Advanced RAG: Task Submission #92
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afizs
commented
Mar 14, 2025
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afizs
commented
- Streamlit App
- Thread (Note: Attaced PDF as Typefully didn't allow to add more than 3 images)
- Demo Video
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Important Review skippedReview was skipped due to path filters ⛔ Files ignored due to path filters (1)
CodeRabbit blocks several paths by default. You can override this behavior by explicitly including those paths in the path filters. For example, including You can disable this status message by setting the WalkthroughThis pull request introduces new project documentation and several new modules. A README now describes the project's Advanced RAG capabilities combining text-to-SQL, including installation and API key configuration instructions. A Streamlit-based chatbot interface is implemented in a new app module, and a dependency file is added. Additionally, a custom workflow module is provided to handle asynchronous interactions between SQL tools and LlamaCloud, including event-handling and tool dispatch sequences. Changes
Sequence Diagram(s)sequenceDiagram
participant U as User
participant SA as Streamlit App
participant WF as Router Workflow
U->>SA: Enter query
SA->>SA: Load env variables & configuration
SA->>WF: Call async get_response()
WF->>WF: execute prepare_chat() and chat()
WF->>WF: dispatch_calls() → call_tool()
WF->>WF: gather response from tools
WF-->>SA: Return processed answer
SA->>U: Display answer in chat UI
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Actionable comments posted: 0
🧹 Nitpick comments (11)
llamacloud_sql_router/README.MD (5)
13-15: Add a language identifier to the fenced code block.This fenced code block doesn't specify a language. Adding one (e.g.,
bash) improves readability and complies with markdown linting rules.pip install -r requirements.txt
```bash pip install -r requirements.txt<details> <summary>🧰 Tools</summary> <details> <summary>🪛 markdownlint-cli2 (0.17.2)</summary> 13-13: Fenced code blocks should have a language specified null (MD040, fenced-code-language) </details> </details> --- `19-21`: **Add a language identifier to the environment variable code block.** Similarly, specify a language like `ini` for environment variables. ```diffOPENAI_API_KEY= "YOUR OPENAI API KEY"
```ini OPENAI_API_KEY= "YOUR OPENAI API KEY"<details> <summary>🧰 Tools</summary> <details> <summary>🪛 markdownlint-cli2 (0.17.2)</summary> 19-19: Fenced code blocks should have a language specified null (MD040, fenced-code-language) </details> </details> --- `28-28`: **Convert the bare URL into a proper hyperlink.** For more consistent Markdown formatting and style compliance. ```diff If you haven't done, create your LlamaCloud account here: https://cloud.llamaindex.ai/ If you haven't done, create your LlamaCloud account here: [LlamaCloud Website](https://cloud.llamaindex.ai/)🧰 Tools
🪛 markdownlint-cli2 (0.17.2)
28-28: Bare URL used
null(MD034, no-bare-urls)
29-34: Switch to plus signs for the unordered list.This aligns with the markdown lint rule expecting plus-based lists.
- [New York City](https://en.wikipedia.org/wiki/New_York_City) - [Los Angeles](https://en.wikipedia.org/wiki/Los_Angeles) ... + [New York City](https://en.wikipedia.org/wiki/New_York_City) + [Los Angeles](https://en.wikipedia.org/wiki/Los_Angeles) ...🧰 Tools
🪛 markdownlint-cli2 (0.17.2)
29-29: Unordered list style
Expected: plus; Actual: dash(MD004, ul-style)
30-30: Unordered list style
Expected: plus; Actual: dash(MD004, ul-style)
31-31: Unordered list style
Expected: plus; Actual: dash(MD004, ul-style)
32-32: Unordered list style
Expected: plus; Actual: dash(MD004, ul-style)
33-33: Unordered list style
Expected: plus; Actual: dash(MD004, ul-style)
34-34: Unordered list style
Expected: plus; Actual: dash(MD004, ul-style)
39-41: Add a language identifier here as well.Specify
bashor another relevant shell language to be consistent with best practices.streamlit run app.py
```bash streamlit run app.py<details> <summary>🧰 Tools</summary> <details> <summary>🪛 markdownlint-cli2 (0.17.2)</summary> 39-39: Fenced code blocks should have a language specified null (MD040, fenced-code-language) </details> </details> </blockquote></details> <details> <summary>llamacloud_sql_router/app.py (2)</summary><blockquote> `54-55`: **Check the mismatch between the button label and the actual question.** The button says "Which city has the highest population?" but sets the prompt to "How do people in Chicago get around?" This might cause confusion. ```diff - if st.button("Which city has the highest population?", key="sample1"): - st.session_state.sample_question = "How do people in Chicago get around?" + if st.button("How do people in Chicago get around?", key="sample1"): + st.session_state.sample_question = "How do people in Chicago get around?"
90-106: Consider adding error handling around the workflow execution.A failing workflow call could cause the entire application to crash. Wrap the call in a try/except block to surface errors gracefully.
try: response = loop.run_until_complete(get_response()) + except Exception as e: + st.error(f"Workflow execution failed: {str(e)}") + st.stop()llamacloud_sql_router/workflow.py (4)
2-2: Remove unused import.
asynciois imported but never used within this file, leading to unnecessary clutter.- import asyncio🧰 Tools
🪛 Ruff (0.8.2)
2-2:
asyncioimported but unusedRemove unused import:
asyncio(F401)
107-107: Remove the extraneous f-string prefix.No placeholders are used, so the
fprefix is unnecessary.- f"Useful for answering semantic questions about certain cities in the US." + "Useful for answering semantic questions about certain cities in the US."🧰 Tools
🪛 Ruff (0.8.2)
107-107: f-string without any placeholders
Remove extraneous
fprefix(F541)
125-125: Remove unused import.
Responseis never referenced in the file and can be safely deleted.- from llama_index.core.base.response.schema import Response🧰 Tools
🪛 Ruff (0.8.2)
125-125:
llama_index.core.base.response.schema.Responseimported but unusedRemove unused import:
llama_index.core.base.response.schema.Response(F401)
126-126: Remove unused import.
FunctionToolis never used and can be removed to keep the import list clean.- from llama_index.core.tools import FunctionTool🧰 Tools
🪛 Ruff (0.8.2)
126-126:
llama_index.core.tools.FunctionToolimported but unusedRemove unused import:
llama_index.core.tools.FunctionTool(F401)
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⛔ Files ignored due to path filters (2)
llamacloud_sql_router/demo.mp4is excluded by!**/*.mp4llamacloud_sql_router/thread_advance_rag.pdfis excluded by!**/*.pdf
📒 Files selected for processing (4)
llamacloud_sql_router/README.MD(1 hunks)llamacloud_sql_router/app.py(1 hunks)llamacloud_sql_router/requirements.txt(1 hunks)llamacloud_sql_router/workflow.py(1 hunks)
🧰 Additional context used
🪛 markdownlint-cli2 (0.17.2)
llamacloud_sql_router/README.MD
13-13: Fenced code blocks should have a language specified
null
(MD040, fenced-code-language)
19-19: Fenced code blocks should have a language specified
null
(MD040, fenced-code-language)
28-28: Bare URL used
null
(MD034, no-bare-urls)
29-29: Unordered list style
Expected: plus; Actual: dash
(MD004, ul-style)
30-30: Unordered list style
Expected: plus; Actual: dash
(MD004, ul-style)
31-31: Unordered list style
Expected: plus; Actual: dash
(MD004, ul-style)
32-32: Unordered list style
Expected: plus; Actual: dash
(MD004, ul-style)
33-33: Unordered list style
Expected: plus; Actual: dash
(MD004, ul-style)
34-34: Unordered list style
Expected: plus; Actual: dash
(MD004, ul-style)
39-39: Fenced code blocks should have a language specified
null
(MD040, fenced-code-language)
🪛 Ruff (0.8.2)
llamacloud_sql_router/workflow.py
2-2: asyncio imported but unused
Remove unused import: asyncio
(F401)
107-107: f-string without any placeholders
Remove extraneous f prefix
(F541)
125-125: llama_index.core.base.response.schema.Response imported but unused
Remove unused import: llama_index.core.base.response.schema.Response
(F401)
126-126: llama_index.core.tools.FunctionTool imported but unused
Remove unused import: llama_index.core.tools.FunctionTool
(F401)
🔇 Additional comments (1)
llamacloud_sql_router/requirements.txt (1)
1-18: Looks good!The pinned dependencies are clear and correctly formatted. No immediate issues noted.
