From 30881ea5c69ca75fad26b5897b8542acb85f31bd Mon Sep 17 00:00:00 2001 From: Erin Cochran Date: Thu, 16 Nov 2023 16:21:57 -0500 Subject: [PATCH] [docs] - Asset selection syntax updates (#18041) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## Summary & Motivation This PR cleans up the Asset selection guide and adds links to the guide elsewhere in the docs. Specifically: - Adds section headings to syntax guide - Puts the syntax/usage reference into a table - Adds an expanded **Examples** section. For each scenario, added examples in Python, the CLI, and the Dagster UI. I opted to do this because there seemed to be (at least during my testing) subtle differences in syntax for each approach. Also, visuals can help make it clear what to expect for different queries. **Before**: ![Screenshot 2023-11-16 at 10 45 12 AM](https://github.com/dagster-io/dagster/assets/16615212/eb0d2f26-0484-4e18-9e3b-4c2d02992df5) **After**: ![Screenshot 2023-11-16 at 10 45 32 AM](https://github.com/dagster-io/dagster/assets/16615212/d1428eec-7f96-413d-87f9-3d540b3201c8) ![Screenshot 2023-11-16 at 10 49 30 AM](https://github.com/dagster-io/dagster/assets/16615212/1c1bc02a-8589-4fc9-bb1b-566f835ac65b) ## How I Tested These Changes 👀 , DU project + CLI, UI, Python --- .../assets/asset-selection-syntax.mdx | 575 +++++++++++++++++- .../assets/software-defined-assets.mdx | 2 + .../asset-selection-syntax-dag.png | Bin 0 -> 340463 bytes .../select-disjointed-lineages.png | Bin 0 -> 226886 bytes .../select-downstream-dependencies.png | Bin 0 -> 292445 bytes .../asset-selection/select-entire-lineage.png | Bin 0 -> 291831 bytes .../select-multiple-components.png | Bin 0 -> 205696 bytes .../asset-selection/select-single-asset.png | Bin 0 -> 196506 bytes .../select-two-downstream-layers.png | Bin 0 -> 279792 bytes .../select-two-upstream-layers.png | Bin 0 -> 290733 bytes .../select-upstream-dependencies.png | Bin 0 -> 310853 bytes 11 files changed, 554 insertions(+), 23 deletions(-) create mode 100644 docs/next/public/images/concepts/assets/asset-selection/asset-selection-syntax-dag.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-disjointed-lineages.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-downstream-dependencies.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-entire-lineage.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-multiple-components.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-single-asset.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-two-downstream-layers.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-two-upstream-layers.png create mode 100644 docs/next/public/images/concepts/assets/asset-selection/select-upstream-dependencies.png diff --git a/docs/content/concepts/assets/asset-selection-syntax.mdx b/docs/content/concepts/assets/asset-selection-syntax.mdx index 960f14df90c4d..0bfc46096d3d1 100644 --- a/docs/content/concepts/assets/asset-selection-syntax.mdx +++ b/docs/content/concepts/assets/asset-selection-syntax.mdx @@ -1,32 +1,561 @@ --- -title: Asset Selection Syntax | Dagster -description: To specify an asset selection, Dagster supports a simple query syntax. +title: "Asset selection syntax | Dagster Docs" +description: "Learn how to use Dagster's query syntax to select assets in your code, the Dagster UI, and the Dagster CLI." --- -# Asset Selection Syntax +# Asset selection syntax -To specify an asset selection as a string, Dagster supports a simple query syntax. This selection syntax is accepted in a few different places: +Using a simple query syntax, you can specify an asset selection as a string. In this guide, we'll cover where the syntax is supported, how it works, and some examples. -- The `list` and `materialize` commands in the [asset command-line interface](/\_apidocs/cli#dagster-asset). -- The asset filter text box on the asset graph page, in the UI. -- The `selection` parameter of . (This parameter alternatively accepts an object, which supports more complex selections built from compositions of Python objects.) +--- + +## Supported locations + +The asset selection syntax can be used in: + +- **In the `selection` parameter of .** Alternatively, this parameter accepts an object, which supports more complex selections built from compositions of Python objects. For example: + + ```python + taxi_zones_job = define_asset_job(name="taxi_zones_job", selection="taxi_zones_file") + ``` + +- **The [asset command-line interface](/\_apidocs/cli#dagster-asset)** with the `list` and `materialize` commands. For example: + + ```shell + dagster asset list --select taxi_zones_file + ``` + +- **In the Dagster UI**, in the search box on the [**Global asset lineage** page](/concepts/webserver/ui#global-asset-lineage). The [Examples](#examples) section demonstrates how asset selection queries work in the UI. + +--- + +## Usage + +A query includes a list of clauses. Clauses are separated by commas, except in the case of the `selection` parameter of , , and , where each clause is a separate element in a list. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ Clause syntax + Description
+ ASSET_KEY + Selects a single asset by asset key
+ COMPONENT/COMPONENT + + Selects an asset key with multiple components, such as a prefix, where + slashes (/) are inserted between components. For example, + to select an asset with an in Python of{" "} + AssetKey(["manhattan", "manhattan_stats"]), the query would + be manhattan/manhattan_stats +
+ *ASSET_KEY + + An asterisk (*) preceding an asset key selects an asset and + all of its upstream dependencies +
+ ASSET_KEY* + + An asterisk (*) preceding an asset key selects an asset and + all of its downstream dependencies +
+ +ASSET_KEY + + A plus sign (+) preceding an asset key selects an asset and + one layer upstream of the asset. +

+

+ Including multiple +s will select that number of upstream layers + from the asset. For example, ++ASSET_KEY will select the asset + and two upstream layers of dependencies. Any number of +s is + supported. +
+ ASSET_KEY+ + + A plus sign (+) following an asset key selects an asset and + one layer upstream of the asset. +

+

+ Including multiple +s will select that number of downstream + layers from the asset. For example, ASSET_KEY++ will select + the asset and two downstream layers of dependencies. Any number of + + + s is supported. +
+ +--- + +## Examples + +To demonstrate how to use the asset selection syntax, we'll use the following asset graph from the [Dagster University Essentials project](https://github.com/dagster-io/project-dagster-university): + + + + + +### Selecting a single asset + +To select a single asset, use the asset's asset key. In this example, we want to select the `taxi_zones_file` asset: + + + + +```python +raw_data_job = define_asset_job(name="raw_data_job", selection="taxi_zones_file") +``` + +--- + + + + +```shell +dagster asset list --select taxi_zones_file +dagster asset materialize --select taxi_zones_file +``` + +--- + + + + +```shell +taxi_zones_file +``` + +Which would result in the following asset graph: + + + + + +--- + + + + +### Selecting assets with multiple key components + +To select an asset with a key containing multiple components, such as a prefix, insert slashes (`/`) between the components. + +In this example, we want to select the `manhattan/manhattan_stats` asset. The asset is defined as follows - note the `key_prefix`: + +```python +@asset( + deps=[AssetKey(["taxi_trips"]), AssetKey(["taxi_zones"])], key_prefix="manhattan" +) +def manhattan_stats(database: DuckDBResource): + ... +``` + +--- + + + + +```python +manhattan_job = define_asset_job(name="manhattan_job", selection="manhattan/manhattan_stats") +``` + +--- + + + + +```shell +dagster asset list --select manhattan/manhattan_stats +dagster asset materialize --select manhattan/manhattan_stats +``` + +--- + + + + +```shell +manhattan/manhattan_stats +``` + +Which would result in the following asset graph: + + + + + +--- + + + + +### Selecting multiple assets + +To select multiple assets, use a list of the assets' asset keys. The assets don't have to be dependent on each other. + +In this example, we want to select the `taxi_zones_file` and `taxi_trips_file` assets: + + + + +```python +raw_data_job = define_asset_job( + name="taxi_zones_job", selection=["taxi_zones_file", "taxi_trips_file"] +) +``` + +--- + + + + +When selecting multiple assets, enclose the list of asset keys in double quotes (`"`) and separate each asset key with a comma. + +```shell +dagster asset list --select "taxi_zones_file,taxi_trips_file" +dagster asset materialize --select "taxi_zones_file,taxi_trips_file" +``` + +--- + + + + +```shell +taxi_zones_file taxi_trips_file +``` + +Which would result in the following asset graph: + + + + + +--- + + + + +### Selecting an asset's entire lineage + +To select an asset's entire lineage, add an asterisk (`*`) before and after the asset key in the query. + +In this example, we want to select the entire lineage for the `taxi_zones` asset: + + + + +```python +taxi_zones_job = define_asset_job(name="taxi_zones_job", selection="*taxi_zones*") +``` + +--- + + + + +When selecting an asset's entire lineage using the CLI, enclose the asterisk (`*`) and the asset key in double quotes (`"`): -It works as follows: +```shell +dagster asset list --select "*taxi_zones*" +dagster asset materialize --select "*taxi_zones*" +``` -- A query includes a list of clauses. Clauses are separated by commas, except in the case of the `selection` parameter of , , and , where each clause is a separate element in a list. -- A clause can be an asset key, in which case that asset is selected. -- An asset key with multiple components can be specified by inserting slashes between the components. -- A clause can be an asset key preceded by `*`, in which case that asset and all of its ancestors (upstream dependencies) are selected. -- A clause can be an asset key followed by `*`, in which case that asset and all of its descendents (downstream dependencies) are selected. -- A clause can be an asset key followed by any number of `+`s, in which case that asset and descendents up to that many hops away are selected. -- A clause can be an asset key preceded by any number of `+`s, in which case that asset and ancestors up to that many hops away are selected. +--- + + + + +```shell +*taxi_zones* +``` + +Which would result in the following asset graph: + + + + + +--- + + + + +### Selecting upstream dependencies + +#### Selecting all upstream dependencies + +To select an asset and all its upstream dependencies, add an asterisk (`*`) before the asset key in the query. + +In this example, we want to select the `manhattan_map` asset and all its upstream dependencies: + + + + +```python +manhattan_job = define_asset_job(name="manhattan_job", selection="*manhattan_map") +``` + +--- + + + + +When selecting an asset's dependencies using the CLI, enclose the asterisk (`*`) and the asset key in double quotes (`"`): + +```shell +dagster asset list --select "*manhattan_map" +dagster asset materialize --select "*manhattan_map" +``` + +--- + + + + +```shell +*manhattan_map +``` + +Which would result in the following asset graph: + + + + + +--- + + + + +#### Selecting a specific number of upstream layers + +To select an asset and multiple upstream layers, add a plus sign (`+`) for each layer you want to select before the asset key in the query. + +In this example, we want to select the `manhattan_map` asset and two upstream layers: + + + + +```python +manhattan_job = define_asset_job(name="manhattan_job", selection="++manhattan_map") +``` + +--- + + + + +When selecting an asset's dependencies using the CLI, enclose the plus sign (`+`) and the asset key in double quotes (`"`): + +```shell +dagster asset list --select "++manhattan_map" +dagster asset materialize --select "++manhattan_map" +``` + +--- + + + + +```shell +++manhattan_map +``` + +Which would result in the following asset graph: + + + + + +--- + + + + +### Selecting downstream dependencies + +#### Selecting all downstream dependencies + +To select an asset and all its downstream dependencies, add an asterisk (`*`) after the asset key in the query. + +In this example, we want to select the `taxi_zones_file` asset and all its downstream dependencies: + + + + +```python +taxi_zones_job = define_asset_job(name="taxi_zones_job", selection="taxi_zones_file*") +``` + +--- + + + + +When selecting an asset's dependencies using the CLI, enclose the asterisk (`*`) and the asset key in double quotes (`"`): + +```shell +dagster asset list --select "taxi_zones_file*" +dagster asset materialize --select "taxi_zones_file*" +``` + +--- + + + + +```shell +taxi_zones_file* +``` + +Which would result in the following asset graph: + + + + + +--- + + + + +#### Specific a number of downstream layers + +To select an asset and multiple downstream layers, add plus sign (`+`) for each layer you want to select after the asset key in the query. + +In this example, we want to select the `taxi_trips_file` asset and two downstream layers: + + + + +```python +taxi_zones_job = define_asset_job(name="taxi_zones_job", selection="taxi_zones_file++") +``` + + + + +When selecting an asset's dependencies using the CLI, enclose the plus sign (`+`) and the asset key in double quotes (`"`): + +```shell +dagster asset list --select "taxi_zones_file++" +dagster asset materialize --select "taxi_zones_file++" +``` + + + + +```shell +taxi_zones_file++ +``` + +Which would result in the following asset graph: + + + + + + + + +--- -**Clause examples** +## Related -- `some_asset`: select "some_asset" itself -- `my/prefixed/asset`: select the asset whose in Python is `AssetKey(["my", "prefixed", "asset"])` -- `*some_asset`: select "some_asset" and all ancestors (upstream dependencies). -- `some_asset*`: select "some_asset" and all descendants (downstream dependencies). -- `*some_asset*`: select "some_asset" and all of its ancestors and descendants. -- `+some_asset`: select "some_asset" and its direct parents. -- `some_asset+++`: select "some_asset" and its children, its children's children, and its children's children's children. + + + + + diff --git a/docs/content/concepts/assets/software-defined-assets.mdx b/docs/content/concepts/assets/software-defined-assets.mdx index 3c6991323e6d0..b7eaabc695cf7 100644 --- a/docs/content/concepts/assets/software-defined-assets.mdx +++ b/docs/content/concepts/assets/software-defined-assets.mdx @@ -402,6 +402,8 @@ To view a graph of all assets and their dependencies, you can: - Click **View global asset lineage** in the [**Asset catalog**](#asset-catalog) - Click the **Lineage tab** in the [**Asset details** page](#asset-details) +To show a subset of assets in the graph, use the **search bar** next to the **Filter** button. 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