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Victor Grau Serrat
2017-10-30 11:17:28 -06:00
parent 784d3ce772
commit 3a0bb67f16
17 changed files with 296 additions and 68 deletions
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_sources/beginner-tutorial.txt
+6 -11
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@@ -429,10 +429,6 @@ and allows us to plot the price of bitcoin. For example, we could easily
examine now how our portfolio value changed over time compared to the
bitcoin price.
.. code-block:: python
%load_ext catalyst
.. code-block:: python
%pylab inline
@@ -488,8 +484,7 @@ a function we use in the ``handle_data()`` section:
.. code-block:: python
%%catalyst --start 2016-4-1 --end 2017-9-30 -x bitfinex
%%catalyst --start 2016-1-1 --end 2017-9-30 -x bitfinex -o dma.pickle
from catalyst.api import order, record, symbol, order_target
def initialize(context):
@@ -497,16 +492,16 @@ a function we use in the ``handle_data()`` section:
context.asset = symbol('btc_usd')
def handle_data(context, data):
# Skip first 150 days to get full windows
# Skip first 300 days to get full windows
context.i += 1
if context.i < 150:
if context.i < 300:
return
# Compute averages
# data.history() has to be called with the same params
# from above and returns a pandas dataframe.
short_mavg = data.history(context.asset, 'price', bar_count=50, frequency="1d").mean()
long_mavg = data.history(context.asset, 'price', bar_count=150, frequency="1d").mean()
short_mavg = data.history(context.asset, 'price', bar_count=100, frequency="1d").mean()
long_mavg = data.history(context.asset, 'price', bar_count=300, frequency="1d").mean()
# Trading logic
if short_mavg > long_mavg:
@@ -523,7 +518,7 @@ a function we use in the ``handle_data()`` section:
def analyze(context, perf):
import matplotlib.pyplot as plt
fig = plt.figure(figsize=(12,12))
fig = plt.figure()
ax1 = fig.add_subplot(211)
perf.portfolio_value.plot(ax=ax1)
ax1.set_ylabel('portfolio value in $')
_sources/index.txt
+1
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@@ -10,6 +10,7 @@ Table of Contents
install
beginner-tutorial
naming-convention
videos
.. bundles
.. development-guidelines
.. appendix
_sources/install.txt
+1 -11
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@@ -39,10 +39,9 @@ version:
.. code-block:: bash
$ pip install virtualenv
$ virtualenv catalyst-venv
$ source ./catalyst-venv/bin/activate
$ pip install enigma-catalyst
$ pip install enigma-
Though not required by Catalyst directly, our example algorithms use matplotlib
to visually display the results of the trading algorithms. If you wish to run
@@ -133,15 +132,6 @@ it and install it before proceeding to the next step.
For windows, the easiest and best supported way to install Catalyst is to use
:ref:`Conda <conda>`.
Troubleshooting Visual C++ Compiler Install
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
We run into two different errors when trying to install the the `Microsoft Visual C++
Compiler for Python 2.7` mentioned above:
-
Amazon Linux AMI
~~~~~~~~~~~~~~~~
appendix.html
+6 -4
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@@ -77,10 +77,7 @@
<li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
</ul>
@@ -108,6 +105,11 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
</ul>
</li>
</ul>
beginner-tutorial.html
+12 -14
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@@ -79,10 +79,7 @@
<li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
</ul>
@@ -110,6 +107,11 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
</ul>
</li>
</ul>
@@ -528,9 +530,6 @@ information about the state of your algorithm. The column
and allows us to plot the price of bitcoin. For example, we could easily
examine now how our portfolio value changed over time compared to the
bitcoin price.</p>
<div class="highlight-python"><div class="highlight"><pre><span class="o">%</span><span class="n">load_ext</span> <span class="n">catalyst</span>
</pre></div>
</div>
<div class="highlight-python"><div class="highlight"><pre><span class="o">%</span><span class="n">pylab</span> <span class="n">inline</span>
<span class="n">figsize</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">12</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
@@ -575,8 +574,7 @@ data for you. The first argument is the number of bars you want to
collect, the second argument is the unit (either <code class="docutils literal"><span class="pre">'1d'</span></code> for <code class="docutils literal"><span class="pre">'1m'</span></code>
but note that you need to have minute-level data for using <code class="docutils literal"><span class="pre">1m</span></code>). This is
a function we use in the <code class="docutils literal"><span class="pre">handle_data()</span></code> section:</p>
<div class="highlight-python"><div class="highlight"><pre><span class="o">%%</span><span class="n">catalyst</span> <span class="o">--</span><span class="n">start</span> <span class="mi">2016</span><span class="o">-</span><span class="mi">4</span><span class="o">-</span><span class="mi">1</span> <span class="o">--</span><span class="n">end</span> <span class="mi">2017</span><span class="o">-</span><span class="mi">9</span><span class="o">-</span><span class="mi">30</span> <span class="o">-</span><span class="n">x</span> <span class="n">bitfinex</span>
<div class="highlight-python"><div class="highlight"><pre><span class="o">%%</span><span class="n">catalyst</span> <span class="o">--</span><span class="n">start</span> <span class="mi">2016</span><span class="o">-</span><span class="mi">1</span><span class="o">-</span><span class="mi">1</span> <span class="o">--</span><span class="n">end</span> <span class="mi">2017</span><span class="o">-</span><span class="mi">9</span><span class="o">-</span><span class="mi">30</span> <span class="o">-</span><span class="n">x</span> <span class="n">bitfinex</span> <span class="o">-</span><span class="n">o</span> <span class="n">dma</span><span class="o">.</span><span class="n">pickle</span>
<span class="kn">from</span> <span class="nn">catalyst.api</span> <span class="kn">import</span> <span class="n">order</span><span class="p">,</span> <span class="n">record</span><span class="p">,</span> <span class="n">symbol</span><span class="p">,</span> <span class="n">order_target</span>
<span class="k">def</span> <span class="nf">initialize</span><span class="p">(</span><span class="n">context</span><span class="p">):</span>
@@ -584,16 +582,16 @@ a function we use in the <code class="docutils literal"><span class="pre">handle
<span class="n">context</span><span class="o">.</span><span class="n">asset</span> <span class="o">=</span> <span class="n">symbol</span><span class="p">(</span><span class="s">&#39;btc_usd&#39;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">handle_data</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">data</span><span class="p">):</span>
<span class="c"># Skip first 150 days to get full windows</span>
<span class="c"># Skip first 300 days to get full windows</span>
<span class="n">context</span><span class="o">.</span><span class="n">i</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="k">if</span> <span class="n">context</span><span class="o">.</span><span class="n">i</span> <span class="o">&lt;</span> <span class="mi">150</span><span class="p">:</span>
<span class="k">if</span> <span class="n">context</span><span class="o">.</span><span class="n">i</span> <span class="o">&lt;</span> <span class="mi">300</span><span class="p">:</span>
<span class="k">return</span>
<span class="c"># Compute averages</span>
<span class="c"># data.history() has to be called with the same params</span>
<span class="c"># from above and returns a pandas dataframe.</span>
<span class="n">short_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">long_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">150</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">short_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">long_mavg</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">history</span><span class="p">(</span><span class="n">context</span><span class="o">.</span><span class="n">asset</span><span class="p">,</span> <span class="s">&#39;price&#39;</span><span class="p">,</span> <span class="n">bar_count</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span> <span class="n">frequency</span><span class="o">=</span><span class="s">&quot;1d&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="c"># Trading logic</span>
<span class="k">if</span> <span class="n">short_mavg</span> <span class="o">&gt;</span> <span class="n">long_mavg</span><span class="p">:</span>
@@ -610,7 +608,7 @@ a function we use in the <code class="docutils literal"><span class="pre">handle
<span class="k">def</span> <span class="nf">analyze</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">perf</span><span class="p">):</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">12</span><span class="p">))</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
<span class="n">ax1</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>
<span class="n">perf</span><span class="o">.</span><span class="n">portfolio_value</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">ax1</span><span class="p">)</span>
<span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s">&#39;portfolio value in $&#39;</span><span class="p">)</span>
bundles.html
+1
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@@ -108,6 +108,7 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
</ul>
development-guidelines.html
+1
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@@ -108,6 +108,7 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
</ul>
genindex.html
+6 -4
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@@ -78,10 +78,7 @@
<li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
</ul>
@@ -109,6 +106,11 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
</ul>
</li>
</ul>
index.html
+7 -4
View File
@@ -78,10 +78,7 @@
<li class="toctree-l4"><a class="reference internal" href="install.html#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a><ul>
<li class="toctree-l4"><a class="reference internal" href="install.html#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="install.html#windows">Windows</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#amazon-linux-ami">Amazon Linux AMI</a></li>
<li class="toctree-l3"><a class="reference internal" href="install.html#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
</ul>
@@ -109,6 +106,11 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
</ul>
</li>
</ul>
@@ -187,6 +189,7 @@ visualization of state-of-the-art trading systems.</li>
<li class="toctree-l1"><a class="reference internal" href="install.html">Install</a></li>
<li class="toctree-l1"><a class="reference internal" href="beginner-tutorial.html">Catalyst Beginner Tutorial</a></li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
</ul>
</div>
</div>
install.html
+8 -15
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@@ -79,10 +79,7 @@
<li class="toctree-l4"><a class="reference internal" href="#osx-virtualenv-matplotlib">OSX + virtualenv + matplotlib</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="#windows">Windows</a><ul>
<li class="toctree-l4"><a class="reference internal" href="#troubleshooting-visual-c-compiler-install">Troubleshooting Visual C++ Compiler Install</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="#windows">Windows</a></li>
<li class="toctree-l3"><a class="reference internal" href="#amazon-linux-ami">Amazon Linux AMI</a></li>
<li class="toctree-l3"><a class="reference internal" href="#troubleshooting-pip-install">Troubleshooting <code class="docutils literal"><span class="pre">pip</span></code> Install</a></li>
</ul>
@@ -110,6 +107,11 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
<li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
</ul>
</li>
</ul>
@@ -175,10 +177,9 @@ your particular platform), you should be able to simply run</p>
that you install in a <a class="reference external" href="https://virtualenv.readthedocs.org/en/latest">virtualenv</a>. The <a class="reference external" href="http://docs.python-guide.org/en/latest/">Hitchhiker&#8217;s Guide to
Python</a> provides an <a class="reference external" href="http://docs.python-guide.org/en/latest/dev/virtualenvs/">excellent tutorial on virtualenv</a>. Here&#8217;s a summarized
version:</p>
<div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>pip install virtualenv
<span class="nv">$ </span>virtualenv catalyst-venv
<div class="highlight-bash"><div class="highlight"><pre><span class="nv">$ </span>virtualenv catalyst-venv
<span class="nv">$ </span><span class="nb">source</span> ./catalyst-venv/bin/activate
<span class="nv">$ </span>pip install enigma-catalyst
<span class="nv">$ </span>pip install enigma-
</pre></div>
</div>
<p>Though not required by Catalyst directly, our example algorithms use matplotlib
@@ -239,14 +240,6 @@ binary wheels for Python 2.7 packages. If it&#8217;s not already in your system,
it and install it before proceeding to the next step.</p>
<p>For windows, the easiest and best supported way to install Catalyst is to use
<a class="reference internal" href="#conda"><span>Conda</span></a>.</p>
<div class="section" id="troubleshooting-visual-c-compiler-install">
<h4>Troubleshooting Visual C++ Compiler Install<a class="headerlink" href="#troubleshooting-visual-c-compiler-install" title="Permalink to this headline"></a></h4>
<p>We run into two different errors when trying to install the the <cite>Microsoft Visual C++
Compiler for Python 2.7</cite> mentioned above:</p>
<ul class="simple">
<li></li>
</ul>
</div>
</div>
<div class="section" id="amazon-linux-ami">
<h3>Amazon Linux AMI<a class="headerlink" href="#amazon-linux-ami" title="Permalink to this headline"></a></h3>
naming-convention.html
+4
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@@ -31,6 +31,7 @@
<link rel="top" title="Catalyst 0.3 documentation" href="index.html"/>
<link rel="next" title="Videos" href="videos.html"/>
<link rel="prev" title="Catalyst Beginner Tutorial" href="beginner-tutorial.html"/>
@@ -109,6 +110,7 @@
</ul>
</li>
<li class="toctree-l1 current"><a class="current reference internal" href="">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
</ul>
@@ -208,6 +210,8 @@ or any other cryptocurrency. Given its 1:1 mapping to the USD, is a viable alter
<div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
<a href="videos.html" class="btn btn-neutral float-right" title="Videos" accesskey="n">Next <span class="fa fa-arrow-circle-right"></span></a>
<a href="beginner-tutorial.html" class="btn btn-neutral" title="Catalyst Beginner Tutorial" accesskey="p"><span class="fa fa-arrow-circle-left"></span> Previous</a>
release-process.html
+1
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@@ -108,6 +108,7 @@
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="naming-convention.html">Naming Convention</a></li>
<li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a></li>
</ul>
releases.html
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