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| This function helps you construct a DatasetFactory that you can pass to |
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| |
| <h1>Create a DatasetFactory</h1> |
| <small class="dont-index">Source: <a href="https://github.com/apache/arrow/blob/main/r/R/dataset-factory.R" class="external-link"><code>R/dataset-factory.R</code></a></small> |
| <div class="d-none name"><code>dataset_factory.Rd</code></div> |
| </div> |
| |
| <div class="ref-description section level2"> |
| <p>A <a href="Dataset.html">Dataset</a> can constructed using one or more <a href="Dataset.html">DatasetFactory</a>s. |
| This function helps you construct a <code>DatasetFactory</code> that you can pass to |
| <code><a href="open_dataset.html">open_dataset()</a></code>.</p> |
| </div> |
| |
| <div class="section level2"> |
| <h2 id="ref-usage">Usage<a class="anchor" aria-label="anchor" href="#ref-usage"></a></h2> |
| <div class="sourceCode"><pre class="sourceCode r"><code><span><span class="fu">dataset_factory</span><span class="op">(</span></span> |
| <span> <span class="va">x</span>,</span> |
| <span> filesystem <span class="op">=</span> <span class="cn">NULL</span>,</span> |
| <span> format <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/c.html" class="external-link">c</a></span><span class="op">(</span><span class="st">"parquet"</span>, <span class="st">"arrow"</span>, <span class="st">"ipc"</span>, <span class="st">"feather"</span>, <span class="st">"csv"</span>, <span class="st">"tsv"</span>, <span class="st">"text"</span>, <span class="st">"json"</span><span class="op">)</span>,</span> |
| <span> partitioning <span class="op">=</span> <span class="cn">NULL</span>,</span> |
| <span> hive_style <span class="op">=</span> <span class="cn">NA</span>,</span> |
| <span> factory_options <span class="op">=</span> <span class="fu"><a href="https://rdrr.io/r/base/list.html" class="external-link">list</a></span><span class="op">(</span><span class="op">)</span>,</span> |
| <span> <span class="va">...</span></span> |
| <span><span class="op">)</span></span></code></pre></div> |
| </div> |
| |
| <div class="section level2"> |
| <h2 id="arguments">Arguments<a class="anchor" aria-label="anchor" href="#arguments"></a></h2> |
| |
| |
| <dl><dt id="arg-x">x<a class="anchor" aria-label="anchor" href="#arg-x"></a></dt> |
| <dd><p>A string path to a directory containing data files, a vector of one |
| one or more string paths to data files, or a list of <code>DatasetFactory</code> objects |
| whose datasets should be combined. If this argument is specified it will be |
| used to construct a <code>UnionDatasetFactory</code> and other arguments will be |
| ignored.</p></dd> |
| |
| |
| <dt id="arg-filesystem">filesystem<a class="anchor" aria-label="anchor" href="#arg-filesystem"></a></dt> |
| <dd><p>A <a href="FileSystem.html">FileSystem</a> object; if omitted, the <code>FileSystem</code> will |
| be detected from <code>x</code></p></dd> |
| |
| |
| <dt id="arg-format">format<a class="anchor" aria-label="anchor" href="#arg-format"></a></dt> |
| <dd><p>A <a href="FileFormat.html">FileFormat</a> object, or a string identifier of the format of |
| the files in <code>x</code>. Currently supported values:</p><ul><li><p>"parquet"</p></li> |
| <li><p>"ipc"/"arrow"/"feather", all aliases for each other; for Feather, note that |
| only version 2 files are supported</p></li> |
| <li><p>"csv"/"text", aliases for the same thing (because comma is the default |
| delimiter for text files</p></li> |
| <li><p>"tsv", equivalent to passing <code>format = "text", delimiter = "\t"</code></p></li> |
| </ul><p>Default is "parquet", unless a <code>delimiter</code> is also specified, in which case |
| it is assumed to be "text".</p></dd> |
| |
| |
| <dt id="arg-partitioning">partitioning<a class="anchor" aria-label="anchor" href="#arg-partitioning"></a></dt> |
| <dd><p>One of</p><ul><li><p>A <code>Schema</code>, in which case the file paths relative to <code>sources</code> will be |
| parsed, and path segments will be matched with the schema fields. For |
| example, <code>schema(year = int16(), month = int8())</code> would create partitions |
| for file paths like "2019/01/file.parquet", "2019/02/file.parquet", etc.</p></li> |
| <li><p>A character vector that defines the field names corresponding to those |
| path segments (that is, you're providing the names that would correspond |
| to a <code>Schema</code> but the types will be autodetected)</p></li> |
| <li><p>A <code>HivePartitioning</code> or <code>HivePartitioningFactory</code>, as returned |
| by <code><a href="hive_partition.html">hive_partition()</a></code> which parses explicit or autodetected fields from |
| Hive-style path segments</p></li> |
| <li><p><code>NULL</code> for no partitioning</p></li> |
| </ul></dd> |
| |
| |
| <dt id="arg-hive-style">hive_style<a class="anchor" aria-label="anchor" href="#arg-hive-style"></a></dt> |
| <dd><p>Logical: if <code>partitioning</code> is a character vector or a |
| <code>Schema</code>, should it be interpreted as specifying Hive-style partitioning? |
| Default is <code>NA</code>, which means to inspect the file paths for Hive-style |
| partitioning and behave accordingly.</p></dd> |
| |
| |
| <dt id="arg-factory-options">factory_options<a class="anchor" aria-label="anchor" href="#arg-factory-options"></a></dt> |
| <dd><p>list of optional FileSystemFactoryOptions:</p><ul><li><p><code>partition_base_dir</code>: string path segment prefix to ignore when |
| discovering partition information with DirectoryPartitioning. Not |
| meaningful (ignored with a warning) for HivePartitioning, nor is it |
| valid when providing a vector of file paths.</p></li> |
| <li><p><code>exclude_invalid_files</code>: logical: should files that are not valid data |
| files be excluded? Default is <code>FALSE</code> because checking all files up |
| front incurs I/O and thus will be slower, especially on remote |
| filesystems. If false and there are invalid files, there will be an |
| error at scan time. This is the only FileSystemFactoryOption that is |
| valid for both when providing a directory path in which to discover |
| files and when providing a vector of file paths.</p></li> |
| <li><p><code>selector_ignore_prefixes</code>: character vector of file prefixes to ignore |
| when discovering files in a directory. If invalid files can be excluded |
| by a common filename prefix this way, you can avoid the I/O cost of |
| <code>exclude_invalid_files</code>. Not valid when providing a vector of file paths |
| (but if you're providing the file list, you can filter invalid files |
| yourself).</p></li> |
| </ul></dd> |
| |
| |
| <dt id="arg--">...<a class="anchor" aria-label="anchor" href="#arg--"></a></dt> |
| <dd><p>Additional format-specific options, passed to |
| <code><a href="FileFormat.html">FileFormat$create()</a></code>. For CSV options, note that you can specify them either |
| with the Arrow C++ library naming ("delimiter", "quoting", etc.) or the |
| <code>readr</code>-style naming used in <code><a href="read_delim_arrow.html">read_csv_arrow()</a></code> ("delim", "quote", etc.). |
| Not all <code>readr</code> options are currently supported; please file an issue if you |
| encounter one that <code>arrow</code> should support.</p></dd> |
| |
| </dl></div> |
| <div class="section level2"> |
| <h2 id="value">Value<a class="anchor" aria-label="anchor" href="#value"></a></h2> |
| <p>A <code>DatasetFactory</code> object. Pass this to <code><a href="open_dataset.html">open_dataset()</a></code>, |
| in a list potentially with other <code>DatasetFactory</code> objects, to create |
| a <code>Dataset</code>.</p> |
| </div> |
| <div class="section level2"> |
| <h2 id="details">Details<a class="anchor" aria-label="anchor" href="#details"></a></h2> |
| <p>If you would only have a single <code>DatasetFactory</code> (for example, you have a |
| single directory containing Parquet files), you can call <code><a href="open_dataset.html">open_dataset()</a></code> |
| directly. Use <code>dataset_factory()</code> when you |
| want to combine different directories, file systems, or file formats.</p> |
| </div> |
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