Nsatya rag sql #79
Nsatya rag sql #79
Conversation
WalkthroughThe pull request introduces key documentation and application files for the Hybrid RAG & SQL Query Engine. A new README details the project overview, functionality, setup instructions, and workflow. Additionally, two Streamlit applications (in Changes
Sequence Diagram(s)sequenceDiagram
participant U as User
participant A as Application (app.py)
participant M as Models
participant D as SQL Engine
participant R as RAG Index
U->>A: Launch application
A->>M: initialize_models()
A->>D: setup_sql_engine() → Create city_stats table
U->>A: Upload PDF file
A->>R: create_rag_index_from_file(file)
U->>A: Submit query
A->>R: create_agent() processes query
R->>D: Execute SQL query
R->>R: Process RAG response
A->>U: Return combined answer
sequenceDiagram
participant U as User
participant A as Application (app1.py)
participant M as Models
participant D as SQL Engine
participant R as Existing Index
U->>A: Launch application
A->>M: initialize_models()
A->>D: setup_sql_engine() → Create city_stats table
A->>R: connect_to_existing_index()
U->>A: Submit query
A->>R: create_agent() processes query
R->>D: Execute SQL query
R->>R: Process RAG response
A->>U: Return combined answer
Poem
Tip ⚡🧪 Multi-step agentic review comment chat (experimental)
✨ Finishing Touches
Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out. 🪧 TipsChatThere are 3 ways to chat with CodeRabbit:
Note: Be mindful of the bot's finite context window. It's strongly recommended to break down tasks such as reading entire modules into smaller chunks. For a focused discussion, use review comments to chat about specific files and their changes, instead of using the PR comments. CodeRabbit Commands (Invoked using PR comments)
Other keywords and placeholders
CodeRabbit Configuration File (
|
![coderabbitai[bot]](https://avatars.githubusercontent.com/in/347564?s=60&v=4){kind=small}
There was a problem hiding this comment.
Actionable comments posted: 1
🧹 Nitpick comments (11)
rag-text-to-sql/requirements.txt (1)
1-6: Consider pinning or specifying exact package versions.
Unpinned dependencies can introduce breaking changes if newer versions introduce compatibility or security issues.Proposed diff to pin versions (example versions shown; please adjust as needed):
-streamlit -llama-index -llama-index-embeddings-huggingface -llama-index-indices-managed-llama-cloud -llama_index.llms.ollama -sqlalchemy +streamlit==1.26.0 +llama-index==0.7.0 +llama-index-embeddings-huggingface==0.3.0 +llama-index-indices-managed-llama-cloud==0.1.1 +llama_index.llms.ollama==0.2.0 +sqlalchemy==2.1.1rag-text-to-sql/README.md (5)
12-12: Use more concise wording.
As per the static analysis suggestion, replace “able to” with “can.”- If you are able to create an index using API then use "app.py". + If you can create an index using the API, then use "app.py".🧰 Tools
🪛 LanguageTool
[style] ~12-~12: As a shorter alternative for ‘able to’, consider using “can”.
Context: ... & API)📖🔄 - USE app.py : If you are able to create an index using API then use "app...(BE_ABLE_TO)
17-17: Correct pronoun usage.
Capitalize “I’m” to maintain a professional tone in documentation.- It worked for me fine for some period of time but later for some unknown reasons i'm unable to create an index using API. + It worked fine for some time, but later, for some unknown reason, I’m unable to create an index using the API.🧰 Tools
🪛 LanguageTool
[uncategorized] ~17-~17: Did you mean “I”?
Context: ...time but later for some unknown reasons i'm unable to create an index using API. ...(I_LOWERCASE_PREMIUM)
21-21: Improve clarity and grammar.
Add the missing article “an” and revise punctuation.- If you are unable to create index using API. By following the below steps you can create it manually : + If you are unable to create an index using the API, then follow the steps below to create it manually:🧰 Tools
🪛 LanguageTool
[uncategorized] ~21-~21: You might be missing the article “an” here.
Context: ...p1.py :** If you are unable to create index using API. By following the below steps...(AI_EN_LECTOR_MISSING_DETERMINER_AN)
[uncategorized] ~21-~21: A comma might be missing here.
Context: ...index using API. By following the below steps you can create it manually : 1. Open ...(AI_EN_LECTOR_MISSING_PUNCTUATION_COMMA)
24-24: Use consistent instructions or formatting.
Enclose the UI labels in quotes for clarity.- 3. Click create index. + 3. Click "Create Index."🧰 Tools
🪛 LanguageTool
[grammar] ~24-~24: There seems to be a noun/verb agreement error. Did you mean “creates” or “created”?
Context: ...macloud. 2. Go to indexes. 3. Click create index. 4. upload your documents. 5....(SINGULAR_NOUN_VERB_AGREEMENT)
78-78: Consider using a hyphen for compound adjectives.
“Open Source” stack can be written as “Open-Source Stack.”- - **Open Source Stack** + - **Open-Source Stack**🧰 Tools
🪛 LanguageTool
[uncategorized] ~78-~78: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...rface 📤 PDF upload capability - Open Source Stack 🦙 Ollama LLM integration ...(EN_COMPOUND_ADJECTIVE_INTERNAL)
rag-text-to-sql/app1.py (2)
25-53: In-memory database limits data persistence.
Usingsqlite:///:memory:creates a temporary DB that’s lost after each session. If persistent data storage is desired, store it on disk or a dedicated DB server.
84-84: Remove unnecessary f-string prefix.
No placeholders exist in the string, so thefis superfluous.- description=f"Useful for answering semantic questions about documents." + description="Useful for answering semantic questions about documents."🧰 Tools
🪛 Ruff (0.8.2)
84-84: f-string without any placeholders
Remove extraneous
fprefix(F541)
rag-text-to-sql/app.py (3)
31-53: In-memory database limits data persistence.
Similar toapp1.py, usingsqlite:///:memory:is ephemeral. If persistent data storage is important, consider a file-based SQLite connection or a dedicated DB.
157-174: Remove or clarify commented-out code.
Leaving large commented sections can confuse maintainers. Delete or document why it’s left as reference.
185-185: Remove leftover debugging comment.
It’s typically best practice to take out commented debugging references before merging.
📜 Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro
⛔ Files ignored due to path filters (1)
.DS_Storeis excluded by!**/.DS_Store
📒 Files selected for processing (4)
rag-text-to-sql/README.md(1 hunks)rag-text-to-sql/app.py(1 hunks)rag-text-to-sql/app1.py(1 hunks)rag-text-to-sql/requirements.txt(1 hunks)
🧰 Additional context used
🪛 LanguageTool
rag-text-to-sql/README.md
[style] ~12-~12: As a shorter alternative for ‘able to’, consider using “can”.
Context: ... & API)📖🔄 - USE app.py : If you are able to create an index using API then use "app...
(BE_ABLE_TO)
[uncategorized] ~17-~17: Did you mean “I”?
Context: ...time but later for some unknown reasons i'm unable to create an index using API. ...
(I_LOWERCASE_PREMIUM)
[uncategorized] ~21-~21: You might be missing the article “an” here.
Context: ...p1.py :** If you are unable to create index using API. By following the below steps...
(AI_EN_LECTOR_MISSING_DETERMINER_AN)
[uncategorized] ~21-~21: A comma might be missing here.
Context: ...index using API. By following the below steps you can create it manually : 1. Open ...
(AI_EN_LECTOR_MISSING_PUNCTUATION_COMMA)
[grammar] ~24-~24: There seems to be a noun/verb agreement error. Did you mean “creates” or “created”?
Context: ...macloud. 2. Go to indexes. 3. Click create index. 4. upload your documents. 5....
(SINGULAR_NOUN_VERB_AGREEMENT)
[uncategorized] ~78-~78: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...rface 📤 PDF upload capability - Open Source Stack 🦙 Ollama LLM integration ...
(EN_COMPOUND_ADJECTIVE_INTERNAL)
🪛 Ruff (0.8.2)
rag-text-to-sql/app1.py
84-84: f-string without any placeholders
Remove extraneous f prefix
(F541)
This is my submission for the Daily Dose of Data Science Technical Writer Assignment—Task 1: RAG and Text-to-SQL.
New Features
Documentation
Published comprehensive project documentation covering setup guides, usage instructions, and customization options.
Blog post : Typefully blog post on X
Llama Index & Cloud ---> Orchestration.
Llama cloud vector DB --> Vector DB(default)
Streamlit--> UI
Summary by CodeRabbit