Real ChatGPT answer · index seedxzJvbu0w1AYcompleteB2B software · data and analytics platformsinformational
What are the best practices for setting up Great Expectations data quality checks in a CI/CD pipeline without inflating our GitHub Actions usage bills?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best practices for setting up Great Expectations data quality checks in a CI/CD pipeline without inflating our GitHub Actions usage bills?
2 real searches · 1 real-search pass
Great Expectations documentation Checkpoint validation actions CI pipeline GitHub Actions cost optimization concurrency paths filtersGoogle ↗
OBSERVEDInstruction
GitHub Actions documentation workflow syntax paths filters concurrency cache billing minutes self-hosted runnersGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Great Expectations documentation Checkpoint validation actions CI pipeline GitHub Actions cost optimization concurrency paths filters Google ↗
GitHub Actions documentation workflow syntax paths filters concurrency cache billing minutes self-hosted runners Google ↗
- Great-Expectations-Data · Actions · GitHub Marketplace · github.com
- Continuous Integration for your data with GitHub Actions and Great Expectations · greatexpectations.io
- Workflow syntax for GitHub Actions · docs.github.com
- Create a Checkpoint with Actions · docs.greatexpectations.io
- Run a Checkpoint · docs.greatexpectations.io
- Checkpoint · docs.greatexpectations.io
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Great Expectations documentation Checkpoint validation actions CI pipeline GitHub Actions cost optimization concurrency paths filters OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
GitHub Actions documentation workflow syntax paths filters concurrency cache billing minutes self-hosted runners OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |