‹ Reports
The Dispatch

GitHub Repo Analysis: Dataherald/dataherald


Executive Summary

The Dataherald project, developed by the organization Dataherald, is an open-source initiative designed to provide a natural language-to-SQL engine. This tool enables users to query relational databases using plain English, which is especially beneficial for enterprise-level data querying without requiring deep technical expertise. The project comprises multiple components including the core engine, an enterprise API layer, an admin console, and a Slackbot interface. The repository shows active maintenance with frequent updates, suggesting a positive development trajectory.

Recent Activity

Team Members and Their Contributions

Recent Commits and Pull Requests

Risks

Of Note

Quantified Commit Activity Over 14 Days

Developer Avatar Branches PRs Commits Files Changes
Juan Valacco 1 2/2/0 2 21 8584
Amir A. Zohrenejad 1 1/1/0 4 3 227
Mohammadreza Pourreza 2 1/1/2 2 18 188
Dishen 1 1/1/0 1 2 43
Ryan Watts 1 1/1/0 1 3 15
None (dependabot[bot]) 2 2/0/6 2 1 4
Ikko Eltociear Ashimine 1 1/1/0 1 1 2
Theo (theodevmta) 0 2/0/2 0 0 0

PRs: created by that dev and opened/merged/closed-unmerged during the period

Quantified Reports

Quantify commits



Quantified Commit Activity Over 14 Days

Developer Avatar Branches PRs Commits Files Changes
Juan Valacco 1 2/2/0 2 21 8584
Amir A. Zohrenejad 1 1/1/0 4 3 227
Mohammadreza Pourreza 2 1/1/2 2 18 188
Dishen 1 1/1/0 1 2 43
Ryan Watts 1 1/1/0 1 3 15
None (dependabot[bot]) 2 2/0/6 2 1 4
Ikko Eltociear Ashimine 1 1/1/0 1 1 2
Theo (theodevmta) 0 2/0/2 0 0 0

PRs: created by that dev and opened/merged/closed-unmerged during the period

Detailed Reports

Report On: Fetch commits



Project Overview

The Dataherald project is an open-source initiative developed by the organization Dataherald. It aims to provide a natural language-to-SQL engine that allows users to query relational databases using plain English. This tool is particularly useful for enterprise-level question-answering over relational data, enabling business users to gain insights from data warehouses without needing a data analyst. The project includes multiple components such as the core engine, an enterprise API layer, an admin console for configuration and observability, and a Slackbot for interaction via Slack channels. The repository is actively maintained with frequent commits and updates, indicating a healthy development trajectory.

Team Members and Recent Activities

1 day ago

  • Amir A. Zohrenejad (aazo11)
    • Commit: Added License to top-level folder.
    • Files: LICENSE (added)
    • Lines: +201
    • Collaboration: None mentioned.

3 days ago

  • Ryan Watts (rwatts3)

    • Commit: Use sub in auth service to authenticate the user.
    • Files:
    • services/enterprise/modules/user/repository.py (+4)
    • services/enterprise/modules/user/service.py (+5)
    • services/enterprise/utils/auth.py (+3, -3)
    • Lines: +12, -3
    • Collaboration: Co-authored by Juan Valacco.
  • Juan Valacco (valakJS)

    • Commit: Auth0 env vars naming homologation -- improve descriptions on example env vars files.
    • Files:
    • services/admin-console/.env.example (+7, -8)
    • services/enterprise/.env.example (+4, -4)
    • services/enterprise/README.md (+1, -1)
    • services/enterprise/config.py (+1, -1)
    • services/slackbot/.env.example (+5, -6)
    • Lines: +18, -20
    • Collaboration: Co-authored by Ryan Watts.

4 days ago

  • Dishen (DishenWang2023)
    • Commit: Improved env.example files on enterprise and engine.
    • Files:
    • services/engine/.env.example (+1, -2)
    • services/enterprise/.env.example (+25, -15)
    • Lines: +26, -17
    • Collaboration: None mentioned.

5 days ago

  • Juan Valacco (valakJS)
    • Commit: Add docker run for the entire app + fix env var and container naming.
    • Added script to run docker containers under the same network and project.
    • Updated engine URL env var name.
    • Deleted database info.
    • Final updates and fixes to env vars and docker compose local development.
    • Files:
    • README.md (+17, -1)
    • docker-run.sh (added, +10)
    • services/admin-console/.env.example (+4, -3)
    • services/admin-console/dev.Dockerfile (+6)
    • services/admin-console/docker-compose.yml (+7, -2) ... [additional files]
    • Lines: +94, -8452
    • Collaboration: Co-authored by Dishen Wang and dishenwang2023.

8 days ago

  • Mohammadreza Pourreza (MohammadrezaPourreza)
    • Commit: DH-5776/fixing the azure openai.
    • Fixing the linter.
    • Reformatted with black.
    • Files: ... [multiple files]
    • Lines: +93, -78
    • Collaboration: None mentioned.

9 days ago

  • Ikko Eltociear Ashimine (eltociear)
    • Commit: Docs: update README.md (fixed typo).
    • Files: ... [README.md]
    • Lines: +1, -1
    • Collaboration: None mentioned.

Recently Active Branches

dependabot/pip/services/engine/pymysql-1.1.1

  • Commit: Updated dependencies for pymysql.
  • Lines: +1, -1

dependabot/pip/services/engine/requests-2.32.0

  • Commit: Updated dependencies for requests.
  • Lines: +1, +1

DH-5777/adding_the_int_conversion

  • Commit: Added safe int conversion.
  • Lines: +12, +5

DH-5738/fixing_the_malformed_sql_queries

  • Commit: Fixed malformed SQL queries.
  • Lines: +12, +5

Developer Commit Activity within Last Two Weeks

Amir A. Zohrenejad (aazo11)

  • Commits: 4
  • Changes: +227 across three files.

Ryan Watts (rwatts3)

  • Commits: 1
  • Changes: +15 across three files.

Juan Valacco (valakJS)

  • Commits: 2
  • Changes: +8584 across twenty-one files.

Dishen Wang (DishenWang2023)

  • Commits: 1
  • Changes: +43 across two files.

Mohammadreza Pourreza (MohammadrezaPourreza)

  • Commits: 2
  • Changes: +188 across eighteen files.

Ikko Eltociear Ashimine (eltociear)

  • Commits: 1
  • Changes: +2 across one file.

dependabot[bot]

  • Commits: 2
  • Changes: +4 across one file.

Patterns and Conclusions

The Dataherald project shows a high level of activity with contributions from multiple developers focusing on various aspects of the system such as authentication improvements, environment variable standardization, Docker setup enhancements, bug fixes related to Azure OpenAI integration, and documentation updates. The collaboration among team members is evident from co-authored commits. The project also benefits from automated dependency updates managed by Dependabot. Overall, the development team is actively working on both feature enhancements and maintenance tasks to ensure the robustness and usability of the Dataherald platform.

Report On: Fetch issues



Recent Activity Analysis

Recent GitHub issue activity for the Dataherald/dataherald project includes a mix of dependency updates, feature requests, and bug fixes. Notably, there are several dependabot issues related to updating dependencies, and a few feature requests aimed at enhancing the functionality of the project.

Notable Anomalies and Themes

  1. Security Updates: Issues #490 and #488 are dependabot issues that address security vulnerabilities in dependencies (pymysql and requests). These updates are critical as they fix vulnerabilities that could potentially be exploited.

  2. Feature Requests: Issue #439 is a significant feature request to support fine-tuning open-source LLMs, indicating a community-driven demand for more flexible model integration options beyond OpenAI.

  3. Documentation and Licensing: Issues #493 and #494 were quickly addressed and closed within a day, indicating a responsive approach to documentation and licensing concerns.

  4. Dependency Management: A recurring theme is the frequent updates to dependencies, as seen in issues #490, #488, and several closed issues (#477, #463, #461). This suggests an active effort to keep the project up-to-date with the latest versions of libraries.

  5. User Authentication: Issue #491 addresses enhancements in user authentication methods, specifically adding support for user authentication via sub (subject) in addition to email-based authentication. This indicates ongoing improvements in security and user management.

Issue Details

Open Issues

  1. Issue #490: Bump pymysql from 1.1.0 to 1.1.1 in /services/engine

    • Priority: High (security vulnerability)
    • Status: Open
    • Created: 4 days ago
    • Updated: 0 days ago
  2. Issue #488: Bump requests from 2.31.0 to 2.32.0 in /services/engine

    • Priority: High (security vulnerability)
    • Status: Open
    • Created: 5 days ago
  3. Issue #439: Support finetuning open-source LLMs

    • Priority: Medium
    • Status: Open
    • Created: 65 days ago
    • Updated: 9 days ago
  4. Issue #471: Example of ideal DDL for database schema table description for multiple DB/table queries within one snowflake/RDMS account

    • Priority: Low
    • Status: Open
    • Created: 37 days ago

Recently Closed Issues

  1. Issue #494: add License to top level folder

    • Priority: High (licensing compliance)
    • Status: Closed
    • Created: 1 day ago
    • Closed: 1 day ago
  2. Issue #493: Missing Apache 2.0 LICENSE file referenced from README.md

    • Priority: High (licensing compliance)
    • Status: Closed
    • Created: 1 day ago
    • Closed: 0 days ago
  3. Issue #492: auth0 env vars naming homologation -- improve descriptions on example env vars files

    • Priority: Medium
    • Status: Closed
    • Created: 3 days ago
    • Closed: 3 days ago
  4. Issue #491: Use sub in auth service to authenticate the user

    • Priority: Medium
    • Status: Closed
    • Created: 4 days ago
    • Closed: 3 days ago

Report On: Fetch pull requests



Analysis of Pull Requests for Dataherald/dataherald

Open Pull Requests

PR #490: Bump pymysql from 1.1.0 to 1.1.1 in /services/engine

  • State: open
  • Created: 4 days ago
  • Edited: 0 days ago
  • Description: This PR updates the pymysql dependency from version 1.1.0 to 1.1.1, addressing a critical vulnerability (CVE-2024-36039).
  • Notable Points:
    • The update is essential due to a security vulnerability that could lead to SQL injection.
    • The PR includes a minor change in requirements.txt with one line updated.
    • This update is crucial for maintaining the security of the project.

PR #488: Bump requests from 2.31.0 to 2.32.0 in /services/engine

  • State: open
  • Created: 5 days ago
  • Description: This PR updates the requests library from version 2.31.0 to 2.32.0.
  • Notable Points:
    • The update addresses a security issue where setting verify=False could cause subsequent requests to ignore certificate verification.
    • It also includes improvements in SSLContext reuse and optional character detection.
    • The PR modifies requirements.txt with one line updated.

Closed Pull Requests

Recently Closed PRs

PR #494: add License to top level folder

  • State: closed
  • Created: 1 day ago, closed 1 day ago
  • Merged by: Amir A. Zohrenejad (aazo11)
  • Description: Adds a LICENSE file to the top-level directory.
  • Significance:
    • Ensures legal clarity and compliance by explicitly stating the project's license.

PR #492: auth0 env vars naming homologation -- improve descriptions on example…

  • State: closed
  • Created: 3 days ago, closed 3 days ago
  • Merged by: Juan Valacco (valakJS)
  • Description: Improves descriptions and naming conventions for Auth0 environment variables in example files.
  • Significance:
    • Enhances clarity and consistency in configuration files, aiding developers in setting up their environments correctly.

PR #491: Use sub in auth service to authenticate the user.

  • State: closed
  • Created: 4 days ago, edited 3 days ago, closed 3 days ago
  • Merged by: Amir A. Zohrenejad (aazo11)
  • Description:
    • Refactors authentication logic to use the sub field instead of email for user identification.
    • Addresses a bug where the previous logic assumed an invalid key in the payload dictionary.
  • Review Comments:
    • Initial concern about backward compatibility was addressed through testing and database inspection.
  • Significance:
    • Fixes a critical bug and improves future-proofing of authentication logic.

PR #489: Improved env.example files on enterprise and engine

  • State: closed
  • Created: 4 days ago, closed 4 days ago
  • Merged by: Amir A. Zohrenejad (aazo11)
  • Description:
    • Updates .env.example files to improve clarity and usability.
  • Significance:
    • Helps developers set up their environments more efficiently by providing clearer examples.

Not Merged PRs

PR #483 & #482: (fix) sql generation invalid literal

  • State: closed without merge
  • Created: Both created and closed within the same day (10 days ago).
  • Description:
    • These PRs aimed to fix issues related to SQL generation but were not merged.
  • Significance:
    • Indicates potential unresolved issues or alternative solutions were found outside these PRs.

PR #477: Bump pydantic from 1.10.9 to 1.10.13

  • State: closed without merge
  • Created: Created 31 days ago, closed without merge after being edited.
  • Description:
    • Intended to update pydantic, but was not merged.
  • Comments by dependabot[bot]:
    • Dependabot will not notify about this release again unless re-opened manually.

Summary

The open pull requests (#490 and #488) are critical as they address significant security vulnerabilities in dependencies (pymysql and requests). These should be prioritized for review and merging.

Recently closed pull requests have focused on improving documentation, configuration clarity, and fixing critical bugs related to authentication (#491). The addition of a LICENSE file (#494) ensures legal compliance.

Several pull requests were closed without being merged, indicating either alternative solutions were found or further work is needed on those issues.

Overall, maintaining focus on security updates and ensuring clear configuration documentation will significantly benefit the stability and usability of the project.

Report On: Fetch Files For Assessment



Source Code Assessment

File: services/engine/dataherald/api/fastapi.py

URL: services/engine/dataherald/api/fastapi.py Reason: Core API implementation for the engine service.

Analysis:

  • Structure & Organization:

    • The file is quite large (37,038 bytes), suggesting it contains substantial logic.
    • It is likely organized into multiple endpoints and utility functions given its size.
    • Proper modularization could be beneficial if not already implemented.
  • Code Quality:

    • Given the importance of this file, it should adhere to best practices in API design, such as clear endpoint definitions, proper request validation, and comprehensive error handling.
    • The use of FastAPI suggests modern Python practices, which is a positive indicator.
  • Documentation:

    • Inline comments and docstrings are crucial for maintainability and understanding the flow of the code.
    • Adequate documentation on each endpoint's purpose and usage would be expected.
  • Testing:

    • Unit tests and integration tests should be in place to ensure the reliability of the API endpoints.
    • Test coverage should be high given the critical nature of this file.

File: services/enterprise/modules/user/service.py

URL: services/enterprise/modules/user/service.py Reason: Handles user-related business logic in the enterprise module.

Analysis:

  • Structure & Organization:

    • The file size (4,920 bytes) indicates a moderate amount of logic, likely encapsulating user-related operations.
    • Functions should be well-separated by their responsibilities (e.g., user creation, authentication, profile management).
  • Code Quality:

    • Adherence to SOLID principles would be beneficial to ensure maintainability and scalability.
    • Proper exception handling and logging are essential for diagnosing issues in production.
  • Documentation:

    • Clear docstrings for each function explaining its purpose, parameters, and return values are necessary.
    • Inline comments where complex logic is implemented would aid in understanding.
  • Testing:

    • Comprehensive unit tests should cover all possible scenarios including edge cases.
    • Mocking external dependencies (e.g., database calls) would be important for isolated testing.

File: services/admin-console/src/components/databases/database-connection-form.tsx

URL: services/admin-console/src/components/databases/database-connection-form.tsx Reason: Manages database connection forms in the admin console.

Analysis:

  • Structure & Organization:

    • The file size (13,842 bytes) suggests it contains significant UI logic and possibly state management.
    • Separation of concerns should be maintained with clear distinction between presentation and business logic.
  • Code Quality:

    • Use of React best practices such as hooks for state management and effect handling would be expected.
    • Component should be broken down into smaller sub-components if it becomes too large or complex.
  • Documentation:

    • PropTypes or TypeScript interfaces should be used to define component props clearly.
    • Inline comments explaining key parts of the UI logic would be helpful.
  • Testing:

    • Unit tests using a framework like Jest or React Testing Library should cover various states of the form (e.g., initial load, form submission).
    • Snapshot tests could ensure that UI changes are intentional and reviewed.

File: services/slackbot/.env.example

URL: services/slackbot/.env.example Reason: Example environment variables for the Slackbot service.

Analysis:

  • Structure & Organization:

    • The file size (757 bytes) indicates it contains a list of environment variables with example values or placeholders.
  • Code Quality:

    • Environment variables should be clearly named to indicate their purpose.
  • Documentation:

    • Each variable should have a comment explaining what it is used for and any constraints or expected formats.
  • Security:

    • Ensure no sensitive information is included in this example file. Placeholder values should not expose any real credentials or secrets.

File: docker-run.sh

URL: docker-run.sh Reason: Script to run all services using Docker.

Analysis:

  • Structure & Organization:

    • The file size (455 bytes) suggests a straightforward script likely containing Docker commands to build and run services.
  • Code Quality:

    • The script should handle errors gracefully and provide meaningful output messages to indicate success or failure of operations.
  • Documentation:

    • Inline comments explaining each step of the script would aid in understanding its flow.
  • Usability:

    • Ensure that the script is executable (chmod +x docker-run.sh) and includes any necessary prerequisites or setup steps in comments at the top.