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@@ -1921,45 +1921,42 @@ For the sample below, you then need to add the command line parameter <code>--hy
|
||||
<p>Parameters created this way will not show up in the <code>list-strategies</code> parameter count.</p>
|
||||
</div>
|
||||
<h3 id="overriding-base-estimator">Overriding Base estimator<a class="headerlink" href="#overriding-base-estimator" title="Permanent link">¶</a></h3>
|
||||
<p>You can define your own estimator for Hyperopt by implementing <code>generate_estimator()</code> in the Hyperopt subclass.</p>
|
||||
<p>You can define your own optuna sampler for Hyperopt by implementing <code>generate_estimator()</code> in the Hyperopt subclass.</p>
|
||||
<div class="highlight"><pre><span></span><code><span class="k">class</span><span class="w"> </span><span class="nc">MyAwesomeStrategy</span><span class="p">(</span><span class="n">IStrategy</span><span class="p">):</span>
|
||||
<span class="k">class</span><span class="w"> </span><span class="nc">HyperOpt</span><span class="p">:</span>
|
||||
<span class="k">def</span><span class="w"> </span><span class="nf">generate_estimator</span><span class="p">(</span><span class="n">dimensions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s1">'Dimension'</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="k">return</span> <span class="s2">"RF"</span>
|
||||
</code></pre></div>
|
||||
<p>Possible values are either one of "GP", "RF", "ET", "GBRT" (Details can be found in the <a href="https://scikit-optimize.github.io/">scikit-optimize documentation</a>), or "an instance of a class that inherits from <code>RegressorMixin</code> (from sklearn) and where the <code>predict</code> method has an optional <code>return_std</code> argument, which returns <code>std(Y | x)</code> along with <code>E[Y | x]</code>".</p>
|
||||
<p>Some research will be necessary to find additional Regressors.</p>
|
||||
<p>Example for <code>ExtraTreesRegressor</code> ("ET") with additional parameters:</p>
|
||||
<div class="highlight"><pre><span></span><code><span class="k">class</span><span class="w"> </span><span class="nc">MyAwesomeStrategy</span><span class="p">(</span><span class="n">IStrategy</span><span class="p">):</span>
|
||||
<span class="k">class</span><span class="w"> </span><span class="nc">HyperOpt</span><span class="p">:</span>
|
||||
<span class="k">def</span><span class="w"> </span><span class="nf">generate_estimator</span><span class="p">(</span><span class="n">dimensions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s1">'Dimension'</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">skopt.learning</span><span class="w"> </span><span class="kn">import</span> <span class="n">ExtraTreesRegressor</span>
|
||||
<span class="c1"># Corresponds to "ET" - but allows additional parameters.</span>
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||||
<span class="k">return</span> <span class="n">ExtraTreesRegressor</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
|
||||
</code></pre></div>
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<p>The <code>dimensions</code> parameter is the list of <code>skopt.space.Dimension</code> objects corresponding to the parameters to be optimized. It can be used to create isotropic kernels for the <code>skopt.learning.GaussianProcessRegressor</code> estimator. Here's an example:</p>
|
||||
<div class="highlight"><pre><span></span><code><span class="k">class</span><span class="w"> </span><span class="nc">MyAwesomeStrategy</span><span class="p">(</span><span class="n">IStrategy</span><span class="p">):</span>
|
||||
<span class="k">class</span><span class="w"> </span><span class="nc">HyperOpt</span><span class="p">:</span>
|
||||
<span class="k">def</span><span class="w"> </span><span class="nf">generate_estimator</span><span class="p">(</span><span class="n">dimensions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s1">'Dimension'</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">skopt.utils</span><span class="w"> </span><span class="kn">import</span> <span class="n">cook_estimator</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">skopt.learning.gaussian_process.kernels</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span><span class="n">Matern</span><span class="p">,</span> <span class="n">ConstantKernel</span><span class="p">)</span>
|
||||
<span class="n">kernel_bounds</span> <span class="o">=</span> <span class="p">(</span><span class="mf">0.0001</span><span class="p">,</span> <span class="mi">10000</span><span class="p">)</span>
|
||||
<span class="n">kernel</span> <span class="o">=</span> <span class="p">(</span>
|
||||
<span class="n">ConstantKernel</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">kernel_bounds</span><span class="p">)</span> <span class="o">*</span>
|
||||
<span class="n">Matern</span><span class="p">(</span><span class="n">length_scale</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">dimensions</span><span class="p">)),</span> <span class="n">length_scale_bounds</span><span class="o">=</span><span class="p">[</span><span class="n">kernel_bounds</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">dimensions</span><span class="p">],</span> <span class="n">nu</span><span class="o">=</span><span class="mf">2.5</span><span class="p">)</span>
|
||||
<span class="p">)</span>
|
||||
<span class="n">kernel</span> <span class="o">+=</span> <span class="p">(</span>
|
||||
<span class="n">ConstantKernel</span><span class="p">(</span><span class="mf">1.0</span><span class="p">,</span> <span class="n">kernel_bounds</span><span class="p">)</span> <span class="o">*</span>
|
||||
<span class="n">Matern</span><span class="p">(</span><span class="n">length_scale</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">dimensions</span><span class="p">)),</span> <span class="n">length_scale_bounds</span><span class="o">=</span><span class="p">[</span><span class="n">kernel_bounds</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">dimensions</span><span class="p">],</span> <span class="n">nu</span><span class="o">=</span><span class="mf">1.5</span><span class="p">)</span>
|
||||
<span class="p">)</span>
|
||||
|
||||
<span class="k">return</span> <span class="n">cook_estimator</span><span class="p">(</span><span class="s2">"GP"</span><span class="p">,</span> <span class="n">space</span><span class="o">=</span><span class="n">dimensions</span><span class="p">,</span> <span class="n">kernel</span><span class="o">=</span><span class="n">kernel</span><span class="p">,</span> <span class="n">n_restarts_optimizer</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
|
||||
<span class="k">return</span> <span class="s2">"NSGAIIISampler"</span>
|
||||
</code></pre></div>
|
||||
<p>Possible values are either one of "NSGAIISampler", "TPESampler", "GPSampler", "CmaEsSampler", "NSGAIIISampler", "QMCSampler" (Details can be found in the <a href="https://optuna.readthedocs.io/en/stable/reference/samplers/index.html">optuna-samplers documentation</a>), or "an instance of a class that inherits from <code>optuna.samplers.BaseSampler</code>".</p>
|
||||
<p>Some research will be necessary to find additional Samplers (from optunahub) for example.</p>
|
||||
<div class="admonition note">
|
||||
<p class="admonition-title">Note</p>
|
||||
<p>While custom estimators can be provided, it's up to you as User to do research on possible parameters and analyze / understand which ones should be used.
|
||||
If you're unsure about this, best use one of the Defaults (<code>"ET"</code> has proven to be the most versatile) without further parameters.</p>
|
||||
If you're unsure about this, best use one of the Defaults (<code>"NSGAIIISampler"</code> has proven to be the most versatile) without further parameters.</p>
|
||||
</div>
|
||||
<details class="example">
|
||||
<summary>Using <code>AutoSampler</code> from Optunahub</summary>
|
||||
<p><a href="https://hub.optuna.org/samplers/auto_sampler/">AutoSampler docs</a></p>
|
||||
<p>Install the necessary dependencies
|
||||
<div class="highlight"><pre><span></span><code>pip<span class="w"> </span>install<span class="w"> </span>optunahub<span class="w"> </span>cmaes<span class="w"> </span>torch<span class="w"> </span>scipy
|
||||
</code></pre></div>
|
||||
Implement <code>generate_estimator()</code> in your strategy</p>
|
||||
<div class="highlight"><pre><span></span><code><span class="c1"># ...</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">freqtrade.strategy.interface</span><span class="w"> </span><span class="kn">import</span> <span class="n">IStrategy</span>
|
||||
<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">List</span>
|
||||
<span class="kn">import</span><span class="w"> </span><span class="nn">optunahub</span>
|
||||
<span class="c1"># ... </span>
|
||||
|
||||
<span class="k">class</span><span class="w"> </span><span class="nc">my_strategy</span><span class="p">(</span><span class="n">IStrategy</span><span class="p">):</span>
|
||||
<span class="k">class</span><span class="w"> </span><span class="nc">HyperOpt</span><span class="p">:</span>
|
||||
<span class="k">def</span><span class="w"> </span><span class="nf">generate_estimator</span><span class="p">(</span><span class="n">dimensions</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="s2">"Dimension"</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
||||
<span class="k">if</span> <span class="s2">"random_state"</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
|
||||
<span class="k">return</span> <span class="n">optunahub</span><span class="o">.</span><span class="n">load_module</span><span class="p">(</span><span class="s2">"samplers/auto_sampler"</span><span class="p">)</span><span class="o">.</span><span class="n">AutoSampler</span><span class="p">(</span><span class="n">seed</span><span class="o">=</span><span class="n">kwargs</span><span class="p">[</span><span class="s2">"random_state"</span><span class="p">])</span>
|
||||
<span class="k">else</span><span class="p">:</span>
|
||||
<span class="k">return</span> <span class="n">optunahub</span><span class="o">.</span><span class="n">load_module</span><span class="p">(</span><span class="s2">"samplers/auto_sampler"</span><span class="p">)</span><span class="o">.</span><span class="n">AutoSampler</span><span class="p">()</span>
|
||||
</code></pre></div>
|
||||
<p>Obviously the same approach will work for all other Samplers optuna supports.</p>
|
||||
</details>
|
||||
<h2 id="space-options">Space options<a class="headerlink" href="#space-options" title="Permanent link">¶</a></h2>
|
||||
<p>For the additional spaces, scikit-optimize (in combination with Freqtrade) provides the following space types:</p>
|
||||
<ul>
|
||||
|
||||
@@ -2454,9 +2454,7 @@ from a separate terminal window.</li>
|
||||
<h3 id="why-does-freqtrade-not-have-gpu-support">Why does freqtrade not have GPU support?<a class="headerlink" href="#why-does-freqtrade-not-have-gpu-support" title="Permanent link">¶</a></h3>
|
||||
<p>First of all, most indicator libraries don't have GPU support - as such, there would be little benefit for indicator calculations.
|
||||
The GPU improvements would only apply to pandas-native calculations - or ones written by yourself.</p>
|
||||
<p>For hyperopt, freqtrade is using scikit-optimize, which is built on top of scikit-learn.
|
||||
Their statement about GPU support is <a href="https://scikit-learn.org/stable/faq.html#will-you-add-gpu-support">pretty clear</a>.</p>
|
||||
<p>GPU's also are only good at crunching numbers (floating point operations).
|
||||
<p>GPU's are only good at crunching numbers (floating point operations).
|
||||
For hyperopt, we need both number-crunching (find next parameters) and running python code (running backtesting).
|
||||
As such, GPU's are not too well suited for most parts of hyperopt.</p>
|
||||
<p>The benefit of using GPU would therefore be pretty slim - and will not justify the complexity introduced by trying to add GPU support.</p>
|
||||
|
||||
@@ -2516,9 +2516,9 @@
|
||||
|
||||
<h1 id="hyperopt">Hyperopt<a class="headerlink" href="#hyperopt" title="Permanent link">¶</a></h1>
|
||||
<p>This page explains how to tune your strategy by finding the optimal
|
||||
parameters, a process called hyperparameter optimization. The bot uses algorithms included in the <code>scikit-optimize</code> package to accomplish this.
|
||||
parameters, a process called hyperparameter optimization. The bot uses algorithms included in the <code>optuna</code> package to accomplish this.
|
||||
The search will burn all your CPU cores, make your laptop sound like a fighter jet and still take a long time.</p>
|
||||
<p>In general, the search for best parameters starts with a few random combinations (see <a href="#reproducible-results">below</a> for more details) and then uses Bayesian search with a ML regressor algorithm (currently ExtraTreesRegressor) to quickly find a combination of parameters in the search hyperspace that minimizes the value of the <a href="#loss-functions">loss function</a>.</p>
|
||||
<p>In general, the search for best parameters starts with a few random combinations (see <a href="#reproducible-results">below</a> for more details) and then uses one of optuna's sampler algorithms (currently NSGAIIISampler) to quickly find a combination of parameters in the search hyperspace that minimizes the value of the <a href="#loss-functions">loss function</a>.</p>
|
||||
<p>Hyperopt requires historic data to be available, just as backtesting does (hyperopt runs backtesting many times with different parameters).
|
||||
To learn how to get data for the pairs and exchange you're interested in, head over to the <a href="../data-download/">Data Downloading</a> section of the documentation.</p>
|
||||
<div class="admonition bug">
|
||||
|
||||
File diff suppressed because one or more lines are too long
@@ -2,362 +2,362 @@
|
||||
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/advanced-backtesting/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/advanced-hyperopt/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/advanced-orderflow/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/advanced-setup/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/backtesting/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/bot-basics/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/bot-usage/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/configuration/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/data-analysis/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/data-download/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/deprecated/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/developer/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/docker_quickstart/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/edge/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/exchanges/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/faq/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freq-ui/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freqai-configuration/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freqai-developers/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freqai-feature-engineering/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freqai-parameter-table/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freqai-reinforcement-learning/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freqai-running/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/freqai/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/hyperopt/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/installation/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/leverage/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/lookahead-analysis/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/plotting/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/plugins/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/producer-consumer/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/recursive-analysis/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/rest-api/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/sql_cheatsheet/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/stoploss/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/strategy-101/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/strategy-advanced/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/strategy-callbacks/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/strategy-customization/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/strategy_analysis_example/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/strategy_migration/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/telegram-usage/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/trade-object/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/updating/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/utils/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/webhook-config/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/windows_installation/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/backtesting-analysis/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/backtesting-show/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/backtesting/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/convert-data/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/convert-db/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/convert-trade-data/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/create-userdir/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/download-data/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/edge/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/hyperopt-list/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/hyperopt-show/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/hyperopt/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/install-ui/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-data/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-exchanges/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-freqaimodels/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-hyperoptloss/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-markets/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-pairs/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-strategies/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/list-timeframes/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/lookahead-analysis/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/main/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/new-config/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/new-strategy/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/plot-dataframe/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/plot-profit/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/recursive-analysis/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/show-config/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/show-trades/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/strategy-updater/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/test-pairlist/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/trade/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/trades-to-ohlcv/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/commands/webserver/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/includes/cors/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/includes/pairlists/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/includes/pricing/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/includes/protections/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/includes/release_template/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/includes/showcase/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://www.freqtrade.io/en/stable/includes/strategy-imports/</loc>
|
||||
<lastmod>2025-05-08</lastmod>
|
||||
<lastmod>2025-05-09</lastmod>
|
||||
</url>
|
||||
</urlset>
|
||||
Binary file not shown.
Reference in New Issue
Block a user