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<pre>public class <span class="typeNameLabel">Arrow</span>
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extends java.lang.Object</pre>
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<div class="block"><p>Bindings to save/load datasets apache arrow streaming format. These bindings support JDK-17, memory mapping, and per-column compression.</p>
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<p>Required Dependencies:</p>
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<pre><code class="clojure">[org.apache.arrow/arrow-vector "6.0.0"]
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[org.lz4/lz4-java "1.8.0"]
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[com.github.luben/zstd-jni "1.5.1-1"]
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<td class="colFirst"><code>static void</code></td>
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<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Arrow.html#datasetSeqToStream-java.lang.Iterable-java.lang.Object-java.lang.Object-">datasetSeqToStream</a></span>(java.lang.Iterable dsSeq,
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java.lang.Object options)</code>
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<div class="block">Save a sequence of datasets to a single stream file.</div>
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<td class="colFirst"><code>static void</code></td>
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<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Arrow.html#datasetToStream-java.lang.Object-java.lang.Object-java.lang.Object-">datasetToStream</a></span>(java.lang.Object ds,
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java.lang.Object pathOrInputStream,
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java.lang.Object options)</code>
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<div class="block">Save a dataset to apache stream format.</div>
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</td>
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<tr id="i2" class="altColor">
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<td class="colFirst"><code>static java.util.Map</code></td>
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<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Arrow.html#streamToDataset-java.lang.Object-java.lang.Object-">streamToDataset</a></span>(java.lang.Object pathOrInputStream,
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java.lang.Object options)</code>
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<div class="block">Load an apache arrow streaming file returning a single dataset.</div>
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</td>
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<td class="colFirst"><code>static java.lang.Iterable</code></td>
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<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Arrow.html#streamToDatasetSeq-java.lang.Object-java.lang.Object-">streamToDatasetSeq</a></span>(java.lang.Object pathOrInputStream,
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java.lang.Object options)</code>
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<div class="block">Load an apache arrow streaming file returning a sequence of datasets, one for each record batch.</div>
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<pre>public static void datasetToStream(java.lang.Object ds,
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java.lang.Object pathOrInputStream,
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java.lang.Object options)</pre>
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<div class="block"><p>Save a dataset to apache stream format.</p>
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<p>Options:</p>
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<ul>
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<li>
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<p><code>strings-as-text?</code>: - defaults to false - Save out strings into arrow files without dictionaries. This works well if you want to load an arrow file in-place or if you know the strings in your dataset are either really large or should not be in string tables.</p></li>
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<li>
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<p><code>:compression</code> - Either <code>:zstd</code> or <code>:lz4</code>, defaults to no compression (nil). Per-column compression of the data can result in some significant size savings (2x+) and thus some significant time savings when transferring over the network. Using compression makes loading via mmap non-in-place - If you are going to use compression mmap probably doesn’t make sense on load and most likely will result on slower loading times. Zstd can also be passed in map form with an addition parameter, <code>:level</code> which defaults to 3.</p></li>
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</ul>
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<pre><code class="java">//Slightly higher compression than the default.
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datasetToStream(ds, "data.arrow-ipc", hashmap(kw("compression"),
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hashmap(kw("compression-type"), kw("zstd"),
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kw("level"), 5)));
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</code></pre></div>
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<pre>public static void datasetSeqToStream(java.lang.Iterable dsSeq,
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java.lang.Object pathOrInputStream,
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java.lang.Object options)</pre>
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<div class="block"><p>Save a sequence of datasets to a single stream file. Datasets must either have matching schemas or downstream dataset column datatypes must be able to be widened to the initial dataset column datatypes.</p>
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<p>For options see <code>datasetToStream</code>.</p></div>
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<pre>public static java.util.Map streamToDataset(java.lang.Object pathOrInputStream,
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java.lang.Object options)</pre>
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<div class="block"><p>Load an apache arrow streaming file returning a single dataset. File must only contain a single record batch.</p>
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<p>Options:</p>
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<ul>
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<li>
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<p><code>:open-type</code> - Either <code>:mmap</code> or <code>:input-stream</code> defaulting to the slower but more robust <code>:input-stream</code> pathway. When using <code>:mmap</code> resources will be released when the resource system dictates - see documentation for <a href="https://cnuernber.github.io/dtype-next/javadoc/index.html">tech.v3.DType.stackResourceContext</a>. When using <code>:input-stream</code> the stream will be closed when the lazy sequence is either fully realized or an exception is thrown.</p></li>
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<li>
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||||
<p><code>close-input-stream?</code> - When using <code>:input-stream</code> <code>:open-type</code>, close the input stream upon exception or when stream is fully realized. Defaults to true.</p></li>
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<li>
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<p><code>:integer-datatime-types?</code> - when true arrow columns in the appropriate packed datatypes will be represented as their integer types as opposed to their respective packed types. For example columns of type <code>:epoch-days</code> will be returned to the user as datatype <code>:epoch-days</code> as opposed to <code>:packed-local-date</code>. This means reading values will return integers as opposed to <code>java.time.LocalDate</code>s.</p></li>
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<pre>public static java.lang.Iterable streamToDatasetSeq(java.lang.Object pathOrInputStream,
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java.lang.Object options)</pre>
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<div class="block"><p>Load an apache arrow streaming file returning a sequence of datasets, one for each record batch. For options see streamToDataset.</p></div>
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<div class="subTitle">tech.v3.libs</div>
|
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<h2 title="Class Parquet" class="title">Class Parquet</h2>
|
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|
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|
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|
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<pre>public class <span class="typeNameLabel">Parquet</span>
|
||||
extends java.lang.Object</pre>
|
||||
<div class="block"><p>Read/write parquet files. Uses the standard hadoop parquet library. One aspect that may be confusing is that when writing files the parquet system decides when to end the record batch so a single dataset may end up as a single parquet file with many record batches.</p>
|
||||
<p>Note that in the requiring dependencies I remove slf4j. tmd comes with logback-classic by default which is less featureful but far less of a security disaster than slf4j. If you have a setup that already uses slf4j then you should exclude logback-classic from tmd’s dependencies.</p>
|
||||
<p>You must disable debug logging else the parquet system is unreasonably slow. See logging section of <a href="https://techascent.github.io/tech.ml.dataset/tech.v3.libs.parquet.html">parquet namespace</a>.</p>
|
||||
<p>Required dependencies:</p>
|
||||
<pre><code class="clojure">org.apache.parquet/parquet-hadoop {:mvn/version "1.12.0"
|
||||
:exclusions [org.slf4j/slf4j-log4j12]}
|
||||
org.apache.hadoop/hadoop-common {:mvn/version "3.3.0"
|
||||
:exclusions [org.slf4j/slf4j-log4j12]}
|
||||
;; We literally need this for 1 POJO formatting object.
|
||||
org.apache.hadoop/hadoop-mapreduce-client-core {:mvn/version "3.3.0"
|
||||
:exclusions [org.slf4j/slf4j-log4j12]}
|
||||
</code></pre></div>
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|
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|
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<caption><span id="t0" class="activeTableTab"><span>All Methods</span><span class="tabEnd"> </span></span><span id="t1" class="tableTab"><span><a href="javascript:show(1);">Static Methods</a></span><span class="tabEnd"> </span></span><span id="t4" class="tableTab"><span><a href="javascript:show(8);">Concrete Methods</a></span><span class="tabEnd"> </span></span></caption>
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<td class="colFirst"><code>static void</code></td>
|
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<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Parquet.html#datasetSeqToParquet-java.lang.Iterable-java.lang.String-java.lang.Object-">datasetSeqToParquet</a></span>(java.lang.Iterable dsSeq,
|
||||
java.lang.String path,
|
||||
java.lang.Object options)</code> </td>
|
||||
</tr>
|
||||
<tr id="i1" class="rowColor">
|
||||
<td class="colFirst"><code>static void</code></td>
|
||||
<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Parquet.html#datasetToParquet-java.lang.Object-java.lang.String-java.lang.Object-">datasetToParquet</a></span>(java.lang.Object ds,
|
||||
java.lang.String path,
|
||||
java.lang.Object options)</code> </td>
|
||||
</tr>
|
||||
<tr id="i2" class="altColor">
|
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<td class="colFirst"><code>static java.lang.Iterable</code></td>
|
||||
<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Parquet.html#parquetMetadata-java.lang.String-">parquetMetadata</a></span>(java.lang.String path)</code> </td>
|
||||
</tr>
|
||||
<tr id="i3" class="rowColor">
|
||||
<td class="colFirst"><code>static java.util.Map</code></td>
|
||||
<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Parquet.html#parquetToDataset-java.lang.String-java.lang.Object-">parquetToDataset</a></span>(java.lang.String path,
|
||||
java.lang.Object options)</code> </td>
|
||||
</tr>
|
||||
<tr id="i4" class="altColor">
|
||||
<td class="colFirst"><code>static java.lang.Iterable</code></td>
|
||||
<td class="colLast"><code><span class="memberNameLink"><a href="../../../tech/v3/libs/Parquet.html#parquetToDatasetSeq-java.lang.String-java.lang.Object-">parquetToDatasetSeq</a></span>(java.lang.String path,
|
||||
java.lang.Object options)</code> </td>
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<h3>Methods inherited from class java.lang.Object</h3>
|
||||
<code>clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait</code></li>
|
||||
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|
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<a name="parquetMetadata-java.lang.String-">
|
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|
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|
||||
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|
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|
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<h4>parquetMetadata</h4>
|
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<pre>public static java.lang.Iterable parquetMetadata(java.lang.String path)</pre>
|
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</li>
|
||||
</ul>
|
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<h4>parquetToDataset</h4>
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<pre>public static java.util.Map parquetToDataset(java.lang.String path,
|
||||
java.lang.Object options)</pre>
|
||||
</li>
|
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<pre>public static java.lang.Iterable parquetToDatasetSeq(java.lang.String path,
|
||||
java.lang.Object options)</pre>
|
||||
</li>
|
||||
</ul>
|
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|
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|
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|
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<h4>datasetToParquet</h4>
|
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<pre>public static void datasetToParquet(java.lang.Object ds,
|
||||
java.lang.String path,
|
||||
java.lang.Object options)</pre>
|
||||
</li>
|
||||
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|
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|
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<pre>public static void datasetSeqToParquet(java.lang.Iterable dsSeq,
|
||||
java.lang.String path,
|
||||
java.lang.Object options)</pre>
|
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Reference in New Issue
Block a user