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Home Page: https://daxa.ai/pebblo
License: MIT License
Pebblo enables developers to safely load data and promote their Gen AI app to deployment
Home Page: https://daxa.ai/pebblo
License: MIT License
Link: #353 (comment)
Description:
We need to streamline our code formatting process by implementing a make
command that can format either all files in the repository or only the changed files. This will help maintain consistency in our codebase and make it easier for developers to adhere to our coding standards.
Tasks:
format
and format-diff
) to use the ruff
formatting toolLabels: enhancement, formatting
As of pebblo 0.1.7, we have good information about current state of the app loading. It would be useful to capture history of last 5 loads of the app.
This will give below information about each load:
Description: By using context words, it increases result score by matching the text coming from a specific column or a specific user input.
PR: #204
Description
When execute RAG app, we are getting error "unable to reach pebblo server." but it is generating report as expected on Pebblo Server.
Error message
$ python3 fin_corp_rag_app.py
Loading RAG documents ...
Unable to reach pebblo server.
Loaded 93 documents ...
Hydrating Vector DB ...
Finished hydrating Vector DB ...
Expected behavior
It should call Pebblo APIs and pdf report should get generated without any error.
Additional context
Pebblo server was healthy when this error occured.
System:
WeasyPrint could not import some external libraries. Please carefully follow the installation steps before reporting an issue: https://doc.courtbouillon.org/weasyprint/stable/first_steps.html#installation https://doc.courtbouillon.org/weasyprint/stable/first_steps.html#troubleshooting
Describe the bug
When URL is 0.0.0.0/pebblo while running locally, reports could not be downloaded due to CORS issue.
System:
Add delete app support for SafeLoader and SafeRetriever apps
Tasks
$ pebblo --help
0%| | 0/10 [00:00<?, ?it/s]usage: pebblo [-h] [--config CONFIG]
Pebblo CLI
options:
-h, --help show this help message and exit
--config CONFIG Config file path
0%| | 0/10 [00:00<?, ?it/s]
Capture and display RAG document snippet's classifier confidence score in Local UI and PDF report
Tasks
Follow on for #296, which introduced SafeLoader for LlamaIndex.
Add support for SafeRetriever with,
Pebblo (as of 0.1.12 version) supports single data source. Having support multiple data sources within single RAG application would be a good feature.
Description:
When I have multiple data sources to be used in my app, I should be able to see all those data sources and their details in the pebblo report.
As part of this feature, following changes would need to be done in the report:
Anonymize document snippets in Pebblo report. As Pebblo is considered for environments beyond dev, anonymization will help distribute the report to more app stakeholders.
Pebblo currently supports LangChain RAG apps. Extend the client to support another popular RAG development framework: LlamaIndex.
Runtime:loacal is not adding any value in final report.
Instead we can have OS:os_name or OS:os_name:os_version
As we have ruff linter for python code, we would like to have linter for UI code.
Create a Dockerfile for pebblo to quickly run pebblo in a containerized environment.
Tasks:
As of pebblo 0.1.9, we have only pebblo_report.pdf
as output of the pebblo package.
It would be useful if we can have simple UI running locally on pebblo server which will show all apps discovered, giving details about each app(equivalent to pebblo_report.pdf
).
The current filesystem based RAG application state doesn't scale for deeper of SafeLoader and SafeRetriever analytics.
We would like to have Safe Retriever Details on the local UI. Here two separate tabs would be shown for loader type and retrieval type applications.
This would include below details on Safe Retrieval App listing page:
Issue:
If discover API fails in between but app_dir is created, there is no rollback for directory creation. In that case there will be directory in .pebblo
folder without proper data which might raise following warning during loading local UI:
Skipping app <app_name> due to missing or invalid file
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