3" title="Permalink to this image">¶</a></p>
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< <div class="admonition note">
---
> <blockquote>
> <div><div class="admonition note">
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> </div></blockquote>
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< <div class="admonition note" id="optimizationcontrolmechanism-state-features-shapes">
---
> <blockquote id="optimizationcontrolmechanism-state-features-shapes">
> <div><div class="admonition note">
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> </div></blockquote>
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< <div class="admonition warning">
---
> <blockquote>
> <div><div class="admonition warning">
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> </div></blockquote>
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< <li><p><em>Outcome arguments</em> – these specify the Components, the values of which are assigned to the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">outcome</span></code></a> attribute, and used to compute the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">net_outcome</span></code></a> for a
---
> <li><p><strong>Outcome arguments</strong> – these specify the Components, the values of which are assigned to the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">outcome</span></code></a> attribute, and used to compute the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">net_outcome</span></code></a> for a
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< <li><p><em>Optimization arguments</em> – these specify parameters that determine how the OptimizationControlMechanism’s
---
> <li><p><strong>Optimization arguments</strong> – these specify parameters that determine how the OptimizationControlMechanism’s
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< of the <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_estimates" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_estimates"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">num_estimates</span></code></a> and <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_trials_per_estimate" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_trials_per_estimate"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">num_trials_per_estimate</span></code></a> parameters, which determine how the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">net_outcome</span></code></a> is estimated for a given <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.control_allocation" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.control_allocation"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">control_allocation</span></code></a>
< (see <a class="refer
...

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github-actions bot commented Dec 9, 2021

This PR causes the following changes to the html docs (ubuntu-latest-3.7-x64):

diff -r docs-base/Composition.html docs-head/Composition.html
815c815
< <figure class="align-default" id="id17">
---
> <figure class="align-default" id="id18">
822c822
< and in italics, above each Mechanism).</span><a class="headerlink" href="#id17" title="Permalink to this image">¶</a></p>
---
> and in italics, above each Mechanism).</span><a class="headerlink" href="#id18" title="Permalink to this image">¶</a></p>
849c849
< <figure class="align-default" id="id18">
---
> <figure class="align-default" id="id19">
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< one that projects to the ComparatorMechanism and assigned as the <a class="reference internal" href="#psyneulink.core.compositions.composition.NodeRole.OUTPUT" title="psyneulink.core.compositions.composition.NodeRole.OUTPUT"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">OUTPUT</span></code></a> Node.</span><a class="headerlink" href="#id18" title="Permalink to this image">¶</a></p>
---
> one that projects to the ComparatorMechanism and assigned as the <a class="reference internal" href="#psyneulink.core.compositions.composition.NodeRole.OUTPUT" title="psyneulink.core.compositions.composition.NodeRole.OUTPUT"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">OUTPUT</span></code></a> Node.</span><a class="headerlink" href="#id19" title="Permalink to this image">¶</a></p>
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< <figure class="align-default" id="id19">
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> <figure class="align-default" id="id20">
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< method with the argument <code class="docutils literal notranslate"><span class="pre">animate={'show_learning':True}</span></code>.</span><a class="headerlink" href="#id19" title="Permalink to this image">¶</a></p>
---
> method with the argument <code class="docutils literal notranslate"><span class="pre">animate={'show_learning':True}</span></code>.</span><a class="headerlink" href="#id20" title="Permalink to this image">¶</a></p>
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< <figure class="align-default" id="id20">
---
> <figure class="align-default" id="id21">
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< Mechanism <code class="docutils literal notranslate"><span class="pre">c</span></code> on every <a class="reference internal" href="Time.html#psyneulink.core.scheduling.time.TimeScale.TRIAL" title="psyneulink.core.scheduling.time.TimeScale.TRIAL"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">TRIAL</span></code></a>.</span><a class="headerlink" href="#id20" title="Permalink to this image">¶</a></p>
---
> Mechanism <code class="docutils literal notranslate"><span class="pre">c</span></code> on every <a class="reference internal" href="Time.html#psyneulink.core.scheduling.time.TimeScale.TRIAL" title="psyneulink.core.scheduling.time.TimeScale.TRIAL"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">TRIAL</span></code></a>.</span><a class="headerlink" href="#id21" title="Permalink to this image">¶</a></p>
2396a2397,2410
> <dt class="sig sig-object py" id="psyneulink.core.compositions.composition.Composition.random_variables">
> <span class="sig-name descname"><span class="pre">random_variables</span></span><a class="headerlink" href="#psyneulink.core.compositions.composition.Composition.random_variables" title="Permalink to this definition">¶</a></dt>
> <dd><p>list of Components in Composition with variables that call a randomization function.</p>
> <div class="technical-note docutils container">
> <p>These are Components with a seed <a class="reference internal" href="Parameters.html#psyneulink.core.globals.parameters.Parameter" title="psyneulink.core.globals.parameters.Parameter"><code class="xref any py py-class docutils literal notranslate"><span class="pre">Parameter</span></code></a>.</p>
> </div>
> <dl class="field-list simple">
> <dt class="field-odd">Type</dt>
> <dd class="field-odd"><p>list[<a class="reference internal" href="Component.html#psyneulink.core.components.component.Component" title="psyneulink.core.components.component.Component">Component</a>]</p>
> </dd>
> </dl>
> </dd></dl>
> 
> <dl class="py attribute">
4332a4347,4352
> <dt class="sig sig-object py" id="psyneulink.core.compositions.composition.Composition.output_port">
> <em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">output_port</span></span><a class="headerlink" href="#psyneulink.core.compositions.composition.Composition.output_port" title="Permalink to this definition">¶</a></dt>
> <dd><p>Return the index 0 OutputPort that belongs to the Output CompositionInterfaceMechanism</p>
> </dd></dl>
> 
> <dl class="py property">
4386,4391d4405
< <dt class="sig sig-object py" id="psyneulink.core.compositions.composition.Composition.output_port">
< <em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">output_port</span></span><a class="headerlink" href="#psyneulink.core.compositions.composition.Composition.output_port" title="Permalink to this definition">¶</a></dt>
< <dd><p>Return the index 0 OutputPort that belongs to the Output CompositionInterfaceMechanism</p>
< </dd></dl>
< 
< <dl class="py property">
4395a4410,4415
> </dd></dl>
> 
> <dl class="py property">
> <dt class="sig sig-object py" id="id17">
> <em class="property"><span class="pre">property</span> </em><span class="sig-name descname"><span class="pre">random_variables</span></span><a class="headerlink" href="#id17" title="Permalink to this definition">¶</a></dt>
> <dd><p>Return list of Components with seed Parameters (i.e., ones that that call a random function).</p>
diff -r docs-base/ModulatoryMechanism.html docs-head/ModulatoryMechanism.html
237c237
< <a class="reference internal" href="OutputPort.html"><span class="doc">OutputPorts</span></a> that appear after its ControlSignals in its <code class="xref any docutils literal notranslate"><span class="pre">output_ports</span></code> attribute.</p>
---
> <a class="reference internal" href="OutputPort.html"><span class="doc">OutputPorts</span></a> that appear after its ControlSignals in its <a class="reference internal" href="Mechanism.html#psyneulink.core.components.mechanisms.mechanism.Mechanism_Base.output_ports" title="psyneulink.core.components.mechanisms.mechanism.Mechanism_Base.output_ports"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">output_ports</span></code></a> attribute.</p>
diff -r docs-base/OptimizationControlMechanism.html docs-head/OptimizationControlMechanism.html
204,205c204
< <blockquote>
< <div><ul>
---
> <ul class="simple">
207c206
< <dt><a class="reference internal" href="#optimizationcontrolmechanism-overview"><span class="std std-ref">Overview</span></a></dt><dd><ul class="simple">
---
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-overview"><span class="std std-ref">Overview</span></a></dt><dd><ul>
222c221
< <dt><a class="reference internal" href="#optimizationcontrolmechanism-creation"><span class="std std-ref">Creating an OptimizationControlMechanism</span></a></dt><dd><ul class="simple">
---
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-creation"><span class="std std-ref">Creating an OptimizationControlMechanism</span></a></dt><dd><ul>
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< <li><dl>
---
> <li><dl class="simple">
233,239c232,243
< <li><p><a class="reference internal" href="#optimizationcontrolmechanism-agent-rep"><span class="std std-ref">Agent Representation</span></a>
< - <a class="reference internal" href="#optimizationcontrolmechanism-state"><span class="std std-ref">State</span></a></p></li>
< <li><p><a class="reference internal" href="#optimizationcontrolmechanism-input"><span class="std std-ref">Input</span></a>
< - <a class="reference internal" href="#optimizationcontrolmechanism-state-features"><span class="std std-ref">state_input_ports</span></a>
< - <a class="reference internal" href="#optimizationcontrolmechanism-outcome"><span class="std std-ref">outcome_input_ports</span></a></p>
< <blockquote>
< <div><ul class="simple">
---
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-agent-rep"><span class="std std-ref">Agent Representation</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-state"><span class="std std-ref">State</span></a></p></li>
> </ul>
> </dd>
> </dl>
> </li>
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-input"><span class="std std-ref">Input</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-state-features"><span class="std std-ref">state_input_ports</span></a></p></li>
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-outcome"><span class="std std-ref">outcome_input_ports</span></a></dt><dd><ul>
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< </div></blockquote>
---
> </dd>
> </dl>
> </li>
> </ul>
> </dd>
> </dl>
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< <dt><a class="reference internal" href="#optimizationcontrolmechanism-function"><span class="std std-ref">Function</span></a></dt><dd><ul class="simple">
---
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-function"><span class="std std-ref">Function</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-custom-function"><span class="std std-ref">Custom Function</span></a></p></li>
248a259,266
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-default-function"><span class="std std-ref">Default Function: GridSearch</span></a></p></li>
> </ul>
> </dd>
> </dl>
> </li>
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-output"><span class="std std-ref">Output</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-randomization-control-signal"><span class="std std-ref">Randomization ControlSignal</span></a></p></li>
257c275,282
< <li><p><a class="reference internal" href="#optimizationcontrolmechanism-execution"><span class="std std-ref">Execution</span></a></p></li>
---
> <li><dl class="simple">
> <dt><a class="reference internal" href="#optimizationcontrolmechanism-execution"><span class="std std-ref">Execution</span></a></dt><dd><ul>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-optimization-procedure"><span class="std std-ref">Optimization Procedure</span></a></p></li>
> <li><p><a class="reference internal" href="#optimizationcontrolmechanism-estimation-randomization"><span class="std std-ref">Randomization of Estimation</span></a></p></li>
> </ul>
> </dd>
> </dl>
> </li>
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< </div></blockquote>
311c335
< <figure class="align-default" id="id7">
---
> <figure class="align-default" id="id3">
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< faded items show process of adaptation when using a <a class="reference internal" href="CompositionFunctionApproximator.html"><span class="doc">CompositionFunctionApproximator</span></a> as the <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">agent_rep</span></code></a>.</span><a class="headerlink" href="#id7" title="Permalink to this image">¶</a></p>
---
> faded items show process of adaptation when using a <a class="reference internal" href="CompositionFunctionApproximator.html"><span class="doc">CompositionFunctionApproximator</span></a> as the <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.agent_rep"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">agent_rep</span></code></a>.</span><a class="headerlink" href="#id3" title="Permalink to this image">¶</a></p>
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< <div class="admonition note">
---
> <blockquote>
> <div><div class="admonition note">
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> </div></blockquote>
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< <div class="admonition note" id="optimizationcontrolmechanism-state-features-shapes">
---
> <blockquote id="optimizationcontrolmechanism-state-features-shapes">
> <div><div class="admonition note">
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> </div></blockquote>
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< <div class="admonition warning">
---
> <blockquote>
> <div><div class="admonition warning">
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> </div></blockquote>
468c498
< <li><p><em>Outcome arguments</em> – these specify the Components, the values of which are assigned to the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">outcome</span></code></a> attribute, and used to compute the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">net_outcome</span></code></a> for a
---
> <li><p><strong>Outcome arguments</strong> – these specify the Components, the values of which are assigned to the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">outcome</span></code></a> attribute, and used to compute the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">net_outcome</span></code></a> for a
492c522
< <li><p><em>Optimization arguments</em> – these specify parameters that determine how the OptimizationControlMechanism’s
---
> <li><p><strong>Optimization arguments</strong> – these specify parameters that determine how the OptimizationControlMechanism’s
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< of the <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_estimates" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_estimates"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">num_estimates</span></code></a> and <a class="reference internal" href="#psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_trials_per_estimate" title="psyneulink.core.components.mechanisms.modulatory.control.optimizationcontrolmechanism.OptimizationControlMechanism.num_trials_per_estimate"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">num_trials_per_estimate</span></code></a> parameters, which determine how the <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome" title="psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.net_outcome"><code class="xref any py py-attr docutils literal notranslate"><span class="pre">net_outcome</span></code></a> is estimated for a given <a class="reference internal" href="ControlMechanism.html#psyneulink.core.components.mechanisms.modulatory.control.controlmechanism.ControlMechanism.control_allocation" title="psyneulink.core.components.mechanisms.modulatory.control.controlm
...

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coveralls commented Dec 9, 2021 •
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Coverage Status

Coverage decreased (-0.005%) to 83.879% when pulling 2431b9c on feat/ocm/random_params into d34bff3 on devel.

@jdcpni jdcpni merged commit 2937a92 into devel Dec 9, 2021
@jdcpni jdcpni deleted the feat/ocm/random_params branch December 9, 2021 03:12
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@jdcpni @coveralls @jvesely @kmantel