Weave
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Weave Panels allow users to directly query W&B for data, visualize the results, and further analyze interactively. Weave Panels have 4 primary components, as illustrated in the image below:
- 1.The Weave Expression: specifies the query to execute against W&B's backend
- 2.The Weave Panel Selector: specifies the Panel used to display the results of the query.
- 3.The Weave Configuration: enables the user to configure the parameters of the Weave Expression and/or Weave Panel
- 4.The Weave Result Panel: the primary area of the Weave Panel, displaying the result of the Weave Expression query, using the Weave Panel and Configuration specified.
Weave Expressions allow the user to query the data stored in W&B - from runs, to artifacts, to models, to tables, and more! The most common Weave Expression is generated from logging a Table,
wandb.log({"predictions":<MY_TABLE>}), and will look like this:Let's break this down:
runsis a variable automatically injected in Weave Panel Expressions when the Weave Panel is in a Workspace. Its "value" is the list of runs which are visible for that particular Workspace. Read about the different attributes available within a run here.summaryis an op which returns the Summary object for a Run. Note: ops are "mapped", meaning this op is applied to each Run in the list, resulting in a list of Summary objects.["predictions"]is a Pick op (denoted with brackets), with a parameter of "predictions". Since Summary objects act like dictionaries or maps, this operation "picks" the "predictions" field off of each Summary object. As noted above, the "predictions" field is a Table, and therefore this query results in the Table above.
Weave expressions are extremely powerful, for example, the following expression says:
- Filter my runs to just those whose
name = "easy-bird-1" - Get their Summary objects
- Pick the "Predictions" value
- Merge the Tables
- Query the Tables
- Plot the results
Note that the Merge, Query, and Plot configuration is specified in the Weave Configuration (discussed below). Please refer to the Weave Expression Docs for a full discussion of Ops, Types, and other characteristics of this query language.
After constructing a Weave Expression, the Weave Panel will automatically select a panel to use to display the results. The most common Panel for the resulting datatype is automatically selected. However, if you wish to change the panel, simply click the dropdown and select a different panel.
There are a few special case to be aware of:
- 1.If you are currently viewing a Table, then a
Plot table queryoption will be available in addition to all the other normal options. Selecting this option means that you want to plot the results of the current table query. So, if you have perhaps added a custom field, grouped, sorted, filtered, or otherwise manipulated the table, you can selectPlot table queryto use the current results as the input to the plot. - 2.
Merge Tables: <Panel>is a special case where the incoming datatype is a List of Tables. In such cases, the "Merge Tables" portion of the panel allows users to either concatenate all the rows, or join the tables on a particular column. This setting is configured in the Weave Configuration (discussed below) and shown in the following screen shots - 3.
List of: <Panel>is a special case where the incoming datatype is a List - and you wish to display a paginated view of panels. The following example showsList of: Plot, where each plot is from a different run
Clicking the Gear icon in the upper right corner will expand the Weave Configuration. This allows the user to configure the parameters for certain expression ops as well as the result panel. For example:
In the above example, we see 3 sections in the expanded Weave Configuration:
- 1.
Merge Tables: themergeop in the expression has additional configuration properties (in this case Concatenate or Join) which are exposed here. - 2.
Table Query: thetableop in the expression represents a table query applied to the results - users can edit the table query interactively by clicking theEdit table querybutton. - 3.
Plot: finally, after any expression ops are configured, the Result Panel itself can be configured. In this case, thePlotpanel has configuration for setting the dimensions and other plot characteristics. Here, we have configured a boxplot with the categorical ground truth value along the x axis, and the model's predicted score for the "1" class along the y axis. As we would expect, the distribution of scores for "1" is notably higher than the other classes.
Finally, the Weave Result Panel renders the result of the Weave Expression, using the selected Weave Panel, configured by the configuration to display the data in an interactive form. Here we can see a Table and a Plot of the same data.
To resize all columns to the same size at once, you can
shift + resize mouse drag.Weave Panels are automatically created whenever a user logs a Table or logs a Custom Chart. In such cases, will automatically set the Weave Expression to
run.summary["<TABLE_NAME>"] and render the Table Panel. Furthermore, you can directly add a Weave Panel to a workspace by selecting the Weave Panel from the "add panel" button.Last modified 14h ago