<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"> <html xmlns="http://www.w3.org/1999/xhtml"> <head> <meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> <title> examples.sharding.attribute_shard — SQLAlchemy 1.2 Documentation </title> <!-- begin iterate through site-imported + sphinx environment css_files --> <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" /> <link rel="stylesheet" href="../../../_static/docs.css" type="text/css" /> <link rel="stylesheet" href="../../../_static/changelog.css" type="text/css" /> <link rel="stylesheet" href="../../../_static/sphinx_paramlinks.css" type="text/css" /> <!-- end iterate through site-imported + sphinx environment css_files --> <!-- begin layout.mako headers --> <link rel="index" title="Index" href="../../../genindex.html" /> <link rel="search" title="Search" href="../../../search.html" /> <link rel="copyright" title="Copyright" href="../../../copyright.html" /> <link rel="top" title="SQLAlchemy 1.2 Documentation" href="../../../index.html" /> <link rel="up" title="Module code" href="../../index.html" /> <!-- end layout.mako headers --> </head> <body> <div id="docs-container"> <div id="docs-top-navigation-container" class="body-background"> <div id="docs-header"> <div id="docs-version-header"> Release: <span class="version-num">1.2.19</span> | Release Date: April 15, 2019 </div> <h1>SQLAlchemy 1.2 Documentation</h1> </div> </div> <div id="docs-body-container"> <div id="fixed-sidebar" class=""> <div id="index-nav"> <form class="search" action="../../../search.html" method="get"> <label> Search terms: <input type="text" placeholder="search..." name="q" size="12" /> </label> <input type="submit" value="Search" /> <input type="hidden" name="check_keywords" value="yes" /> <input type="hidden" name="area" value="default" /> </form> <p> <a href="../../../contents.html">Contents</a> | <a href="../../../genindex.html">Index</a> </p> </div> </div> <div id="docs-body" class="" > <h1>Source code for examples.sharding.attribute_shard</h1><div class="highlight"><pre> <span></span><span class="kn">import</span> <span class="nn">datetime</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">Column</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">create_engine</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">DateTime</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">Float</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">ForeignKey</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">inspect</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">Integer</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">String</span> <span class="kn">from</span> <span class="nn">sqlalchemy</span> <span class="k">import</span> <span class="n">Table</span> <span class="kn">from</span> <span class="nn">sqlalchemy.ext.declarative</span> <span class="k">import</span> <span class="n">declarative_base</span> <span class="kn">from</span> <span class="nn">sqlalchemy.ext.horizontal_shard</span> <span class="k">import</span> <span class="n">ShardedSession</span> <span class="kn">from</span> <span class="nn">sqlalchemy.orm</span> <span class="k">import</span> <span class="n">relationship</span> <span class="kn">from</span> <span class="nn">sqlalchemy.orm</span> <span class="k">import</span> <span class="n">sessionmaker</span> <span class="kn">from</span> <span class="nn">sqlalchemy.sql</span> <span class="k">import</span> <span class="n">operators</span> <span class="kn">from</span> <span class="nn">sqlalchemy.sql</span> <span class="k">import</span> <span class="n">visitors</span> <span class="c1"># db1 is used for id generation. The "pool_threadlocal"</span> <span class="c1"># causes the id_generator() to use the same connection as that</span> <span class="c1"># of an ongoing transaction within db1.</span> <span class="n">echo</span> <span class="o">=</span> <span class="kc">True</span> <span class="n">db1</span> <span class="o">=</span> <span class="n">create_engine</span><span class="p">(</span><span class="s2">"sqlite://"</span><span class="p">,</span> <span class="n">echo</span><span class="o">=</span><span class="n">echo</span><span class="p">,</span> <span class="n">pool_threadlocal</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="n">db2</span> <span class="o">=</span> <span class="n">create_engine</span><span class="p">(</span><span class="s2">"sqlite://"</span><span class="p">,</span> <span class="n">echo</span><span class="o">=</span><span class="n">echo</span><span class="p">)</span> <span class="n">db3</span> <span class="o">=</span> <span class="n">create_engine</span><span class="p">(</span><span class="s2">"sqlite://"</span><span class="p">,</span> <span class="n">echo</span><span class="o">=</span><span class="n">echo</span><span class="p">)</span> <span class="n">db4</span> <span class="o">=</span> <span class="n">create_engine</span><span class="p">(</span><span class="s2">"sqlite://"</span><span class="p">,</span> <span class="n">echo</span><span class="o">=</span><span class="n">echo</span><span class="p">)</span> <span class="c1"># create session function. this binds the shard ids</span> <span class="c1"># to databases within a ShardedSession and returns it.</span> <span class="n">create_session</span> <span class="o">=</span> <span class="n">sessionmaker</span><span class="p">(</span><span class="n">class_</span><span class="o">=</span><span class="n">ShardedSession</span><span class="p">)</span> <span class="n">create_session</span><span class="o">.</span><span class="n">configure</span><span class="p">(</span> <span class="n">shards</span><span class="o">=</span><span class="p">{</span> <span class="s2">"north_america"</span><span class="p">:</span> <span class="n">db1</span><span class="p">,</span> <span class="s2">"asia"</span><span class="p">:</span> <span class="n">db2</span><span class="p">,</span> <span class="s2">"europe"</span><span class="p">:</span> <span class="n">db3</span><span class="p">,</span> <span class="s2">"south_america"</span><span class="p">:</span> <span class="n">db4</span><span class="p">,</span> <span class="p">}</span> <span class="p">)</span> <span class="c1"># mappings and tables</span> <span class="n">Base</span> <span class="o">=</span> <span class="n">declarative_base</span><span class="p">()</span> <span class="c1"># we need a way to create identifiers which are unique across all databases.</span> <span class="c1"># one easy way would be to just use a composite primary key, where one value</span> <span class="c1"># is the shard id. but here, we'll show something more "generic", an id</span> <span class="c1"># generation function. we'll use a simplistic "id table" stored in database</span> <span class="c1"># #1. Any other method will do just as well; UUID, hilo, application-specific,</span> <span class="c1"># etc.</span> <span class="n">ids</span> <span class="o">=</span> <span class="n">Table</span><span class="p">(</span><span class="s2">"ids"</span><span class="p">,</span> <span class="n">Base</span><span class="o">.</span><span class="n">metadata</span><span class="p">,</span> <span class="n">Column</span><span class="p">(</span><span class="s2">"nextid"</span><span class="p">,</span> <span class="n">Integer</span><span class="p">,</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> <span class="k">def</span> <span class="nf">id_generator</span><span class="p">(</span><span class="n">ctx</span><span class="p">):</span> <span class="c1"># in reality, might want to use a separate transaction for this.</span> <span class="k">with</span> <span class="n">db1</span><span class="o">.</span><span class="n">connect</span><span class="p">()</span> <span class="k">as</span> <span class="n">conn</span><span class="p">:</span> <span class="n">nextid</span> <span class="o">=</span> <span class="n">conn</span><span class="o">.</span><span class="n">scalar</span><span class="p">(</span><span class="n">ids</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">for_update</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span> <span class="n">conn</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">ids</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">values</span><span class="o">=</span><span class="p">{</span><span class="n">ids</span><span class="o">.</span><span class="n">c</span><span class="o">.</span><span class="n">nextid</span><span class="p">:</span> <span class="n">ids</span><span class="o">.</span><span class="n">c</span><span class="o">.</span><span class="n">nextid</span> <span class="o">+</span> <span class="mi">1</span><span class="p">}))</span> <span class="k">return</span> <span class="n">nextid</span> <span class="c1"># table setup. we'll store a lead table of continents/cities, and a secondary</span> <span class="c1"># table storing locations. a particular row will be placed in the database</span> <span class="c1"># whose shard id corresponds to the 'continent'. in this setup, secondary rows</span> <span class="c1"># in 'weather_reports' will be placed in the same DB as that of the parent, but</span> <span class="c1"># this can be changed if you're willing to write more complex sharding</span> <span class="c1"># functions.</span> <span class="k">class</span> <span class="nc">WeatherLocation</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span> <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">"weather_locations"</span> <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">id_generator</span><span class="p">)</span> <span class="n">continent</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">30</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="n">city</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">String</span><span class="p">(</span><span class="mi">50</span><span class="p">),</span> <span class="n">nullable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="n">reports</span> <span class="o">=</span> <span class="n">relationship</span><span class="p">(</span><span class="s2">"Report"</span><span class="p">,</span> <span class="n">backref</span><span class="o">=</span><span class="s2">"location"</span><span class="p">)</span> <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">continent</span><span class="p">,</span> <span class="n">city</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">continent</span> <span class="o">=</span> <span class="n">continent</span> <span class="bp">self</span><span class="o">.</span><span class="n">city</span> <span class="o">=</span> <span class="n">city</span> <span class="k">class</span> <span class="nc">Report</span><span class="p">(</span><span class="n">Base</span><span class="p">):</span> <span class="n">__tablename__</span> <span class="o">=</span> <span class="s2">"weather_reports"</span> <span class="nb">id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="n">Integer</span><span class="p">,</span> <span class="n">primary_key</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="n">location_id</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span> <span class="s2">"location_id"</span><span class="p">,</span> <span class="n">Integer</span><span class="p">,</span> <span class="n">ForeignKey</span><span class="p">(</span><span class="s2">"weather_locations.id"</span><span class="p">)</span> <span class="p">)</span> <span class="n">temperature</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="s2">"temperature"</span><span class="p">,</span> <span class="n">Float</span><span class="p">)</span> <span class="n">report_time</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span> <span class="s2">"report_time"</span><span class="p">,</span> <span class="n">DateTime</span><span class="p">,</span> <span class="n">default</span><span class="o">=</span><span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span> <span class="p">)</span> <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">temperature</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">temperature</span> <span class="o">=</span> <span class="n">temperature</span> <span class="c1"># create tables</span> <span class="k">for</span> <span class="n">db</span> <span class="ow">in</span> <span class="p">(</span><span class="n">db1</span><span class="p">,</span> <span class="n">db2</span><span class="p">,</span> <span class="n">db3</span><span class="p">,</span> <span class="n">db4</span><span class="p">):</span> <span class="n">Base</span><span class="o">.</span><span class="n">metadata</span><span class="o">.</span><span class="n">drop_all</span><span class="p">(</span><span class="n">db</span><span class="p">)</span> <span class="n">Base</span><span class="o">.</span><span class="n">metadata</span><span class="o">.</span><span class="n">create_all</span><span class="p">(</span><span class="n">db</span><span class="p">)</span> <span class="c1"># establish initial "id" in db1</span> <span class="n">db1</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">ids</span><span class="o">.</span><span class="n">insert</span><span class="p">(),</span> <span class="n">nextid</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span> <span class="c1"># step 5. define sharding functions.</span> <span class="c1"># we'll use a straight mapping of a particular set of "country"</span> <span class="c1"># attributes to shard id.</span> <span class="n">shard_lookup</span> <span class="o">=</span> <span class="p">{</span> <span class="s2">"North America"</span><span class="p">:</span> <span class="s2">"north_america"</span><span class="p">,</span> <span class="s2">"Asia"</span><span class="p">:</span> <span class="s2">"asia"</span><span class="p">,</span> <span class="s2">"Europe"</span><span class="p">:</span> <span class="s2">"europe"</span><span class="p">,</span> <span class="s2">"South America"</span><span class="p">:</span> <span class="s2">"south_america"</span><span class="p">,</span> <span class="p">}</span> <span class="k">def</span> <span class="nf">shard_chooser</span><span class="p">(</span><span class="n">mapper</span><span class="p">,</span> <span class="n">instance</span><span class="p">,</span> <span class="n">clause</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="sd">"""shard chooser.</span> <span class="sd"> looks at the given instance and returns a shard id</span> <span class="sd"> note that we need to define conditions for</span> <span class="sd"> the WeatherLocation class, as well as our secondary Report class which will</span> <span class="sd"> point back to its WeatherLocation via its 'location' attribute.</span> <span class="sd"> """</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">instance</span><span class="p">,</span> <span class="n">WeatherLocation</span><span class="p">):</span> <span class="k">return</span> <span class="n">shard_lookup</span><span class="p">[</span><span class="n">instance</span><span class="o">.</span><span class="n">continent</span><span class="p">]</span> <span class="k">else</span><span class="p">:</span> <span class="k">return</span> <span class="n">shard_chooser</span><span class="p">(</span><span class="n">mapper</span><span class="p">,</span> <span class="n">instance</span><span class="o">.</span><span class="n">location</span><span class="p">)</span> <span class="k">def</span> <span class="nf">id_chooser</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">ident</span><span class="p">):</span> <span class="sd">"""id chooser.</span> <span class="sd"> given a primary key, returns a list of shards</span> <span class="sd"> to search. here, we don't have any particular information from a</span> <span class="sd"> pk so we just return all shard ids. often, you'd want to do some</span> <span class="sd"> kind of round-robin strategy here so that requests are evenly</span> <span class="sd"> distributed among DBs.</span> <span class="sd"> """</span> <span class="k">if</span> <span class="n">query</span><span class="o">.</span><span class="n">lazy_loaded_from</span><span class="p">:</span> <span class="c1"># if we are in a lazy load, we can look at the parent object</span> <span class="c1"># and limit our search to that same shard, assuming that's how we've</span> <span class="c1"># set things up.</span> <span class="k">return</span> <span class="p">[</span><span class="n">query</span><span class="o">.</span><span class="n">lazy_loaded_from</span><span class="o">.</span><span class="n">identity_token</span><span class="p">]</span> <span class="k">else</span><span class="p">:</span> <span class="k">return</span> <span class="p">[</span><span class="s2">"north_america"</span><span class="p">,</span> <span class="s2">"asia"</span><span class="p">,</span> <span class="s2">"europe"</span><span class="p">,</span> <span class="s2">"south_america"</span><span class="p">]</span> <span class="k">def</span> <span class="nf">query_chooser</span><span class="p">(</span><span class="n">query</span><span class="p">):</span> <span class="sd">"""query chooser.</span> <span class="sd"> this also returns a list of shard ids, which can</span> <span class="sd"> just be all of them. but here we'll search into the Query in order</span> <span class="sd"> to try to narrow down the list of shards to query.</span> <span class="sd"> """</span> <span class="n">ids</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># we'll grab continent names as we find them</span> <span class="c1"># and convert to shard ids</span> <span class="k">for</span> <span class="n">column</span><span class="p">,</span> <span class="n">operator</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">_get_query_comparisons</span><span class="p">(</span><span class="n">query</span><span class="p">):</span> <span class="c1"># "shares_lineage()" returns True if both columns refer to the same</span> <span class="c1"># statement column, adjusting for any annotations present.</span> <span class="c1"># (an annotation is an internal clone of a Column object</span> <span class="c1"># and occur when using ORM-mapped attributes like</span> <span class="c1"># "WeatherLocation.continent"). A simpler comparison, though less</span> <span class="c1"># accurate, would be "column.key == 'continent'".</span> <span class="k">if</span> <span class="n">column</span><span class="o">.</span><span class="n">shares_lineage</span><span class="p">(</span><span class="n">WeatherLocation</span><span class="o">.</span><span class="n">__table__</span><span class="o">.</span><span class="n">c</span><span class="o">.</span><span class="n">continent</span><span class="p">):</span> <span class="k">if</span> <span class="n">operator</span> <span class="o">==</span> <span class="n">operators</span><span class="o">.</span><span class="n">eq</span><span class="p">:</span> <span class="n">ids</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">shard_lookup</span><span class="p">[</span><span class="n">value</span><span class="p">])</span> <span class="k">elif</span> <span class="n">operator</span> <span class="o">==</span> <span class="n">operators</span><span class="o">.</span><span class="n">in_op</span><span class="p">:</span> <span class="n">ids</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">shard_lookup</span><span class="p">[</span><span class="n">v</span><span class="p">]</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ids</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="k">return</span> <span class="p">[</span><span class="s2">"north_america"</span><span class="p">,</span> <span class="s2">"asia"</span><span class="p">,</span> <span class="s2">"europe"</span><span class="p">,</span> <span class="s2">"south_america"</span><span class="p">]</span> <span class="k">else</span><span class="p">:</span> <span class="k">return</span> <span class="n">ids</span> <span class="k">def</span> <span class="nf">_get_query_comparisons</span><span class="p">(</span><span class="n">query</span><span class="p">):</span> <span class="sd">"""Search an orm.Query object for binary expressions.</span> <span class="sd"> Returns expressions which match a Column against one or more</span> <span class="sd"> literal values as a list of tuples of the form</span> <span class="sd"> (column, operator, values). "values" is a single value</span> <span class="sd"> or tuple of values depending on the operator.</span> <span class="sd"> """</span> <span class="n">binds</span> <span class="o">=</span> <span class="p">{}</span> <span class="n">clauses</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span> <span class="n">comparisons</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">def</span> <span class="nf">visit_bindparam</span><span class="p">(</span><span class="n">bind</span><span class="p">):</span> <span class="c1"># visit a bind parameter.</span> <span class="c1"># check in _params for it first</span> <span class="k">if</span> <span class="n">bind</span><span class="o">.</span><span class="n">key</span> <span class="ow">in</span> <span class="n">query</span><span class="o">.</span><span class="n">_params</span><span class="p">:</span> <span class="n">value</span> <span class="o">=</span> <span class="n">query</span><span class="o">.</span><span class="n">_params</span><span class="p">[</span><span class="n">bind</span><span class="o">.</span><span class="n">key</span><span class="p">]</span> <span class="k">elif</span> <span class="n">bind</span><span class="o">.</span><span class="n">callable</span><span class="p">:</span> <span class="c1"># some ORM functions (lazy loading)</span> <span class="c1"># place the bind's value as a</span> <span class="c1"># callable for deferred evaluation.</span> <span class="n">value</span> <span class="o">=</span> <span class="n">bind</span><span class="o">.</span><span class="n">callable</span><span class="p">()</span> <span class="k">else</span><span class="p">:</span> <span class="c1"># just use .value</span> <span class="n">value</span> <span class="o">=</span> <span class="n">bind</span><span class="o">.</span><span class="n">value</span> <span class="n">binds</span><span class="p">[</span><span class="n">bind</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span> <span class="k">def</span> <span class="nf">visit_column</span><span class="p">(</span><span class="n">column</span><span class="p">):</span> <span class="n">clauses</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> <span class="k">def</span> <span class="nf">visit_binary</span><span class="p">(</span><span class="n">binary</span><span class="p">):</span> <span class="c1"># special handling for "col IN (params)"</span> <span class="k">if</span> <span class="p">(</span> <span class="n">binary</span><span class="o">.</span><span class="n">left</span> <span class="ow">in</span> <span class="n">clauses</span> <span class="ow">and</span> <span class="n">binary</span><span class="o">.</span><span class="n">operator</span> <span class="o">==</span> <span class="n">operators</span><span class="o">.</span><span class="n">in_op</span> <span class="ow">and</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">binary</span><span class="o">.</span><span class="n">right</span><span class="p">,</span> <span class="s2">"clauses"</span><span class="p">)</span> <span class="p">):</span> <span class="n">comparisons</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="p">(</span> <span class="n">binary</span><span class="o">.</span><span class="n">left</span><span class="p">,</span> <span class="n">binary</span><span class="o">.</span><span class="n">operator</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">binds</span><span class="p">[</span><span class="n">bind</span><span class="p">]</span> <span class="k">for</span> <span class="n">bind</span> <span class="ow">in</span> <span class="n">binary</span><span class="o">.</span><span class="n">right</span><span class="o">.</span><span class="n">clauses</span><span class="p">),</span> <span class="p">)</span> <span class="p">)</span> <span class="k">elif</span> <span class="n">binary</span><span class="o">.</span><span class="n">left</span> <span class="ow">in</span> <span class="n">clauses</span> <span class="ow">and</span> <span class="n">binary</span><span class="o">.</span><span class="n">right</span> <span class="ow">in</span> <span class="n">binds</span><span class="p">:</span> <span class="n">comparisons</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="p">(</span><span class="n">binary</span><span class="o">.</span><span class="n">left</span><span class="p">,</span> <span class="n">binary</span><span class="o">.</span><span class="n">operator</span><span class="p">,</span> <span class="n">binds</span><span class="p">[</span><span class="n">binary</span><span class="o">.</span><span class="n">right</span><span class="p">])</span> <span class="p">)</span> <span class="k">elif</span> <span class="n">binary</span><span class="o">.</span><span class="n">left</span> <span class="ow">in</span> <span class="n">binds</span> <span class="ow">and</span> <span class="n">binary</span><span class="o">.</span><span class="n">right</span> <span class="ow">in</span> <span class="n">clauses</span><span class="p">:</span> <span class="n">comparisons</span><span class="o">.</span><span class="n">append</span><span class="p">(</span> <span class="p">(</span><span class="n">binary</span><span class="o">.</span><span class="n">right</span><span class="p">,</span> <span class="n">binary</span><span class="o">.</span><span class="n">operator</span><span class="p">,</span> <span class="n">binds</span><span class="p">[</span><span class="n">binary</span><span class="o">.</span><span class="n">left</span><span class="p">])</span> <span class="p">)</span> <span class="c1"># here we will traverse through the query's criterion, searching</span> <span class="c1"># for SQL constructs. We will place simple column comparisons</span> <span class="c1"># into a list.</span> <span class="k">if</span> <span class="n">query</span><span class="o">.</span><span class="n">_criterion</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> <span class="n">visitors</span><span class="o">.</span><span class="n">traverse_depthfirst</span><span class="p">(</span> <span class="n">query</span><span class="o">.</span><span class="n">_criterion</span><span class="p">,</span> <span class="p">{},</span> <span class="p">{</span> <span class="s2">"bindparam"</span><span class="p">:</span> <span class="n">visit_bindparam</span><span class="p">,</span> <span class="s2">"binary"</span><span class="p">:</span> <span class="n">visit_binary</span><span class="p">,</span> <span class="s2">"column"</span><span class="p">:</span> <span class="n">visit_column</span><span class="p">,</span> <span class="p">},</span> <span class="p">)</span> <span class="k">return</span> <span class="n">comparisons</span> <span class="c1"># further configure create_session to use these functions</span> <span class="n">create_session</span><span class="o">.</span><span class="n">configure</span><span class="p">(</span> <span class="n">shard_chooser</span><span class="o">=</span><span class="n">shard_chooser</span><span class="p">,</span> <span class="n">id_chooser</span><span class="o">=</span><span class="n">id_chooser</span><span class="p">,</span> <span class="n">query_chooser</span><span class="o">=</span><span class="n">query_chooser</span><span class="p">,</span> <span class="p">)</span> <span class="c1"># save and load objects!</span> <span class="n">tokyo</span> <span class="o">=</span> <span class="n">WeatherLocation</span><span class="p">(</span><span class="s2">"Asia"</span><span class="p">,</span> <span class="s2">"Tokyo"</span><span class="p">)</span> <span class="n">newyork</span> <span class="o">=</span> <span class="n">WeatherLocation</span><span class="p">(</span><span class="s2">"North America"</span><span class="p">,</span> <span class="s2">"New York"</span><span class="p">)</span> <span class="n">toronto</span> <span class="o">=</span> <span class="n">WeatherLocation</span><span class="p">(</span><span class="s2">"North America"</span><span class="p">,</span> <span class="s2">"Toronto"</span><span class="p">)</span> <span class="n">london</span> <span class="o">=</span> <span class="n">WeatherLocation</span><span class="p">(</span><span class="s2">"Europe"</span><span class="p">,</span> <span class="s2">"London"</span><span class="p">)</span> <span class="n">dublin</span> <span class="o">=</span> <span class="n">WeatherLocation</span><span class="p">(</span><span class="s2">"Europe"</span><span class="p">,</span> <span class="s2">"Dublin"</span><span class="p">)</span> <span class="n">brasilia</span> <span class="o">=</span> <span class="n">WeatherLocation</span><span class="p">(</span><span class="s2">"South America"</span><span class="p">,</span> <span class="s2">"Brasila"</span><span class="p">)</span> <span class="n">quito</span> <span class="o">=</span> <span class="n">WeatherLocation</span><span class="p">(</span><span class="s2">"South America"</span><span class="p">,</span> <span class="s2">"Quito"</span><span class="p">)</span> <span class="n">tokyo</span><span class="o">.</span><span class="n">reports</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Report</span><span class="p">(</span><span class="mf">80.0</span><span class="p">))</span> <span class="n">newyork</span><span class="o">.</span><span class="n">reports</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Report</span><span class="p">(</span><span class="mi">75</span><span class="p">))</span> <span class="n">quito</span><span class="o">.</span><span class="n">reports</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Report</span><span class="p">(</span><span class="mi">85</span><span class="p">))</span> <span class="n">sess</span> <span class="o">=</span> <span class="n">create_session</span><span class="p">()</span> <span class="n">sess</span><span class="o">.</span><span class="n">add_all</span><span class="p">([</span><span class="n">tokyo</span><span class="p">,</span> <span class="n">newyork</span><span class="p">,</span> <span class="n">toronto</span><span class="p">,</span> <span class="n">london</span><span class="p">,</span> <span class="n">dublin</span><span class="p">,</span> <span class="n">brasilia</span><span class="p">,</span> <span class="n">quito</span><span class="p">])</span> <span class="n">sess</span><span class="o">.</span><span class="n">commit</span><span class="p">()</span> <span class="n">t</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">WeatherLocation</span><span class="p">)</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">tokyo</span><span class="o">.</span><span class="n">id</span><span class="p">)</span> <span class="k">assert</span> <span class="n">t</span><span class="o">.</span><span class="n">city</span> <span class="o">==</span> <span class="n">tokyo</span><span class="o">.</span><span class="n">city</span> <span class="k">assert</span> <span class="n">t</span><span class="o">.</span><span class="n">reports</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">temperature</span> <span class="o">==</span> <span class="mf">80.0</span> <span class="n">north_american_cities</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">WeatherLocation</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span> <span class="n">WeatherLocation</span><span class="o">.</span><span class="n">continent</span> <span class="o">==</span> <span class="s2">"North America"</span> <span class="p">)</span> <span class="k">assert</span> <span class="p">{</span><span class="n">c</span><span class="o">.</span><span class="n">city</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">north_american_cities</span><span class="p">}</span> <span class="o">==</span> <span class="p">{</span><span class="s2">"New York"</span><span class="p">,</span> <span class="s2">"Toronto"</span><span class="p">}</span> <span class="n">asia_and_europe</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="n">WeatherLocation</span><span class="p">)</span><span class="o">.</span><span class="n">filter</span><span class="p">(</span> <span class="n">WeatherLocation</span><span class="o">.</span><span class="n">continent</span><span class="o">.</span><span class="n">in_</span><span class="p">([</span><span class="s2">"Europe"</span><span class="p">,</span> <span class="s2">"Asia"</span><span class="p">])</span> <span class="p">)</span> <span class="k">assert</span> <span class="p">{</span><span class="n">c</span><span class="o">.</span><span class="n">city</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">asia_and_europe</span><span class="p">}</span> <span class="o">==</span> <span class="p">{</span><span class="s2">"Tokyo"</span><span class="p">,</span> <span class="s2">"London"</span><span class="p">,</span> <span class="s2">"Dublin"</span><span class="p">}</span> <span class="c1"># the Report class uses a simple integer primary key. So across two databases,</span> <span class="c1"># a primary key will be repeated. The "identity_token" tracks in memory</span> <span class="c1"># that these two identical primary keys are local to different databases.</span> <span class="n">newyork_report</span> <span class="o">=</span> <span class="n">newyork</span><span class="o">.</span><span class="n">reports</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="n">tokyo_report</span> <span class="o">=</span> <span class="n">tokyo</span><span class="o">.</span><span class="n">reports</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">assert</span> <span class="n">inspect</span><span class="p">(</span><span class="n">newyork_report</span><span class="p">)</span><span class="o">.</span><span class="n">identity_key</span> <span class="o">==</span> <span class="p">(</span><span class="n">Report</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,),</span> <span class="s2">"north_america"</span><span class="p">)</span> <span class="k">assert</span> <span class="n">inspect</span><span class="p">(</span><span class="n">tokyo_report</span><span class="p">)</span><span class="o">.</span><span class="n">identity_key</span> <span class="o">==</span> <span class="p">(</span><span class="n">Report</span><span class="p">,</span> <span class="p">(</span><span class="mi">1</span><span class="p">,),</span> <span class="s2">"asia"</span><span class="p">)</span> <span class="c1"># the token representing the originating shard is also available directly</span> <span class="k">assert</span> <span class="n">inspect</span><span class="p">(</span><span class="n">newyork_report</span><span class="p">)</span><span class="o">.</span><span class="n">identity_token</span> <span class="o">==</span> <span class="s2">"north_america"</span> <span class="k">assert</span> <span class="n">inspect</span><span class="p">(</span><span class="n">tokyo_report</span><span class="p">)</span><span class="o">.</span><span class="n">identity_token</span> <span class="o">==</span> <span class="s2">"asia"</span></pre></div> </div> </div> <div id="docs-bottom-navigation" class="docs-navigation-links"> <div id="docs-copyright"> © <a href="../../../copyright.html">Copyright</a> 2007-2019, the SQLAlchemy authors and contributors. 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