TFIDFRetriever:v2
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vectorizer
TfidfVectorizer()
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Anonymous Mode Are you publishing code that you want anyone to be able to run easily? Use Anonymous Mode to let someone run your code, see a W&B dashboard, and visualize results without needing to create a W&B account first. Allow results to be logged in Anonymous Mode with wandb.init(anonymous="allow") :::info Publishing a paper? Please cite W&B, and if you have questions about how to make your code accessible while using W&B, reach out to us at support@wandb.com.
::: How does someone without a...
guides/app/features/anon.md
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No artifact logging: Runs will print a warning on the command line that you can't log an artifact to an anonymous run. No profile or settings pages: Certain pages aren't available in the UI, because they're only useful for real accounts.
guides/app/features/anon.md
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Custom Charts Use Custom Charts to create charts that aren't possible right now in the default UI.
Log arbitrary tables of data and visualize them exactly how you want. Control details of fonts, colors, and tooltips with the power of Vega. To visualize a list of multiple values logged at one specific time, use a customwandb.Table Customize the chart: Pull in any of this logged data with a GraphQL query. Visualize the results of your query with Vega, a powerful visualization grammar.
Log the char...
guides/app/features/custom-charts/intro.md
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How to delete a custom chart preset?
You can do this by going into the custom chart editor.
Then click on the currently selected chart type, this will open up a menu with all your presets. Hover the mouse on a preset you want to delete and then click on the Trash icon.
guides/app/features/custom-charts/intro.md
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Custom Charts Walkthrough To go beyond the built-in charts in W&B, use the new Custom Charts feature to control the details of exactly what data you're loading in to a panel and how you visualize that data. Overview Log data to W&B Create a query Customize the chart 1.
Log data to W&B First, log data in your script. Use wandb.config for single points set at the beginning of training, like hyperparameters.
Use wandb.log() for multiple points over time, and log custom 2D arrays with wandb.Table(...
guides/app/features/custom-charts/walkthrough.md
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Create a query Once you've logged data to visualize, go to your project page and click the + button to add a new panel, then select Custom Chart.
You can follow along in this workspace. Add a query Click summary and select historyTable to set up a new query pulling data from the run history.
Type in the key where you logged the wandb.Table(). In the code snippet above, it was my_custom_table .
In the example notebook, the keys are pr_curve and roc_curve. Customize the chart Now that looks prett...
guides/app/features/custom-charts/walkthrough.md
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Features This guides provides information about W&B App features.
Select on a topic to learn more: Panels - visualizations to explore your logged data, the relationships between hyperparameters and output metrics, and dataset examples. Teams - Collaborate with your colleagues, share results, and track all the experiments across your team.
Organizations - Manage organization members and subscription settings.
System Metrics - Metrics automatically logged by wandb. Anonymous Mode - Log and visual...
guides/app/features/intro.md
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Notes There are a few ways to take notes about your work in W&B. Add notes to a run.
These notes show up on the run page in the overview tab and in the table of runs on the project page. Add notes to a project.
These notes show up on the project page in the overview tab. Add a markdown panel on the run page, project page, or report page. Add notes to a specific run You can edit the notes on a run in two places. Project Page: the table has an editable notes column Run Page: the overview tab show...
guides/app/features/notes.md
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Organizations Organizations allow you to manage membership across teams in your organization as well as subscription settings and billing information. :::note W&B recommends to have more than one admin in an organization. It is a best practice to ensure that admin operations can continue when the primary admin is not available.
::: Invite organization members Invite new members to your organizations.
1. Ensure the team member already has a W&B Account.
2.
Navigate to https://wandb.ai/subscriptio...
guides/app/features/organizations.md
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Bar Plot A bar plot presents categorical data with rectangular bars which can be plotted vertically or horizontally.
Bar plots show up by default with wandb.log() when all logged values are of length one. Customize with chart settings to limit max runs to show, group runs by any config and rename labels.
Customize Bar Plots You can also create Box or Violin Plots to combine many summary statistics into one chart type. Group runs via runs table.
Click 'Add panel' in the workspace.
Add a standard ...
guides/app/features/panels/bar-plot.md
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Code Saving By default, we only save the latest git commit hash.
You can turn on more code features to compare the code between your experiments dynamically in the UI. Starting with wandb version 0.8.28, we can save the code from your main training file where you call wandb.init(). This will get sync'd to the dashboard and show up in a tab on the run page, as well as the Code Comparer panel.
Go to your settings page to enable code saving by default. Save Library Code When code saving is enabled,...
guides/app/features/panels/code.md
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We have some exciting features planned for integrating Jupyter deeper in our platform.
guides/app/features/panels/code.md
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Panels Use visualizations to explore your logged data, the relationships between hyperparameters and output metrics, and dataset examples. Common Questions I select dimensions on a parallel coordinates plot and it disappears This is likely because you have dots in your config parameter names.
We flatten nested parameters using dots, and we only handle 3 levels of dots in the backend. I recommend using a different character as a separator.
guides/app/features/panels/intro.md
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Line Plot Line plots show up by default when you plot metrics over time with wandb.log().
Customize with chart settings to compare multiple lines on the same plot, calculate custom axes, and rename labels. Settings Data X axis: Select default x-axes including Step and Relative Time, or select a custom x-axis. If you'd like to use a custom x-axis, make sure it's logged in the same call to wandb.log() that you use to log the y-axis. Relative Time (Wall) is clock time since the process started, so...
guides/app/features/panels/line-plot/intro.md
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Here's what the global settings look like: :::info Pick multiple y-axes in the line plot settings to compare different metrics on the same chart, like accuracy and validation accuracy for example. ::: Grouping Turn on grouping to see settings for visualizing averaged values.
Group key: Select a column, and all the runs with the same value in that column will be grouped together. Agg: Aggregation— the value of the line on the graph.
The options are mean, median, min, and max of the group.
Range...
guides/app/features/panels/line-plot/intro.md
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Expressions Y Axis Expressions: Add calculated metrics to your graph.
You can use any of the logged metrics as well as configuration values like hyperparameters to calculate custom lines. X Axis Expressions: Rescale the x-axis to use calculated values using custom expressions. Click "Group" above the run table and select "All" to show averaged values in your graphs.
Here is what the graph looks like before averaging: Here I have grouped the lines to see the average value across runs. Visualize...
guides/app/features/panels/line-plot/intro.md
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