Ask questions of your data with LLM assistance
Project description
sqlite-utils-ask
Ask questions of your data with LLM assistance
Installation
Install this plugin in the same environment as sqlite-utils.
sqlite-utils install sqlite-utils-ask
sqlite-utils ask
Ask questions of a SQLite database file like this:
sqlite-utils ask content.db 'How many repos?'
The tool will use an LLM (gpt-4o-mini by default) to generate the appropriate SQL query by passing through your question and the database schema, and will then execute the query and return the result.
sqlite-utils ask-files
You can also ask questions directly of CSV, TSV or JSON files. These will be imported into an in-memory SQLite database prior to running the query.
sqlite-utils ask-files data.csv 'How many repos?'
You can pass multiple files and run queries across multiple resulting tables.
sqlite-utils ask-files legislators.csv votes.csv 'How many votes did each legislator cast?'
Development
To set up this plugin locally, first checkout the code. Then create a new virtual environment:
cd sqlite-utils-ask
python -m venv venv
source venv/bin/activate
Now install the dependencies and test dependencies:
pip install -e '.[test]'
To run the tests:
python -m pytest
To capture new HTTP interactions, run:
PYTEST_OPENAI_API_KEY=your-key python -m pytest --record-mode once
Or use --record-mode all to re-record all interactions.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file sqlite_utils_ask-0.2.tar.gz.
File metadata
- Download URL: sqlite_utils_ask-0.2.tar.gz
- Upload date:
- Size: 9.1 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/5.1.1 CPython/3.12.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
6c53244899558fe4c777ddf53f1cf5ade1a6c641fea318f71110d97a3903686a
|
|
| MD5 |
d996fd59088f533938b57ba2c09d10f0
|
|
| BLAKE2b-256 |
33b1169a2f91c8a95dc35173c1851511449282ecc8a786feb8d6d7a977eb2f88
|
Provenance
The following attestation bundles were made for sqlite_utils_ask-0.2.tar.gz:
Publisher:
publish.yml on simonw/sqlite-utils-ask
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
sqlite_utils_ask-0.2.tar.gz -
Subject digest:
6c53244899558fe4c777ddf53f1cf5ade1a6c641fea318f71110d97a3903686a - Sigstore transparency entry: 151213991
- Sigstore integration time:
-
Permalink:
simonw/sqlite-utils-ask@28fb728839806a7b1ff684e85775267859a6afe5 -
Branch / Tag:
refs/tags/0.2 - Owner: https://github.com/simonw
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@28fb728839806a7b1ff684e85775267859a6afe5 -
Trigger Event:
release
-
Statement type:
File details
Details for the file sqlite_utils_ask-0.2-py3-none-any.whl.
File metadata
- Download URL: sqlite_utils_ask-0.2-py3-none-any.whl
- Upload date:
- Size: 9.1 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/5.1.1 CPython/3.12.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
ab9fb445987e230a66361c5bbf99d9ecf8670bf3c08367f445875862f0faa01e
|
|
| MD5 |
314a26d01b6f4934b9357405281dbc67
|
|
| BLAKE2b-256 |
5f23370b67bdfb820ecdf513f7f4861f25a551df0addcee815c5281806d2630b
|
Provenance
The following attestation bundles were made for sqlite_utils_ask-0.2-py3-none-any.whl:
Publisher:
publish.yml on simonw/sqlite-utils-ask
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
sqlite_utils_ask-0.2-py3-none-any.whl -
Subject digest:
ab9fb445987e230a66361c5bbf99d9ecf8670bf3c08367f445875862f0faa01e - Sigstore transparency entry: 151213992
- Sigstore integration time:
-
Permalink:
simonw/sqlite-utils-ask@28fb728839806a7b1ff684e85775267859a6afe5 -
Branch / Tag:
refs/tags/0.2 - Owner: https://github.com/simonw
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish.yml@28fb728839806a7b1ff684e85775267859a6afe5 -
Trigger Event:
release
-
Statement type: