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href="/docs/generated/ingestion/sources/file-based-lineage">File Based Lineage</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/fivetran">Fivetran</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/glue">Glue</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/gcs">Google Cloud Storage</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/grafana">Grafana</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/hex">Hex</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/hive">Hive</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/hive-metastore">Hive Metastore</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/iceberg">Iceberg</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/json-schema">JSON Schemas</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" 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href="/docs/generated/ingestion/sources/metabase">Metabase</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/metadata-file">Metadata File</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mssql">Microsoft SQL Server</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mlflow">MLflow</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/docs/generated/ingestion/sources/mode">Mode</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" 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padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item"><a class="breadcrumbs__link" itemprop="item" href="/docs/metadata-ingestion/source_overview"><span itemprop="name">Sources</span></a><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">ABS Data Lake</span><meta itemprop="position" content="2"></li></ul></nav><span class="theme-doc-version-badge badge badge--secondary">Version: Next</span><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><h1>ABS Data Lake</h1><p>This connector ingests Azure Blob Storage (abbreviated to abs) datasets into DataHub. It allows mapping an individual
file or a folder of files to a dataset in DataHub.
To specify the group of files that form a dataset, use <code>path_specs</code> configuration in ingestion recipe. Refer
section <a href="/docs/generated/ingestion/sources/s3/#path-specs">Path Specs</a> for more details.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="concept-mapping">Concept Mapping<a href="#concept-mapping" class="hash-link" aria-label="Direct link to Concept Mapping" title="Direct link to Concept Mapping"></a></h3><p>This ingestion source maps the following Source System Concepts to DataHub Concepts:</p><table><thead><tr><th>Source Concept</th><th>DataHub Concept</th><th>Notes</th></tr></thead><tbody><tr><td><code>&quot;abs&quot;</code></td><td><a href="/docs/generated/metamodel/entities/dataplatform/">Data Platform</a></td><td></td></tr><tr><td>abs blob / Folder containing abs blobs</td><td><a href="/docs/generated/metamodel/entities/dataset/">Dataset</a></td><td></td></tr><tr><td>abs container</td><td><a href="/docs/generated/metamodel/entities/container/">Container</a></td><td>Subtype <code>Folder</code></td></tr></tbody></table><p>This connector supports both local files and those stored on Azure Blob Storage (which must be identified using the
prefix <code>http(s)://&lt;account&gt;.blob.core.windows.net/</code> or <code>azure://</code>).</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="supported-file-types">Supported file types<a href="#supported-file-types" class="hash-link" aria-label="Direct link to Supported file types" title="Direct link to Supported file types"></a></h3><p>Supported file types are as follows:</p><ul><li>CSV (<!-- -->*<!-- -->.csv)</li><li>TSV (<!-- -->*<!-- -->.tsv)</li><li>JSONL (<!-- -->*<!-- -->.jsonl)</li><li>JSON (<!-- -->*<!-- -->.json)</li><li>Parquet (<!-- -->*<!-- -->.parquet)</li><li>Apache Avro (<!-- -->*<!-- -->.avro)</li></ul><p>Schemas for Parquet and Avro files are extracted as provided.</p><p>Schemas for schemaless formats (CSV, TSV, JSONL, JSON) are inferred. For CSV, TSV and JSONL files, we consider the first
100 rows by default, which can be controlled via the <code>max_rows</code> recipe parameter (see <a href="#config-details">below</a>)
JSON file schemas are inferred on the basis of the entire file (given the difficulty in extracting only the first few
objects of the file), which may impact performance.
We are working on using iterator-based JSON parsers to avoid reading in the entire JSON object.</p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="profiling">Profiling<a href="#profiling" class="hash-link" aria-label="Direct link to Profiling" title="Direct link to Profiling"></a></h3><p>Profiling is not available in the current release.
<img loading="lazy" src="https://img.shields.io/badge/support%20status-incubating-blue" alt="Incubating" class="img_ev3q"></p><h3 class="anchor anchorWithStickyNavbar_LWe7" id="important-capabilities">Important Capabilities<a href="#important-capabilities" class="hash-link" aria-label="Direct link to Important Capabilities" title="Direct link to Important Capabilities"></a></h3><table><thead><tr><th>Capability</th><th>Status</th><th>Notes</th></tr></thead><tbody><tr><td><a href="/docs/metadata-ingestion/docs/dev_guides/sql_profiles">Data Profiling</a></td><td></td><td>Optionally enabled via configuration.</td></tr><tr><td><a href="/docs/metadata-ingestion/docs/dev_guides/stateful#stale-entity-removal">Detect Deleted Entities</a></td><td></td><td>Enabled by default via stateful ingestion.</td></tr><tr><td>Extract Tags</td><td></td><td>Can extract ABS object/container tags if enabled.</td></tr></tbody></table><h3 class="anchor anchorWithStickyNavbar_LWe7" id="cli-based-ingestion">CLI based Ingestion<a href="#cli-based-ingestion" class="hash-link" aria-label="Direct link to CLI based Ingestion" title="Direct link to CLI based Ingestion"></a></h3><h3 class="anchor anchorWithStickyNavbar_LWe7" id="starter-recipe">Starter Recipe<a href="#starter-recipe" class="hash-link" aria-label="Direct link to Starter Recipe" title="Direct link to Starter Recipe"></a></h3><p>Check out the following recipe to get started with ingestion! See <a href="#config-details">below</a> for full configuration options.</p><p>For general pointers on writing and running a recipe, see our <a href="/docs/metadata-ingestion#recipes">main recipe guide</a>.</p><div class="language-yaml codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-yaml codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token key atrule">source</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">type</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> abs</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">config</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">path_specs</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">-</span><span class="token plain"> </span><span class="token key atrule">include</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;https://storageaccountname.blob.core.windows.net/covid19-lake/covid_knowledge_graph/csv/nodes/*.*&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">azure_config</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">account_name</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;*****&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">sas_token</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;*****&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">container_name</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;covid_knowledge_graph&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token key atrule">env</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;PROD&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># sink configs</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="config-details">Config Details<a href="#config-details" class="hash-link" aria-label="Direct link to Config Details" title="Direct link to Config Details"></a></h3><div class="tabs-container tabList__CuJ"><ul role="tablist" aria-orientation="horizontal" class="tabs"><li role="tab" tabindex="0" aria-selected="true" class="tabs__item tabItem_LNqP tabs__item--active">Options</li><li role="tab" tabindex="-1" aria-selected="false" class="tabs__item tabItem_LNqP">Schema</li></ul><div class="margin-top--md"><div role="tabpanel" class="tabItem_Ymn6"><p>Note that a <code>.</code> is used to denote nested fields in the YAML recipe.</p><div class="config-table"><table><thead><tr><th align="left">Field</th><th align="left">Description</th></tr></thead><tbody><tr><td align="left"><div class="path-line"><span class="path-main">path_specs</span> <abbr title="Required"></abbr></div> <div class="type-name-line"><span class="type-name">array</span></div></td><td align="left">List of PathSpec. See <a href="#path-spec">below</a> the details about PathSpec</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.</span><span class="path-main">PathSpec</span></div> <div class="type-name-line"><span class="type-name">PathSpec</span></div></td><td align="left"></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">include</span> <abbr title="Required if PathSpec is set"></abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Path to table. Name variable <code>{table}</code> is used to mark the folder with dataset. In absence of <code>{table}</code>, file level dataset will be created. Check below examples for more details.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">allow_double_stars</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Allow double stars in the include path. This can affect performance significantly if enabled <div class="default-line default-line-with-docs">Default: <span class="default-value">False</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">autodetect_partitions</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Autodetect partition(s) from the path. If set to true, it will autodetect partition key/value if the folder format is {partition_key}={partition_value} for example <code>year=2024</code> <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">default_extension</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">For files without extension it will assume the specified file type. If it is not set the files without extensions will be skipped.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">enable_compression</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Enable or disable processing compressed files. Currently .gz and .bz files are supported. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">include_hidden_folders</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Include hidden folders in the traversal (folders starting with . or _ <div class="default-line default-line-with-docs">Default: <span class="default-value">False</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">sample_files</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Not listing all the files but only taking a handful amount of sample file to infer the schema. File count and file size calculation will be disabled. This can affect performance significantly if enabled <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">table_name</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Display name of the dataset.Combination of named variables from include path and strings</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">tables_filter_pattern</span></div> <div class="type-name-line"><span class="type-name">AllowDenyPattern</span></div></td><td align="left">The tables_filter_pattern configuration field uses regular expressions to filter the tables part of the Pathspec for ingestion, allowing fine-grained control over which tables are included or excluded based on specified patterns. The default setting allows all tables. <div class="default-line default-line-with-docs">Default: <span class="default-value">{<!-- -->&#x27;<!-- -->allow<!-- -->&#x27;<!-- -->: <!-- -->[<!-- -->&#x27;<!-- -->.<!-- -->*<!-- -->&#x27;<!-- -->]<!-- -->, <!-- -->&#x27;<!-- -->deny<!-- -->&#x27;<!-- -->: <!-- -->[<!-- -->]<!-- -->, <!-- -->&#x27;<!-- -->ignoreCase<!-- -->&#x27;<!-- -->: True<!-- -->}</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">traversal_method</span></div> <div class="type-name-line"><span class="type-name">Enum</span></div></td><td align="left">Method to traverse the folder. ALL: Traverse all the folders, MIN_MAX: Traverse the folders by finding min and max value, MAX: Traverse the folder with max value <div class="default-line default-line-with-docs">Default: <span class="default-value">MAX</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">exclude</span></div> <div class="type-name-line"><span class="type-name">array</span></div></td><td align="left">list of paths in glob pattern which will be excluded while scanning for the datasets <div class="default-line default-line-with-docs">Default: <span class="default-value">[<!-- -->]</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.exclude.</span><span class="path-main">string</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left"></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.</span><span class="path-main">file_types</span></div> <div class="type-name-line"><span class="type-name">array</span></div></td><td align="left">Files with extenstions specified here (subset of default value) only will be scanned to create dataset. Other files will be omitted. <div class="default-line default-line-with-docs">Default: <span class="default-value">[<!-- -->&#x27;<!-- -->csv<!-- -->&#x27;<!-- -->, <!-- -->&#x27;<!-- -->tsv<!-- -->&#x27;<!-- -->, <!-- -->&#x27;<!-- -->json<!-- -->&#x27;<!-- -->, <!-- -->&#x27;<!-- -->parquet<!-- -->&#x27;<!-- -->, <!-- -->&#x27;<!-- -->avro<!-- -->&#x27;<!-- -->]</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">path_specs.PathSpec.file_types.</span><span class="path-main">string</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left"></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">add_partition_columns_to_schema</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to add partition fields to the schema. <div class="default-line default-line-with-docs">Default: <span class="default-value">False</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">max_rows</span></div> <div class="type-name-line"><span class="type-name">integer</span></div></td><td align="left">Maximum number of rows to use when inferring schemas for TSV and CSV files. <div class="default-line default-line-with-docs">Default: <span class="default-value">100</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">number_of_files_to_sample</span></div> <div class="type-name-line"><span class="type-name">integer</span></div></td><td align="left">Number of files to list to sample for schema inference. This will be ignored if sample_files is set to False in the pathspec. <div class="default-line default-line-with-docs">Default: <span class="default-value">100</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">platform</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">The platform that this source connects to (either &#x27;abs&#x27; or &#x27;file&#x27;). If not specified, the platform will be inferred from the path_specs. <div class="default-line default-line-with-docs">Default: <span class="default-value"></span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">platform_instance</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">The instance of the platform that all assets produced by this recipe belong to. This should be unique within the platform. See <a href="https://docs.datahub.com/docs/platform-instances/" target="_blank" rel="noopener noreferrer">https://docs.datahub.com/docs/platform-instances/</a> for more details.</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">spark_config</span></div> <div class="type-name-line"><span class="type-name">object</span></div></td><td align="left">Spark configuration properties to set on the SparkSession. Put config property names into quotes. For example: &#x27;&quot;spark.executor.memory&quot;: &quot;2g&quot;&#x27; <div class="default-line default-line-with-docs">Default: <span class="default-value">{<!-- -->}</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">spark_driver_memory</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Max amount of memory to grant Spark. <div class="default-line default-line-with-docs">Default: <span class="default-value">4g</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">use_abs_blob_properties</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to create tags in datahub from the abs blob properties</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">use_abs_blob_tags</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to create tags in datahub from the abs blob tags</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">use_abs_container_properties</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to create tags in datahub from the abs container properties</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">verify_ssl</span></div> <div class="type-name-line"><span class="type-name">One of boolean, string</span></div></td><td align="left">Either a boolean, in which case it controls whether we verify the server&#x27;s TLS certificate, or a string, in which case it must be a path to a CA bundle to use. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">env</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">The environment that all assets produced by this connector belong to <div class="default-line default-line-with-docs">Default: <span class="default-value">PROD</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">azure_config</span></div> <div class="type-name-line"><span class="type-name">AzureConnectionConfig</span></div></td><td align="left">Azure configuration</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">account_name</span> <abbr title="Required if azure_config is set"></abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Name of the Azure storage account. See <a href="https://docs.microsoft.com/en-us/azure/storage/blobs/create-data-lake-storage-account" target="_blank" rel="noopener noreferrer">Microsoft official documentation on how to create a storage account.</a></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">container_name</span> <abbr title="Required if azure_config is set"></abbr></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Azure storage account container name.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">account_key</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Azure storage account access key that can be used as a credential. <strong>An account key, a SAS token or a client secret is required for authentication.</strong></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">base_path</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Base folder in hierarchical namespaces to start from. <div class="default-line default-line-with-docs">Default: <span class="default-value">/</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">client_id</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Azure client (Application) ID required when a <code>client_secret</code> is used as a credential.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">client_secret</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Azure client secret that can be used as a credential. <strong>An account key, a SAS token or a client secret is required for authentication.</strong></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">sas_token</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Azure storage account Shared Access Signature (SAS) token that can be used as a credential. <strong>An account key, a SAS token or a client secret is required for authentication.</strong></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">azure_config.</span><span class="path-main">tenant_id</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left">Azure tenant (Directory) ID required when a <code>client_secret</code> is used as a credential.</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">profile_patterns</span></div> <div class="type-name-line"><span class="type-name">AllowDenyPattern</span></div></td><td align="left">regex patterns for tables to profile <div class="default-line default-line-with-docs">Default: <span class="default-value">{<!-- -->&#x27;<!-- -->allow<!-- -->&#x27;<!-- -->: <!-- -->[<!-- -->&#x27;<!-- -->.<!-- -->*<!-- -->&#x27;<!-- -->]<!-- -->, <!-- -->&#x27;<!-- -->deny<!-- -->&#x27;<!-- -->: <!-- -->[<!-- -->]<!-- -->, <!-- -->&#x27;<!-- -->ignoreCase<!-- -->&#x27;<!-- -->: True<!-- -->}</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profile_patterns.</span><span class="path-main">ignoreCase</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to ignore case sensitivity during pattern matching. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profile_patterns.</span><span class="path-main">allow</span></div> <div class="type-name-line"><span class="type-name">array</span></div></td><td align="left">List of regex patterns to include in ingestion <div class="default-line default-line-with-docs">Default: <span class="default-value">[<!-- -->&#x27;<!-- -->.<!-- -->*<!-- -->&#x27;<!-- -->]</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profile_patterns.allow.</span><span class="path-main">string</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left"></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profile_patterns.</span><span class="path-main">deny</span></div> <div class="type-name-line"><span class="type-name">array</span></div></td><td align="left">List of regex patterns to exclude from ingestion. <div class="default-line default-line-with-docs">Default: <span class="default-value">[<!-- -->]</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profile_patterns.deny.</span><span class="path-main">string</span></div> <div class="type-name-line"><span class="type-name">string</span></div></td><td align="left"></td></tr><tr><td align="left"><div class="path-line"><span class="path-main">profiling</span></div> <div class="type-name-line"><span class="type-name">DataLakeProfilerConfig</span></div></td><td align="left">Data profiling configuration <div class="default-line default-line-with-docs">Default: <span class="default-value">{<!-- -->&#x27;<!-- -->enabled<!-- -->&#x27;<!-- -->: False, <!-- -->&#x27;<!-- -->operation<!-- -->_<!-- -->config<!-- -->&#x27;<!-- -->: <!-- -->{<!-- -->&#x27;<!-- -->lower<!-- -->_<!-- -->fre...</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">enabled</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether profiling should be done. <div class="default-line default-line-with-docs">Default: <span class="default-value">False</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_distinct_value_frequencies</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for distinct value frequencies. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_histogram</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the histogram for numeric fields. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_max_value</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the max value of numeric columns. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_mean_value</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the mean value of numeric columns. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_median_value</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the median value of numeric columns. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_min_value</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the min value of numeric columns. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_null_count</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the number of nulls for each column. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_quantiles</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the quantiles of numeric columns. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_sample_values</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the sample values for all columns. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">include_field_stddev_value</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to profile for the standard deviation of numeric columns. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">max_number_of_fields_to_profile</span></div> <div class="type-name-line"><span class="type-name">integer</span></div></td><td align="left">A positive integer that specifies the maximum number of columns to profile for any table. <code>None</code> implies all columns. The cost of profiling goes up significantly as the number of columns to profile goes up.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">profile_table_level_only</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to perform profiling at table-level only or include column-level profiling as well. <div class="default-line default-line-with-docs">Default: <span class="default-value">False</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.</span><span class="path-main">operation_config</span></div> <div class="type-name-line"><span class="type-name">OperationConfig</span></div></td><td align="left">Experimental feature. To specify operation configs.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.operation_config.</span><span class="path-main">lower_freq_profile_enabled</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether to do profiling at lower freq or not. This does not do any scheduling just adds additional checks to when not to run profiling. <div class="default-line default-line-with-docs">Default: <span class="default-value">False</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.operation_config.</span><span class="path-main">profile_date_of_month</span></div> <div class="type-name-line"><span class="type-name">integer</span></div></td><td align="left">Number between 1 to 31 for date of month (both inclusive). If not specified, defaults to Nothing and this field does not take affect.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">profiling.operation_config.</span><span class="path-main">profile_day_of_week</span></div> <div class="type-name-line"><span class="type-name">integer</span></div></td><td align="left">Number between 0 to 6 for day of week (both inclusive). 0 is Monday and 6 is Sunday. If not specified, defaults to Nothing and this field does not take affect.</td></tr><tr><td align="left"><div class="path-line"><span class="path-main">stateful_ingestion</span></div> <div class="type-name-line"><span class="type-name">StatefulStaleMetadataRemovalConfig</span></div></td><td align="left">Base specialized config for Stateful Ingestion with stale metadata removal capability.</td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">stateful_ingestion.</span><span class="path-main">enabled</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Whether or not to enable stateful ingest. Default: True if a pipeline_name is set and either a datahub-rest sink or <code>datahub_api</code> is specified, otherwise False <div class="default-line default-line-with-docs">Default: <span class="default-value">False</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">stateful_ingestion.</span><span class="path-main">fail_safe_threshold</span></div> <div class="type-name-line"><span class="type-name">number</span></div></td><td align="left">Prevents large amount of soft deletes &amp; the state from committing from accidental changes to the source configuration if the relative change percent in entities compared to the previous state is above the &#x27;fail_safe_threshold&#x27;. <div class="default-line default-line-with-docs">Default: <span class="default-value">75.0</span></div></td></tr><tr><td align="left"><div class="path-line"><span class="path-prefix">stateful_ingestion.</span><span class="path-main">remove_stale_metadata</span></div> <div class="type-name-line"><span class="type-name">boolean</span></div></td><td align="left">Soft-deletes the entities present in the last successful run but missing in the current run with stateful_ingestion enabled. <div class="default-line default-line-with-docs">Default: <span class="default-value">True</span></div></td></tr></tbody></table></div></div><div role="tabpanel" class="tabItem_Ymn6" hidden=""><p>The <a href="https://json-schema.org/" target="_blank" rel="noopener noreferrer">JSONSchema</a> for this configuration is inlined below.</p><div class="language-javascript codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-javascript codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;DataLakeSourceConfig&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Base configuration class for stateful ingestion for source configs to inherit from.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;properties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;path_specs&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Path Specs&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;List of PathSpec. See [below](#path-spec) the details about PathSpec&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;array&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;items&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;$ref&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;#/definitions/PathSpec&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;env&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Env&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;The environment that all assets produced by this connector belong to&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;PROD&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;platform_instance&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token 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class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_distinct_value_frequencies&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_histogram&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_sample_values&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allOf&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;$ref&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;#/definitions/DataLakeProfilerConfig&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;spark_driver_memory&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Spark Driver Memory&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Max amount of memory to grant Spark.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;4g&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;spark_config&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Spark Config&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Spark configuration properties to set on the SparkSession. Put config property names into quotes. For example: &#x27;\&quot;spark.executor.memory\&quot;: \&quot;2g\&quot;&#x27;&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;max_rows&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Max Rows&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Maximum number of rows to use when inferring schemas for TSV and CSV files.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token number" style="color:rgb(247, 140, 108)">100</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;integer&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;add_partition_columns_to_schema&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Add Partition Columns To Schema&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to add partition fields to the schema.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;verify_ssl&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Verify Ssl&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Either a boolean, in which case it controls whether we verify the server&#x27;s TLS certificate, or a string, in which case it must be a path to a CA bundle to use.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;anyOf&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;number_of_files_to_sample&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Number Of Files To Sample&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Number 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232, 141)">&quot;path_specs&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;additionalProperties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;definitions&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;SortKeyType&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;SortKeyType&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;An enumeration.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;enum&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;STRING&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;INTEGER&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;FLOAT&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;DATETIME&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token 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style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;SortKey&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;properties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;key&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Key&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;The key to sort on. This can be a compound key based on the path_spec variables.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;The date format to use when sorting. This is used to parse the date from the key. The format should follow the java [SimpleDateFormat](https://docs.oracle.com/javase/8/docs/api/java/text/SimpleDateFormat.html) format.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;STRING&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allOf&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;$ref&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;#/definitions/SortKeyType&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;date_format&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Date Format&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;The date format to use when sorting. 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class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;additionalProperties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;FolderTraversalMethod&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;FolderTraversalMethod&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;An enumeration.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;enum&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;ALL&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;MIN_MAX&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token 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class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;AllowDenyPattern&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;A class to store allow deny regexes&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;properties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allow&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Allow&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;List of regex patterns to 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property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;deny&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Deny&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;List of regex patterns to exclude from ingestion.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;array&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;items&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;ignoreCase&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Ignorecase&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to ignore case sensitivity during pattern matching.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;additionalProperties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;PathSpec&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;PathSpec&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;properties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Path to table. Name variable `{table}` is used to mark the folder with dataset. In absence of `{table}`, file level dataset will be created. Check below examples for more details.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;exclude&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Exclude&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;list of paths in glob pattern which will be excluded while scanning for the datasets&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;array&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;items&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;file_types&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;File Types&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Files with extenstions specified here (subset of default value) only will be scanned to create dataset. Other files will be omitted.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;csv&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;tsv&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;json&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;parquet&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;avro&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;array&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;items&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default_extension&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Default Extension&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;For files without extension it will assume the specified file type. If it is not set the files without extensions will be skipped.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;table_name&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Table Name&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Display name of the dataset.Combination of named variables from include path and strings&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;enable_compression&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Enable Compression&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Enable or disable processing compressed files. Currently .gz and .bz files are supported.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;sample_files&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Sample Files&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Not listing all the files but only taking a handful amount of sample file to infer the schema. File count and file size calculation will be disabled. This can affect performance significantly if enabled&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allow_double_stars&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Allow Double Stars&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Allow double stars in the include path. This can affect performance significantly if enabled&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;autodetect_partitions&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Autodetect Partitions&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Autodetect partition(s) from the path. If set to true, it will autodetect partition key/value if the folder format is {partition_key}={partition_value} for example `year=2024`&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;traversal_method&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Method to traverse the folder. ALL: Traverse all the folders, MIN_MAX: Traverse the folders by finding min and max value, MAX: Traverse the folder with max value&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;MAX&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allOf&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;$ref&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;#/definitions/FolderTraversalMethod&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_hidden_folders&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Hidden Folders&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include hidden folders in the traversal (folders starting with . or _&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;tables_filter_pattern&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Tables Filter Pattern&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;The tables_filter_pattern configuration field uses regular expressions to filter the tables part of the Pathspec for ingestion, allowing fine-grained control over which tables are included or excluded based on specified patterns. The default setting allows all tables.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allow&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;.*&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;deny&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;ignoreCase&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allOf&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;$ref&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;#/definitions/AllowDenyPattern&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;required&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;include&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;additionalProperties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;DynamicTypedStateProviderConfig&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;DynamicTypedStateProviderConfig&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;properties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Type&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;The type of the state provider to use. For DataHub use `datahub`&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;config&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Config&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;The configuration required for initializing the state provider. Default: The datahub_api config if set at pipeline level. Otherwise, the default DatahubClientConfig. See the defaults (https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/graph/client.py#L19).&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;required&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token 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string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Azure storage account Shared Access Signature (SAS) token that can be used as a credential. **An account key, a SAS token or a client secret is required for authentication.**&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;client_secret&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Client Secret&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Azure client secret that can be used as a credential. **An account key, a SAS token or a client secret is required for authentication.**&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;client_id&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Client Id&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Azure client (Application) ID required when a `client_secret` is used as a credential.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;tenant_id&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Tenant Id&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Azure tenant (Directory) ID required when a `client_secret` is used as a credential.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;string&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;required&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;container_name&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;account_name&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;additionalProperties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;OperationConfig&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;OperationConfig&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;properties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;lower_freq_profile_enabled&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Lower Freq Profile Enabled&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to do profiling at lower freq or not. This does not do any scheduling just adds additional checks to when not to run profiling.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;profile_day_of_week&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Profile Day Of Week&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Number between 0 to 6 for day of week (both inclusive). 0 is Monday and 6 is Sunday. If not specified, defaults to Nothing and this field does not take affect.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;integer&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;profile_date_of_month&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Profile Date Of Month&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Number between 1 to 31 for date of month (both inclusive). If not specified, defaults to Nothing and this field does not take affect.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;integer&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;additionalProperties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;DataLakeProfilerConfig&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;DataLakeProfilerConfig&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;object&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;properties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;enabled&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Enabled&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether profiling should be done.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;operation_config&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Operation Config&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Experimental feature. To specify operation configs.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;allOf&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;$ref&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;#/definitions/OperationConfig&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;profile_table_level_only&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Profile Table Level Only&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to perform profiling at table-level only or include column-level profiling as well.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;max_number_of_fields_to_profile&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Max Number Of Fields To Profile&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;A positive integer that specifies the maximum number of columns to profile for any table. `None` implies all columns. The cost of profiling goes up significantly as the number of columns to profile goes up.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;exclusiveMinimum&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token number" style="color:rgb(247, 140, 108)">0</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;integer&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_null_count&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Null Count&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the number of nulls for each column.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_min_value&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Min Value&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the min value of numeric columns.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_max_value&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Max Value&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the max value of numeric columns.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_mean_value&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Mean Value&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the mean value of numeric columns.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_median_value&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Median Value&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the median value of numeric columns.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_stddev_value&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Stddev Value&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the standard deviation of numeric columns.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_quantiles&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Quantiles&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the quantiles of numeric columns.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_distinct_value_frequencies&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Distinct Value Frequencies&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for distinct value frequencies.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_histogram&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Histogram&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the histogram for numeric fields.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;include_field_sample_values&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;title&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Include Field Sample Values&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;description&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;Whether to profile for the sample values for all columns.&quot;</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;default&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">true</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;type&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token string" style="color:rgb(195, 232, 141)">&quot;boolean&quot;</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token punctuation" style="color:rgb(199, 146, 234)">,</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token string-property property">&quot;additionalProperties&quot;</span><span class="token operator" style="color:rgb(137, 221, 255)">:</span><span class="token plain"> </span><span class="token boolean" style="color:rgb(255, 88, 116)">false</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> </span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"></span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div></div></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="path-specs">Path Specs<a href="#path-specs" class="hash-link" aria-label="Direct link to Path Specs" title="Direct link to Path Specs"></a></h3><p>Path Specs (<code>path_specs</code>) is a list of Path Spec (<code>path_spec</code>) objects, where each individual <code>path_spec</code> represents one or more datasets. The include path (<code>path_spec.include</code>) represents a formatted path to the dataset. This path must end with <code>*.*</code> or <code>*.[ext]</code> to represent the leaf level. If <code>*.[ext]</code> is provided, then only files with the specified extension type will be scanned. &quot;<code>.[ext]</code>&quot; can be any of the <a href="#supported-file-types">supported file types</a>. Refer to <a href="#example-1---individual-file-as-dataset">example 1</a> below for more details.</p><p>All folder levels need to be specified in the include path. You can use <code>/*/</code> to represent a folder level and avoid specifying the exact folder name. To map a folder as a dataset, use the <code>{table}</code> placeholder to represent the folder level for which the dataset is to be created. For a partitioned dataset, you can use the placeholder <code>{partition_key[i]}</code> to represent the name of the <code>i</code>th partition and <code>{partition[i]}</code> to represent the value of the <code>i</code>th partition. During ingestion, <code>i</code> will be used to match the partition_key to the partition. Refer to <a href="#example-2---folder-of-files-as-dataset-without-partitions">examples 2 and 3</a> below for more details.</p><p>Exclude paths (<code>path_spec.exclude</code>) can be used to ignore paths that are not relevant to the current <code>path_spec</code>. This path cannot have named variables (<code>{}</code>). The exclude path can have <code>**</code> to represent multiple folder levels. Refer to <a href="#example-4---folder-of-files-as-dataset-with-partitions-and-exclude-filter">example 4</a> below for more details.</p><p>Refer to <a href="#example-5---advanced---either-individual-file-or-folder-of-files-as-dataset">example 5</a> if your container has a more complex dataset representation.</p><p><strong>Additional points to note</strong></p><ul><li>Folder names should not contain {, }, <!-- -->*<!-- -->, / in their names.</li><li>Named variable {folder} is reserved for internal working. please do not use in named variables.</li></ul><h3 class="anchor anchorWithStickyNavbar_LWe7" id="path-specs---examples">Path Specs - Examples<a href="#path-specs---examples" class="hash-link" aria-label="Direct link to Path Specs - Examples" title="Direct link to Path Specs - Examples"></a></h3><h4 class="anchor anchorWithStickyNavbar_LWe7" id="example-1---individual-file-as-dataset">Example 1 - Individual file as Dataset<a href="#example-1---individual-file-as-dataset" class="hash-link" aria-label="Direct link to Example 1 - Individual file as Dataset" title="Direct link to Example 1 - Individual file as Dataset"></a></h4><p>Container structure:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">test-container</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── employees.csv</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── departments.json</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">└── food_items.csv</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Path specs config to ingest <code>employees.csv</code> and <code>food_items.csv</code> as datasets:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">path_specs:</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - include: https://storageaccountname.blob.core.windows.net/test-container/*.csv</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>This will automatically ignore <code>departments.json</code> file. To include it, use <code>*.*</code> instead of <code>*.csv</code>.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="example-2---folder-of-files-as-dataset-without-partitions">Example 2 - Folder of files as Dataset (without Partitions)<a href="#example-2---folder-of-files-as-dataset-without-partitions" class="hash-link" aria-label="Direct link to Example 2 - Folder of files as Dataset (without Partitions)" title="Direct link to Example 2 - Folder of files as Dataset (without Partitions)"></a></h4><p>Container structure:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">test-container</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">└── offers</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> ├── 1.avro</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── 2.avro</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Path specs config to ingest folder <code>offers</code> as dataset:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">path_specs:</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - include: https://storageaccountname.blob.core.windows.net/test-container/{table}/*.avro</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><code>{table}</code> represents folder for which dataset will be created.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="example-3---folder-of-files-as-dataset-with-partitions">Example 3 - Folder of files as Dataset (with Partitions)<a href="#example-3---folder-of-files-as-dataset-with-partitions" class="hash-link" aria-label="Direct link to Example 3 - Folder of files as Dataset (with Partitions)" title="Direct link to Example 3 - Folder of files as Dataset (with Partitions)"></a></h4><p>Container structure:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">test-container</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── orders</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ └── year=2022</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ └── month=2</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ ├── 1.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ └── 2.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">└── returns</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── year=2021</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── month=2</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── 1.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Path specs config to ingest folders <code>orders</code> and <code>returns</code> as datasets:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">path_specs:</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - include: https://storageaccountname.blob.core.windows.net/test-container/{table}/{partition_key[0]}={partition[0]}/{partition_key[1]}={partition[1]}/*.parquet</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>One can also use <code>include: https://storageaccountname.blob.core.windows.net/test-container/{table}/*/*/*.parquet</code> here however above format is preferred as it allows declaring partitions explicitly.</p><h4 class="anchor anchorWithStickyNavbar_LWe7" id="example-4---folder-of-files-as-dataset-with-partitions-and-exclude-filter">Example 4 - Folder of files as Dataset (with Partitions), and Exclude Filter<a href="#example-4---folder-of-files-as-dataset-with-partitions-and-exclude-filter" class="hash-link" aria-label="Direct link to Example 4 - Folder of files as Dataset (with Partitions), and Exclude Filter" title="Direct link to Example 4 - Folder of files as Dataset (with Partitions), and Exclude Filter"></a></h4><p>Container structure:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">test-container</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── orders</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ └── year=2022</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ └── month=2</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ ├── 1.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ └── 2.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">└── tmp_orders</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── year=2021</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── month=2</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── 1.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Path specs config to ingest folder <code>orders</code> as dataset but not folder <code>tmp_orders</code>:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">path_specs:</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - include: https://storageaccountname.blob.core.windows.net/test-container/{table}/{partition_key[0]}={partition[0]}/{partition_key[1]}={partition[1]}/*.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> exclude:</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - **/tmp_orders/**</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><h4 class="anchor anchorWithStickyNavbar_LWe7" id="example-5---advanced---either-individual-file-or-folder-of-files-as-dataset">Example 5 - Advanced - Either Individual file OR Folder of files as Dataset<a href="#example-5---advanced---either-individual-file-or-folder-of-files-as-dataset" class="hash-link" aria-label="Direct link to Example 5 - Advanced - Either Individual file OR Folder of files as Dataset" title="Direct link to Example 5 - Advanced - Either Individual file OR Folder of files as Dataset"></a></h4><p>Container structure:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">test-container</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── customers</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ ├── part1.json</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ ├── part2.json</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ ├── part3.json</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">│ └── part4.json</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── employees.csv</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── food_items.csv</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">├── tmp_10101000.csv</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">└── orders</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── year=2022</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── month=2</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> ├── 1.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> ├── 2.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> └── 3.parquet</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain" style="display:inline-block"></span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Path specs config:</p><div class="codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">path_specs:</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - include: https://storageaccountname.blob.core.windows.net/test-container/*.csv</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> exclude:</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - **/tmp_10101000.csv</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - include: https://storageaccountname.blob.core.windows.net/test-container/{table}/*.json</span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain"> - include: https://storageaccountname.blob.core.windows.net/test-container/{table}/{partition_key[0]}={partition[0]}/{partition_key[1]}={partition[1]}/*.parquet</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p>Above config has 3 path_specs and will ingest following datasets</p><ul><li><code>employees.csv</code> - Single File as Dataset</li><li><code>food_items.csv</code> - Single File as Dataset</li><li><code>customers</code> - Folder as Dataset</li><li><code>orders</code> - Folder as Dataset
and will ignore file <code>tmp_10101000.csv</code></li></ul><p><strong>Valid path_specs.include</strong></p><div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_biex"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">foo</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">bar</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">avro </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># single file table</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">foo</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token plain"> </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># mulitple file level tables</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">foo</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">avro </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic">#table without partition</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">foo</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">avro </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic">#table where partitions are not specified</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">foo</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token plain"> </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># table where no partitions as well as data type specified</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">dept</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">avro </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># specifying keywords to be used in display name</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">dept</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition_key</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">0</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">0</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition_key</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">1</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">=</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">1</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">avro </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># specify partition key and value format</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">dept</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">0</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">1</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">2</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">avro </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># specify partition value only format</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">dept</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">tests</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">0</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">1</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">2</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token plain"> </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># for all extensions</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">0</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">1</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">2</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token plain"> </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># table is present at 2 levels down in container</span><span class="token plain"></span><br></span><span class="token-line" style="color:#bfc7d5"><span class="token plain">https</span><span class="token punctuation" style="color:rgb(199, 146, 234)">:</span><span class="token operator" style="color:rgb(137, 221, 255)">//</span><span class="token plain">storageaccountname</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">blob</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">core</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">windows</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token plain">net</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token plain">my</span><span class="token operator" style="color:rgb(137, 221, 255)">-</span><span class="token plain">container</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">table</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">0</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">1</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token punctuation" style="color:rgb(199, 146, 234)">{</span><span class="token plain">partition</span><span class="token punctuation" style="color:rgb(199, 146, 234)">[</span><span class="token number" style="color:rgb(247, 140, 108)">2</span><span class="token punctuation" style="color:rgb(199, 146, 234)">]</span><span class="token punctuation" style="color:rgb(199, 146, 234)">}</span><span class="token operator" style="color:rgb(137, 221, 255)">/</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token punctuation" style="color:rgb(199, 146, 234)">.</span><span class="token operator" style="color:rgb(137, 221, 255)">*</span><span class="token plain"> </span><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># table is present at 3 levels down in container</span><br></span></code></pre><div class="buttonGroup__atx"><button type="button" aria-label="Copy code to clipboard" title="Copy" class="clean-btn"><span class="copyButtonIcons_eSgA" aria-hidden="true"><svg viewBox="0 0 24 24" class="copyButtonIcon_y97N"><path fill="currentColor" d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z"></path></svg><svg viewBox="0 0 24 24" class="copyButtonSuccessIcon_LjdS"><path fill="currentColor" d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z"></path></svg></span></button></div></div></div><p><strong>Valid path_specs.exclude</strong></p><ul><li>*<!-- -->*<!-- -->/tests/<!-- -->*<!-- -->*</li><li><a href="https://storageaccountname.blob.core.windows.net/my-container/hr/" target="_blank" rel="noopener noreferrer">https://storageaccountname.blob.core.windows.net/my-container/hr/</a>**</li><li>*<em>/tests/</em>.csv</li><li><a href="https://storageaccountname.blob.core.windows.net/my-container/foo/*/my_table/" target="_blank" rel="noopener noreferrer">https://storageaccountname.blob.core.windows.net/my-container/foo/*/my_table/</a>**</li></ul><p>If you would like to write a more complicated function for resolving file names, then a {transformer} would be a good fit.</p><div class="theme-admonition theme-admonition-caution alert alert--warning admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 16 16"><path fill-rule="evenodd" d="M8.893 1.5c-.183-.31-.52-.5-.887-.5s-.703.19-.886.5L.138 13.499a.98.98 0 0 0 0 1.001c.193.31.53.501.886.501h13.964c.367 0 .704-.19.877-.5a1.03 1.03 0 0 0 .01-1.002L8.893 1.5zm.133 11.497H6.987v-2.003h2.039v2.003zm0-3.004H6.987V5.987h2.039v4.006z"></path></svg></span>caution</div><div class="admonitionContent_S0QG"><p>Specify as long fixed prefix ( with out /<!-- -->*<!-- -->/ ) as possible in <code>path_specs.include</code>. This will reduce the scanning time and cost, specifically on AWS S3</p></div></div><div class="theme-admonition theme-admonition-caution alert alert--warning admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 16 16"><path fill-rule="evenodd" d="M8.893 1.5c-.183-.31-.52-.5-.887-.5s-.703.19-.886.5L.138 13.499a.98.98 0 0 0 0 1.001c.193.31.53.501.886.501h13.964c.367 0 .704-.19.877-.5a1.03 1.03 0 0 0 .01-1.002L8.893 1.5zm.133 11.497H6.987v-2.003h2.039v2.003zm0-3.004H6.987V5.987h2.039v4.006z"></path></svg></span>caution</div><div class="admonitionContent_S0QG"><p>Running profiling against many tables or over many rows can run up significant costs.
While we&#x27;ve done our best to limit the expensiveness of the queries the profiler runs, you
should be prudent about the set of tables profiling is enabled on or the frequency
of the profiling runs.</p></div></div><div class="theme-admonition theme-admonition-caution alert alert--warning admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 16 16"><path fill-rule="evenodd" d="M8.893 1.5c-.183-.31-.52-.5-.887-.5s-.703.19-.886.5L.138 13.499a.98.98 0 0 0 0 1.001c.193.31.53.501.886.501h13.964c.367 0 .704-.19.877-.5a1.03 1.03 0 0 0 .01-1.002L8.893 1.5zm.133 11.497H6.987v-2.003h2.039v2.003zm0-3.004H6.987V5.987h2.039v4.006z"></path></svg></span>caution</div><div class="admonitionContent_S0QG"><p>If you are ingesting datasets from AWS S3, we recommend running the ingestion on a server in the same region to avoid high egress costs.</p></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="compatibility">Compatibility<a href="#compatibility" class="hash-link" aria-label="Direct link to Compatibility" title="Direct link to Compatibility"></a></h3><p>Profiles are computed with PyDeequ, which relies on PySpark. Therefore, for computing profiles, we currently require Spark 3.0.3 with Hadoop 3.2 to be installed and the <code>SPARK_HOME</code> and <code>SPARK_VERSION</code> environment variables to be set. The Spark+Hadoop binary can be downloaded <a href="https://www.apache.org/dyn/closer.lua/spark/spark-3.0.3/spark-3.0.3-bin-hadoop3.2.tgz" target="_blank" rel="noopener noreferrer">here</a>.</p><p>For an example guide on setting up PyDeequ on AWS, see <a href="https://aws.amazon.com/blogs/big-data/testing-data-quality-at-scale-with-pydeequ/" target="_blank" rel="noopener noreferrer">this guide</a>.</p><div class="theme-admonition theme-admonition-caution alert alert--warning admonition_LlT9"><div class="admonitionHeading_tbUL"><span class="admonitionIcon_kALy"><svg viewBox="0 0 16 16"><path fill-rule="evenodd" d="M8.893 1.5c-.183-.31-.52-.5-.887-.5s-.703.19-.886.5L.138 13.499a.98.98 0 0 0 0 1.001c.193.31.53.501.886.501h13.964c.367 0 .704-.19.877-.5a1.03 1.03 0 0 0 .01-1.002L8.893 1.5zm.133 11.497H6.987v-2.003h2.039v2.003zm0-3.004H6.987V5.987h2.039v4.006z"></path></svg></span>caution</div><div class="admonitionContent_S0QG"><p>From Spark 3.2.0+, Avro reader fails on column names that don&#x27;t start with a letter and contains other character than letters, number, and underscore. <!-- -->[https://github.com/apache/spark/blob/72c62b6596d21e975c5597f8fff84b1a9d070a02/connector/avro/src/main/scala/org/apache/spark/sql/avro/AvroFileFormat.scala#L158]<!-- -->
Avro files that contain such columns won&#x27;t be profiled.</p></div></div><h3 class="anchor anchorWithStickyNavbar_LWe7" id="code-coordinates">Code Coordinates<a href="#code-coordinates" class="hash-link" aria-label="Direct link to Code Coordinates" title="Direct link to Code Coordinates"></a></h3><ul><li>Class Name: <code>datahub.ingestion.source.abs.source.ABSSource</code></li><li>Browse on <a href="https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/source/abs/source.py" target="_blank" rel="noopener noreferrer">GitHub</a></li></ul><h2>Questions</h2><p>If you&#x27;ve got any questions on configuring ingestion for ABS Data Lake, feel free to ping us on <a href="https://datahub.com/slack" target="_blank" rel="noopener noreferrer">our Slack</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="slackUtm_uoBr"><div class="slackUtm_uoBr"><hr>Need more help? 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