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Configuration
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Strategy Customization
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Stoploss
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Hyperopt
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Edge Positioning
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FAQ
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FAQ
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Beginner Tips &amp; Tricks
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Freqtrade common issues
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The bot does not start
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<a href="#i-have-waited-5-minutes-why-hasnt-the-bot-made-any-trades-yet" class="md-nav__link">
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I have waited 5 minutes, why hasn't the bot made any trades yet?!
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<a href="#i-have-made-12-trades-already-why-is-my-total-profit-negative" class="md-nav__link">
<span class="md-ellipsis">
I have made 12 trades already, why is my total profit negative?!
</span>
</a>
</li>
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<span class="md-ellipsis">
I’d like to change the stake amount. Can I just stop the bot with /stop and then change the config.json and run it again?
</span>
</a>
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<li class="md-nav__item">
<a href="#i-want-to-improve-the-bot-with-a-new-strategy" class="md-nav__link">
<span class="md-ellipsis">
I want to improve the bot with a new strategy
</span>
</a>
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<a href="#is-there-a-setting-to-only-sell-the-coins-being-held-and-not-perform-anymore-buys" class="md-nav__link">
<span class="md-ellipsis">
Is there a setting to only SELL the coins being held and not perform anymore BUYS?
</span>
</a>
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<a href="#i-want-to-run-multiple-bots-on-the-same-machine" class="md-nav__link">
<span class="md-ellipsis">
I want to run multiple bots on the same machine
</span>
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</li>
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<a href="#im-getting-missing-data-fillup-messages-in-the-log" class="md-nav__link">
<span class="md-ellipsis">
I'm getting "Missing data fillup" messages in the log
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#im-getting-the-restricted_market-message-in-the-log" class="md-nav__link">
<span class="md-ellipsis">
I'm getting the "RESTRICTED_MARKET" message in the log
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#im-getting-the-exchange-bittrex-does-not-support-market-orders-message-and-cannot-run-my-strategy" class="md-nav__link">
<span class="md-ellipsis">
I'm getting the "Exchange Bittrex does not support market orders." message and cannot run my strategy
</span>
</a>
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<a href="#how-do-i-search-the-bot-logs-for-something" class="md-nav__link">
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How do I search the bot logs for something?
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Hyperopt module
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How many epoch do I need to get a good Hyperopt result?
</span>
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<a href="#why-does-it-take-a-long-time-to-run-hyperopt" class="md-nav__link">
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Why does it take a long time to run hyperopt?
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Edge module
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<a href="#edge-implements-interesting-approach-for-controlling-position-size-is-there-any-theory-behind-it" class="md-nav__link">
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Edge implements interesting approach for controlling position size, is there any theory behind it?
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Data Analysis
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Data Analysis
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Jupyter Notebooks
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Strategy analysis
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Plotting
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SQL Cheatsheet
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Advanced Post-installation Tasks
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Advanced Strategy
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Advanced Hyperopt
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Sandbox Testing
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Deprecated Features
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Contributors Guide
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Table of contents
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<li class="md-nav__item">
<a href="#beginner-tips-tricks" class="md-nav__link">
<span class="md-ellipsis">
Beginner Tips &amp; Tricks
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#freqtrade-common-issues" class="md-nav__link">
<span class="md-ellipsis">
Freqtrade common issues
</span>
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<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#the-bot-does-not-start" class="md-nav__link">
<span class="md-ellipsis">
The bot does not start
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#i-have-waited-5-minutes-why-hasnt-the-bot-made-any-trades-yet" class="md-nav__link">
<span class="md-ellipsis">
I have waited 5 minutes, why hasn't the bot made any trades yet?!
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#i-have-made-12-trades-already-why-is-my-total-profit-negative" class="md-nav__link">
<span class="md-ellipsis">
I have made 12 trades already, why is my total profit negative?!
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#id-like-to-change-the-stake-amount-can-i-just-stop-the-bot-with-stop-and-then-change-the-configjson-and-run-it-again" class="md-nav__link">
<span class="md-ellipsis">
I’d like to change the stake amount. Can I just stop the bot with /stop and then change the config.json and run it again?
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#i-want-to-improve-the-bot-with-a-new-strategy" class="md-nav__link">
<span class="md-ellipsis">
I want to improve the bot with a new strategy
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#is-there-a-setting-to-only-sell-the-coins-being-held-and-not-perform-anymore-buys" class="md-nav__link">
<span class="md-ellipsis">
Is there a setting to only SELL the coins being held and not perform anymore BUYS?
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#i-want-to-run-multiple-bots-on-the-same-machine" class="md-nav__link">
<span class="md-ellipsis">
I want to run multiple bots on the same machine
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#im-getting-missing-data-fillup-messages-in-the-log" class="md-nav__link">
<span class="md-ellipsis">
I'm getting "Missing data fillup" messages in the log
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#im-getting-the-restricted_market-message-in-the-log" class="md-nav__link">
<span class="md-ellipsis">
I'm getting the "RESTRICTED_MARKET" message in the log
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#im-getting-the-exchange-bittrex-does-not-support-market-orders-message-and-cannot-run-my-strategy" class="md-nav__link">
<span class="md-ellipsis">
I'm getting the "Exchange Bittrex does not support market orders." message and cannot run my strategy
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#how-do-i-search-the-bot-logs-for-something" class="md-nav__link">
<span class="md-ellipsis">
How do I search the bot logs for something?
</span>
</a>
</li>
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<a href="#hyperopt-module" class="md-nav__link">
<span class="md-ellipsis">
Hyperopt module
</span>
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<li class="md-nav__item">
<a href="#how-many-epoch-do-i-need-to-get-a-good-hyperopt-result" class="md-nav__link">
<span class="md-ellipsis">
How many epoch do I need to get a good Hyperopt result?
</span>
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<a href="#why-does-it-take-a-long-time-to-run-hyperopt" class="md-nav__link">
<span class="md-ellipsis">
Why does it take a long time to run hyperopt?
</span>
</a>
</li>
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<a href="#edge-module" class="md-nav__link">
<span class="md-ellipsis">
Edge module
</span>
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<nav class="md-nav" aria-label="Edge module">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#edge-implements-interesting-approach-for-controlling-position-size-is-there-any-theory-behind-it" class="md-nav__link">
<span class="md-ellipsis">
Edge implements interesting approach for controlling position size, is there any theory behind it?
</span>
</a>
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</ul>
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</div>
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<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="freqtrade-faq">Freqtrade FAQ<a class="headerlink" href="#freqtrade-faq" title="Permanent link">&para;</a></h1>
<h2 id="beginner-tips-tricks">Beginner Tips &amp; Tricks<a class="headerlink" href="#beginner-tips-tricks" title="Permanent link">&para;</a></h2>
<ul>
<li>When you work with your strategy &amp; hyperopt file you should use a proper code editor like vscode or Pycharm. A good code editor will provide syntax highlighting as well as line numbers, making it easy to find syntax errors (most likely, pointed out by Freqtrade during startup).</li>
</ul>
<h2 id="freqtrade-common-issues">Freqtrade common issues<a class="headerlink" href="#freqtrade-common-issues" title="Permanent link">&para;</a></h2>
<h3 id="the-bot-does-not-start">The bot does not start<a class="headerlink" href="#the-bot-does-not-start" title="Permanent link">&para;</a></h3>
<p>Running the bot with <code>freqtrade trade --config config.json</code> does show the output <code>freqtrade: command not found</code>.</p>
<p>This could have the following reasons:</p>
<ul>
<li>The virtual environment is not active<ul>
<li>run <code>source .env/bin/activate</code> to activate the virtual environment</li>
</ul>
</li>
<li>The installation did not work correctly.<ul>
<li>Please check the <a href="../installation/">Installation documentation</a>.</li>
</ul>
</li>
</ul>
<h3 id="i-have-waited-5-minutes-why-hasnt-the-bot-made-any-trades-yet">I have waited 5 minutes, why hasn't the bot made any trades yet?!<a class="headerlink" href="#i-have-waited-5-minutes-why-hasnt-the-bot-made-any-trades-yet" title="Permanent link">&para;</a></h3>
<ul>
<li>Depending on the buy strategy, the amount of whitelisted coins, the
situation of the market etc, it can take up to hours to find good entry
position for a trade. Be patient!</li>
</ul>
<ul>
<li>Or it may because of a configuration error? Best check the logs, it's usually telling you if the bot is simply not getting buy signals (only heartbeat messages), or if there is something wrong (errors / exceptions in the log).</li>
</ul>
<h3 id="i-have-made-12-trades-already-why-is-my-total-profit-negative">I have made 12 trades already, why is my total profit negative?!<a class="headerlink" href="#i-have-made-12-trades-already-why-is-my-total-profit-negative" title="Permanent link">&para;</a></h3>
<p>I understand your disappointment but unfortunately 12 trades is just
not enough to say anything. If you run backtesting, you can see that our
current algorithm does leave you on the plus side, but that is after
thousands of trades and even there, you will be left with losses on
specific coins that you have traded tens if not hundreds of times. We
of course constantly aim to improve the bot but it will <em>always</em> be a
gamble, which should leave you with modest wins on monthly basis but
you can't say much from few trades.</p>
<h3 id="id-like-to-change-the-stake-amount-can-i-just-stop-the-bot-with-stop-and-then-change-the-configjson-and-run-it-again">I’d like to change the stake amount. Can I just stop the bot with /stop and then change the config.json and run it again?<a class="headerlink" href="#id-like-to-change-the-stake-amount-can-i-just-stop-the-bot-with-stop-and-then-change-the-configjson-and-run-it-again" title="Permanent link">&para;</a></h3>
<p>Not quite. Trades are persisted to a database but the configuration is
currently only read when the bot is killed and restarted. <code>/stop</code> more
like pauses. You can stop your bot, adjust settings and start it again.</p>
<h3 id="i-want-to-improve-the-bot-with-a-new-strategy">I want to improve the bot with a new strategy<a class="headerlink" href="#i-want-to-improve-the-bot-with-a-new-strategy" title="Permanent link">&para;</a></h3>
<p>That's great. We have a nice backtesting and hyperoptimization setup. See
the tutorial <a href="../bot-usage/#hyperopt-commands">here|Testing-new-strategies-with-Hyperopt</a>.</p>
<h3 id="is-there-a-setting-to-only-sell-the-coins-being-held-and-not-perform-anymore-buys">Is there a setting to only SELL the coins being held and not perform anymore BUYS?<a class="headerlink" href="#is-there-a-setting-to-only-sell-the-coins-being-held-and-not-perform-anymore-buys" title="Permanent link">&para;</a></h3>
<p>You can use the <code>/forcesell all</code> command from Telegram.</p>
<h3 id="i-want-to-run-multiple-bots-on-the-same-machine">I want to run multiple bots on the same machine<a class="headerlink" href="#i-want-to-run-multiple-bots-on-the-same-machine" title="Permanent link">&para;</a></h3>
<p>Please look at the <a href="../advanced-setup/#running-multiple-instances-of-freqtrade">advanced setup documentation Page</a>.</p>
<h3 id="im-getting-missing-data-fillup-messages-in-the-log">I'm getting "Missing data fillup" messages in the log<a class="headerlink" href="#im-getting-missing-data-fillup-messages-in-the-log" title="Permanent link">&para;</a></h3>
<p>This message is just a warning that the latest candles had missing candles in them.
Depending on the exchange, this can indicate that the pair didn't have a trade for the timeframe you are using - and the exchange does only return candles with volume.
On low volume pairs, this is a rather common occurance.</p>
<p>If this happens for all pairs in the pairlist, this might indicate a recent exchange downtime. Please check your exchange's public channels for details.</p>
<p>Irrespectively of the reason, Freqtrade will fill up these candles with "empty" candles, where open, high, low and close are set to the previous candle close - and volume is empty. In a chart, this will look like a <code>_</code> - and is aligned with how exchanges usually represent 0 volume candles.</p>
<h3 id="im-getting-the-restricted_market-message-in-the-log">I'm getting the "RESTRICTED_MARKET" message in the log<a class="headerlink" href="#im-getting-the-restricted_market-message-in-the-log" title="Permanent link">&para;</a></h3>
<p>Currently known to happen for US Bittrex users. </p>
<p>Read <a href="../exchanges/#restricted-markets">the Bittrex section about restricted markets</a> for more information.</p>
<h3 id="im-getting-the-exchange-bittrex-does-not-support-market-orders-message-and-cannot-run-my-strategy">I'm getting the "Exchange Bittrex does not support market orders." message and cannot run my strategy<a class="headerlink" href="#im-getting-the-exchange-bittrex-does-not-support-market-orders-message-and-cannot-run-my-strategy" title="Permanent link">&para;</a></h3>
<p>As the message says, Bittrex does not support market orders and you have one of the <a href="../configuration/#understand-order_types">order types</a> set to "market". Probably your strategy was written with other exchanges in mind and sets "market" orders for "stoploss" orders, which is correct and preferable for most of the exchanges supporting market orders (but not for Bittrex).</p>
<p>To fix it for Bittrex, redefine order types in the strategy to use "limit" instead of "market":</p>
<div class="highlight"><pre><span></span><code> order_types = {
...
&#39;stoploss&#39;: &#39;limit&#39;,
...
}
</code></pre></div>
<p>Same fix should be done in the configuration file, if order types are defined in your custom config rather than in the strategy.</p>
<h3 id="how-do-i-search-the-bot-logs-for-something">How do I search the bot logs for something?<a class="headerlink" href="#how-do-i-search-the-bot-logs-for-something" title="Permanent link">&para;</a></h3>
<p>By default, the bot writes its log into stderr stream. This is implemented this way so that you can easily separate the bot's diagnostics messages from Backtesting, Edge and Hyperopt results, output from other various Freqtrade utility sub-commands, as well as from the output of your custom <code>print()</code>'s you may have inserted into your strategy. So if you need to search the log messages with the grep utility, you need to redirect stderr to stdout and disregard stdout.</p>
<ul>
<li>In unix shells, this normally can be done as simple as:
<div class="highlight"><pre><span></span><code>$<span class="w"> </span>freqtrade<span class="w"> </span>--some-options<span class="w"> </span><span class="m">2</span>&gt;<span class="p">&amp;</span><span class="m">1</span><span class="w"> </span>&gt;/dev/null<span class="w"> </span><span class="p">|</span><span class="w"> </span>grep<span class="w"> </span><span class="s1">&#39;something&#39;</span>
</code></pre></div>
(note, <code>2&gt;&amp;1</code> and <code>&gt;/dev/null</code> should be written in this order)</li>
</ul>
<ul>
<li>Bash interpreter also supports so called process substitution syntax, you can grep the log for a string with it as:
<div class="highlight"><pre><span></span><code>$<span class="w"> </span>freqtrade<span class="w"> </span>--some-options<span class="w"> </span><span class="m">2</span>&gt;<span class="w"> </span>&gt;<span class="o">(</span>grep<span class="w"> </span><span class="s1">&#39;something&#39;</span><span class="o">)</span><span class="w"> </span>&gt;/dev/null
</code></pre></div>
or
<div class="highlight"><pre><span></span><code>$<span class="w"> </span>freqtrade<span class="w"> </span>--some-options<span class="w"> </span><span class="m">2</span>&gt;<span class="w"> </span>&gt;<span class="o">(</span>grep<span class="w"> </span>-v<span class="w"> </span><span class="s1">&#39;something&#39;</span><span class="w"> </span><span class="m">1</span>&gt;<span class="p">&amp;</span><span class="m">2</span><span class="o">)</span>
</code></pre></div></li>
</ul>
<ul>
<li>You can also write the copy of Freqtrade log messages to a file with the <code>--logfile</code> option:
<div class="highlight"><pre><span></span><code>$<span class="w"> </span>freqtrade<span class="w"> </span>--logfile<span class="w"> </span>/path/to/mylogfile.log<span class="w"> </span>--some-options
</code></pre></div>
and then grep it as:
<div class="highlight"><pre><span></span><code>$<span class="w"> </span>cat<span class="w"> </span>/path/to/mylogfile.log<span class="w"> </span><span class="p">|</span><span class="w"> </span>grep<span class="w"> </span><span class="s1">&#39;something&#39;</span>
</code></pre></div>
or even on the fly, as the bot works and the log file grows:
<div class="highlight"><pre><span></span><code>$<span class="w"> </span>tail<span class="w"> </span>-f<span class="w"> </span>/path/to/mylogfile.log<span class="w"> </span><span class="p">|</span><span class="w"> </span>grep<span class="w"> </span><span class="s1">&#39;something&#39;</span>
</code></pre></div>
from a separate terminal window.</li>
</ul>
<p>On Windows, the <code>--logfile</code> option is also supported by Freqtrade and you can use the <code>findstr</code> command to search the log for the string of interest:
<div class="highlight"><pre><span></span><code>&gt; type \path\to\mylogfile.log | findstr &quot;something&quot;
</code></pre></div></p>
<h2 id="hyperopt-module">Hyperopt module<a class="headerlink" href="#hyperopt-module" title="Permanent link">&para;</a></h2>
<h3 id="how-many-epoch-do-i-need-to-get-a-good-hyperopt-result">How many epoch do I need to get a good Hyperopt result?<a class="headerlink" href="#how-many-epoch-do-i-need-to-get-a-good-hyperopt-result" title="Permanent link">&para;</a></h3>
<p>Per default Hyperopt called without the <code>-e</code>/<code>--epochs</code> command line option will only
run 100 epochs, means 100 evals of your triggers, guards, ... Too few
to find a great result (unless if you are very lucky), so you probably
have to run it for 10.000 or more. But it will take an eternity to
compute.</p>
<p>Since hyperopt uses Bayesian search, running for too many epochs may not produce greater results.</p>
<p>It's therefore recommended to run between 500-1000 epochs over and over until you hit at least 10.000 epochs in total (or are satisfied with the result). You can best judge by looking at the results - if the bot keeps discovering better strategies, it's best to keep on going.</p>
<div class="highlight"><pre><span></span><code>freqtrade<span class="w"> </span>hyperopt<span class="w"> </span>-e<span class="w"> </span><span class="m">1000</span>
</code></pre></div>
<p>or if you want intermediate result to see</p>
<div class="highlight"><pre><span></span><code><span class="k">for</span><span class="w"> </span>i<span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="o">{</span><span class="m">1</span>..100<span class="o">}</span><span class="p">;</span><span class="w"> </span><span class="k">do</span><span class="w"> </span>freqtrade<span class="w"> </span>hyperopt<span class="w"> </span>-e<span class="w"> </span><span class="m">1000</span><span class="p">;</span><span class="w"> </span><span class="k">done</span>
</code></pre></div>
<h3 id="why-does-it-take-a-long-time-to-run-hyperopt">Why does it take a long time to run hyperopt?<a class="headerlink" href="#why-does-it-take-a-long-time-to-run-hyperopt" title="Permanent link">&para;</a></h3>
<ul>
<li>Discovering a great strategy with Hyperopt takes time. Study <a href="http://www.freqtrade.io">www.freqtrade.io</a>, the Freqtrade Documentation page, join the Freqtrade <a href="https://join.slack.com/t/highfrequencybot/shared_invite/enQtNjU5ODcwNjI1MDU3LTU1MTgxMjkzNmYxNWE1MDEzYzQ3YmU4N2MwZjUyNjJjODRkMDVkNjg4YTAyZGYzYzlhOTZiMTE4ZjQ4YzM0OGE">Slack community</a> - or the Freqtrade <a href="https://discord.gg/X89cVG">discord community</a>. While you patiently wait for the most advanced, free crypto bot in the world, to hand you a possible golden strategy specially designed just for you.</li>
</ul>
<ul>
<li>If you wonder why it can take from 20 minutes to days to do 1000 epochs here are some answers:</li>
</ul>
<p>This answer was written during the release 0.15.1, when we had:</p>
<ul>
<li>8 triggers</li>
<li>9 guards: let's say we evaluate even 10 values from each</li>
<li>1 stoploss calculation: let's say we want 10 values from that too to be evaluated</li>
</ul>
<p>The following calculation is still very rough and not very precise
but it will give the idea. With only these triggers and guards there is
already 8*10^9*10 evaluations. A roughly total of 80 billion evals.
Did you run 100 000 evals? Congrats, you've done roughly 1 / 100 000 th
of the search space, assuming that the bot never tests the same parameters more than once.</p>
<ul>
<li>The time it takes to run 1000 hyperopt epochs depends on things like: The available cpu, hard-disk, ram, timeframe, timerange, indicator settings, indicator count, amount of coins that hyperopt test strategies on and the resulting trade count - which can be 650 trades in a year or 10.0000 trades depending if the strategy aims for big profits by trading rarely or for many low profit trades. </li>
</ul>
<p>Example: 4% profit 650 times vs 0,3% profit a trade 10.000 times in a year. If we assume you set the --timerange to 365 days. </p>
<p>Example:
<code>freqtrade --config config.json --strategy SampleStrategy --hyperopt SampleHyperopt -e 1000 --timerange 20190601-20200601</code></p>
<h2 id="edge-module">Edge module<a class="headerlink" href="#edge-module" title="Permanent link">&para;</a></h2>
<h3 id="edge-implements-interesting-approach-for-controlling-position-size-is-there-any-theory-behind-it">Edge implements interesting approach for controlling position size, is there any theory behind it?<a class="headerlink" href="#edge-implements-interesting-approach-for-controlling-position-size-is-there-any-theory-behind-it" title="Permanent link">&para;</a></h3>
<p>The Edge module is mostly a result of brainstorming of <a href="https://github.com/mishaker">@mishaker</a> and <a href="https://github.com/creslinux">@creslinux</a> freqtrade team members.</p>
<p>You can find further info on expectancy, win rate, risk management and position size in the following sources:</p>
<ul>
<li><a href="https://www.tradeciety.com/ultimate-math-guide-for-traders/">https://www.tradeciety.com/ultimate-math-guide-for-traders/</a></li>
<li><a href="http://www.vantharp.com/tharp-concepts/expectancy.asp">http://www.vantharp.com/tharp-concepts/expectancy.asp</a></li>
<li><a href="https://samuraitradingacademy.com/trading-expectancy/">https://samuraitradingacademy.com/trading-expectancy/</a></li>
<li><a href="https://www.learningmarkets.com/determining-expectancy-in-your-trading/">https://www.learningmarkets.com/determining-expectancy-in-your-trading/</a></li>
<li><a href="http://www.lonestocktrader.com/make-money-trading-positive-expectancy/">http://www.lonestocktrader.com/make-money-trading-positive-expectancy/</a></li>
<li><a href="https://www.babypips.com/trading/trade-expectancy-matter">https://www.babypips.com/trading/trade-expectancy-matter</a></li>
</ul>
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