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DailyDoseofDS Technical Writer Task#87

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sathvik3103 wants to merge 1 commit intopatchy631:mainfrom
sathvik3103:sathvikdivili-technical-writer-assessment
Closed

DailyDoseofDS Technical Writer Task#87
sathvik3103 wants to merge 1 commit intopatchy631:mainfrom
sathvik3103:sathvikdivili-technical-writer-assessment

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@sathvik3103 sathvik3103 commented Mar 14, 2025

Summary by CodeRabbit

  • Documentation

    • Added a comprehensive guide with installation instructions, prerequisite details, and usage examples.
  • New Features

    • Launched an interactive application with a chat interface for executing SQL queries and visualizing real-time data.
    • Enabled natural language and semantic query support with sample queries to help users get started.
  • Chores

    • Introduced a dependency manifest to ensure a consistent and reliable operating environment.

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coderabbitai bot commented Mar 14, 2025

Walkthrough

The pull request introduces three new files to the SQL_Router_assessment project. A README file explains the usage and configuration of an application that combines Retrieval-Augmented Generation (RAG) with a Text-to-SQL interface using Streamlit. A requirements file lists specific dependencies needed to run the application. A new Streamlit application script implements the core functionality, setting up an in-memory SQL database, configuring a LlamaCloud index for semantic queries, and processing user inputs through a custom workflow with specific event classes and functions.

Changes

File(s) Change Summary
SQL_Router_assessment/README.md New README file detailing the application's features, installation steps, configuration requirements (Python, OpenAI API key, optional LlamaCloud account) and example usage scenarios including SQL and semantic queries.
SQL_Router_assessment/requirements.txt New requirements file listing necessary dependencies: streamlit, llama-index, nest-asyncio, openai, sqlalchemy, pandas, and python-dotenv with their specified versions.
SQL_Router_assessment/stremlit_application.py New Streamlit application implementing a Text-to-SQL and RAG system. Introduces several event classes (e.g., InputEvent, GatherToolsEvent, ToolCallEvent, ToolCallEventResult) and utility functions (e.g., setup_sql_database, setup_llama_cloud_index, create_workflow) to manage user inputs, SQL querying, asynchronous execution, and error handling.

Sequence Diagram(s)

sequenceDiagram
    participant U as User
    participant S as Streamlit UI
    participant WF as RouterOutputAgentWorkflow
    participant DB as SQL Database
    participant LC as LlamaCloud Index
    participant LLM as Language Model

    U->>S: Submit query/question
    S->>WF: Dispatch InputEvent
    WF->>LLM: Process query via language model
    LLM-->>WF: Return tool instructions
    alt SQL Query
        WF->>DB: Execute SQL query
        DB-->>WF: Return city statistics
    end
    alt Semantic Query & LlamaCloud available
        WF->>LC: Perform semantic query
        LC-->>WF: Return semantic info
    end
    WF->>S: Return aggregated results
    S->>U: Display results in chat interface
Loading

Poem

I'm a rabbit hopping through these code streams,
Where SQL meets chat and tech dreams,
With carrots of data and fields so bright,
I nibble on functions from morning to night.
A hop, a skip, and smooth workflows in view—
Coding adventures cheer this bunny through!
🥕✨ Hop on to the new code, it's fun and true!

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Actionable comments posted: 0

🧹 Nitpick comments (5)
SQL_Router_assessment/README.md (3)

74-74: Simplify the instruction by removing “all of.”

For improved clarity and more concise phrasing, consider removing “all of” in:
"List all of the places to visit in Miami."

- List all of the places to visit in Miami.
+ List the places to visit in Miami.
🧰 Tools
🪛 LanguageTool

[style] ~74-~74: Consider removing “of” to be more concise
Context: ...t state is Houston located in?" - "List all of the places to visit in Miami." - "Compare t...

(ALL_OF_THE)


106-106: Convert the support contact into a formatted link.

Markdown style guidelines recommend avoiding bare email addresses. A more typical approach is using a mailto link or explaining how to contact you.

- For support, please contact Sathvik Divili at divilisathvik@gmail.com
+ For support, please contact Sathvik Divili at [divilisathvik@gmail.com](mailto:divilisathvik@gmail.com)
🧰 Tools
🪛 markdownlint-cli2 (0.17.2)

106-106: Bare URL used
null

(MD034, no-bare-urls)


110-110: Capitalize “Twitter” and link it properly.

Similarly, avoiding bare URLs can enhance readability and comply with style checks.

- Typefully twitter tweet thread draft link: https://typefully.com/t/Yv64cni
+ Typefully Twitter tweet thread draft link: [https://typefully.com/t/Yv64cni](https://typefully.com/t/Yv64cni)
🧰 Tools
🪛 LanguageTool

[grammar] ~110-~110: Did you mean “Twitter” (= microblogging service, capitalized)?
Context: ...k@gmail.com ## Tweet Thread Typefully twitter tweet thread draft link: https://typefu...

(TWITTER)

🪛 markdownlint-cli2 (0.17.2)

110-110: Bare URL used
null

(MD034, no-bare-urls)

SQL_Router_assessment/stremlit_application.py (2)

71-72: Consider using secrets management features instead of environment variables.

Storing sensitive API keys like openai_api_key in environment variables is common, but Streamlit provides secure secret management via st.secrets. This approach helps prevent accidental leakage and ensures better security.


298-298: Remove extraneous “f” prefix since no placeholders are used.

The string at line 298 does not contain variable references, so the f prefix is unnecessary.

-                description=(f"Useful for answering semantic questions about certain cities in the US.")
+                description=("Useful for answering semantic questions about certain cities in the US.")
🧰 Tools
🪛 Ruff (0.8.2)

298-298: f-string without any placeholders

Remove extraneous f prefix

(F541)

📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between 6140fc3 and 91d7728.

⛔ Files ignored due to path filters (1)
  • SQL_Router_assessment/Streamlit App Preview.png is excluded by !**/*.png
📒 Files selected for processing (3)
  • SQL_Router_assessment/README.md (1 hunks)
  • SQL_Router_assessment/requirements.txt (1 hunks)
  • SQL_Router_assessment/stremlit_application.py (1 hunks)
🧰 Additional context used
🪛 LanguageTool
SQL_Router_assessment/README.md

[style] ~74-~74: Consider removing “of” to be more concise
Context: ...t state is Houston located in?" - "List all of the places to visit in Miami." - "Compare t...

(ALL_OF_THE)


[grammar] ~110-~110: Did you mean “Twitter” (= microblogging service, capitalized)?
Context: ...k@gmail.com ## Tweet Thread Typefully twitter tweet thread draft link: https://typefu...

(TWITTER)

🪛 markdownlint-cli2 (0.17.2)
SQL_Router_assessment/README.md

106-106: Bare URL used
null

(MD034, no-bare-urls)


110-110: Bare URL used
null

(MD034, no-bare-urls)

🪛 Ruff (0.8.2)
SQL_Router_assessment/stremlit_application.py

298-298: f-string without any placeholders

Remove extraneous f prefix

(F541)

🔇 Additional comments (2)
SQL_Router_assessment/requirements.txt (1)

1-7: Consider verifying pinned dependency versions for security or version conflicts.

Pinning dependencies to exact versions can help ensure consistency, but it may also lock the project to possibly outdated or vulnerable releases. Verifying each pinned version with the latest security advisories would be prudent before finalizing.

Would you like me to generate a script to cross-check each pinned version of these libraries against known CVEs or advisories?

SQL_Router_assessment/stremlit_application.py (1)

1-388: Overall excellent implementation and structure!

Apart from the minor suggestions above, the workflow logic, use of asyncio, and integration with LlamaIndex and SQLAlchemy appear well-structured and follow best practices. Great job!

🧰 Tools
🪛 Ruff (0.8.2)

298-298: f-string without any placeholders

Remove extraneous f prefix

(F541)

@sathvik3103 sathvik3103 closed this by deleting the head repository Apr 5, 2025
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