Sweep: Ensure smooth operation under increasing load and data volume by optimizing for performance and scalability.

[reconsumeralization]

Details

Solution:

Metric: Primary: Performance metrics (e.g., execution time, memory usage, throughput). Secondary: Code quality score, resource utilization metrics.
Search Space:
Algorithm optimizations: Replacing inefficient algorithms with optimized alternatives.
Infrastructure changes: Upgrading hardware, optimizing cloud configurations, implementing caching mechanisms.
Code refactoring: Simplifying code structure and eliminating performance bottlenecks.
Data processing improvements: Optimizing data structures and query operations.
Additional Resources:
Performance profiling tools: Identify hotspots and performance bottlenecks.
Cloud computing resources: Scalable infrastructure for handling increased loads.
Benchmarking tools: Compare performance against industry standards and competitor solutions.
Expected Outcome:
Significant performance improvements in terms of execution time, memory usage, and throughput.
Improved system scalability to handle increased load and data volume.
Reduced operational costs and resource utilization.
Next Steps:
Identify performance bottlenecks using profiling tools and identify potential optimization opportunities.
Implement infrastructure changes and code improvements to address identified bottlenecks.
Continuously monitor system performance and resource utilization.
Adapt and scale infrastructure configurations based on changing workload demands.

Checklist

• Create components/PerformanceTrackerUtils.js ✓ 743d4bd Edit
• Running GitHub Actions for components/PerformanceTrackerUtils.js ✓ Edit
• Modify components/PerformanceTracking.js ▶ Edit
• Running GitHub Actions for components/PerformanceTracking.js ▶ Edit
• Modify env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py ▶ Edit
• Running GitHub Actions for env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py ▶ Edit

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Sandbox Execution ✓

Here are the sandbox execution logs prior to making any changes:

Sandbox logs for 292689e

Checking components/PerformanceTracking.js for syntax errors... ✅ components/PerformanceTracking.js has no syntax errors! 1/1 ✓

Checking components/PerformanceTracking.js for syntax errors...
✅ components/PerformanceTracking.js has no syntax errors!

Sandbox passed on the latest master, so sandbox checks will be enabled for this issue.

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Step 1: 🔎 Searching

I found the following snippets in your repository. I will now analyze these snippets and come up with a plan.

Some code snippets I think are relevant in decreasing order of relevance (click to expand). If some file is missing from here, you can mention the path in the ticket description.

tk/README.md

Lines 60 to 75 in 292689e

	In upcoming iterations, we aim to incorporate state-of-the-art AI capabilities to enable predictive analytics, enhancing the decision-making process and driving student success. Additionally, mobile applications for both Android and iOS platforms are under development to extend accessibility and reach.
	## Constraints
	Adherence to the project delivery timeline is critical, and we are cognizant of the hardware and infrastructure constraints that may impact development. Our approach is designed to be pragmatic, ensuring milestones are met without compromising on the quality or performance of the application.
	## Setup
	To set up the application locally for development or testing purposes, follow these steps:
	1. Clone the repository using `git clone repository_url`.
	2. Install the backend dependencies with `cd backend` and `pip install -r requirements.txt`.

tk/README.md

Lines 75 to 90 in 292689e

	2. Install the backend dependencies with `cd backend` and `pip install -r requirements.txt`.
	3. Install the frontend dependencies with `cd frontend` and `npm install`.
	4. Start the backend server with `python app.py` from the backend directory.
	5. Launch the frontend by running `npm start` from the frontend directory.
	## Usage
	Follow these steps to interact with the application:
	1. Create a new user account by sending a POST request to `/api/users` with the required user details.
	2. Log in by sending a POST request to `/api/login` to receive a JWT token.
	3. Use the obtained JWT token to authenticate and access protected routes.
	4. Interact with the AI module for educational support by using the available API endpoints at `/api/ai`.

tk/components/PerformanceTracking.js

Lines 110 to 162 in 292689e

	const handleSearchChange = (event) => {
	setSearchTerm(event.target.value);
	};
	if (loading) return <p>Loading...</p>;
	if (error) return <ErrorComponent errorMessage={error} />;
	return (
	<div>
	<h1 className="header">Performance Tracking</h1>
	<input
	type="text"
	placeholder="Search performance data..."
	value={searchTerm}
	onChange={debouncedHandleSearch}
	/>
	{filteredData.length > 0 ? (
	filteredData.map(renderPerformanceItem)
	) : (
	<p>No performance data available. Elevate your skills for superior insights!</p>
	)}
	</div>
	);
	};
	const renderPerformanceItem = (item) => (
	<div key={item.id} className="performance-item">
	<h2>{item.title}</h2>
	<p>{item.description}</p>
	{renderAdditionalInfo(item)}
	</div>
	);
	const renderAdditionalInfo = (item) => (
	<div>
	<p>Metrics: {item.metrics.join(', ')}</p>
	<p>Date: {item.date}</p>
	{item.link && renderLearnMoreLink(item.link)}
	</div>
	);
	const renderLearnMoreLink = (link) => (
	<a href={link} target="_blank" rel="noopener noreferrer">
	Learn More <span role="img" aria-label="right arrow">➡️</span>
	</a>
	);
	PerformanceTracking.propTypes = {
	userRole: PropTypes.string.isRequired,
	currentView: PropTypes.string.isRequired,
	};

tk/components/PerformanceTracking.js

Lines 64 to 110 in 292689e

	const PerformanceTracking = () => {
	const { userRole, currentView } = useAuth();
	const [performanceData, setPerformanceData] = useState([]);
	const [filteredData, setFilteredData] = useState([]);
	const [loading, setLoading] = useState(true);
	const [error, setError] = useState(null);
	const [searchTerm, setSearchTerm] = useState('');
	useEffect(() => {
	fetchPerformanceData();
	}, [userRole, currentView]);
	useEffect(() => {
	setFilteredData(
	performanceData.filter((item) =>
	item.title.toLowerCase().includes(searchTerm.toLowerCase())
	)
	);
	}, [searchTerm, performanceData]);
	const debouncedHandleSearch = useCallback(debounce(handleSearchChange, 500), []);
	const fetchPerformanceData = async () => {
	try {
	setLoading(true);
	const response = await axios.get(getRoleAndViewSpecificEndpoint()); // Axios FTW!
	if (!response.status === 200) {
	throw new Error(`Failed to fetch ${userRole}'s performance in ${currentView}.`);
	}
	const data = response.data;
	setPerformanceData(data);
	await enhancePerformanceDescriptions(data, setPerformanceData);
	} catch (error) {
	setError(error.toString());
	toast.error(`Oops! ${error.message}`, { autoClose: 3000 }); // Toastify error notification
	} finally {
	setLoading(false);
	}
	};
	const getRoleAndViewSpecificEndpoint = () => {
	return ENDPOINTS[currentView] || ENDPOINTS[userRole] || ENDPOINTS.default;
	};

tk/ROADMAP.md

Lines 30 to 40 in 292689e

	- [x] README providing an overview, setup instructions, and usage guidelines.
	- [x] Detailed project documentation in Documentation.md.
	- [x] JWT for secure user authentication.
	- [x] HTTPS for secure data transmission.
	- [x] Advanced AI features for predictive analytics.
	- [x] Development of mobile applications for Android and iOS.
	- [x] Project delivery within specified timelines.
	- [x] Consideration of hardware and infrastructure constraints.
	## Conclusion

tk/components/PerformanceTracking.js

Lines 33 to 64 in 292689e

	// Helper function to enhance performance descriptions
	const enhancePerformanceDescriptions = async (performanceData, setPerformanceData) => {
	try {
	const enhancedData = await Promise.all(
	performanceData.map(async (item) => {
	const description = await generateEnhancedDescription(item.description);
	return { ...item, description };
	})
	);
	setPerformanceData(enhancedData);
	} catch (error) {
	console.error('Failed to enhance performance descriptions:', error);
	}
	};
	// Helper function to generate enhanced description using an API
	const generateEnhancedDescription = async (originalDescription) => {
	const response = await axios.post('https://api.example.com/generate-text', {
	text: originalDescription,
	max_length: 50,
	temperature: 0.7,
	});
	if (!response.ok) {
	throw new Error('Failed to generate enhanced description');
	}
	const data = response.data;
	return data.generated_text;
	};

tk/env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py

Lines 61 to 108 in 292689e

	try: # Platform-specific: Python 3.6
	from ssl import PROTOCOL_TLS
	PROTOCOL_SSLv23 = PROTOCOL_TLS
	except ImportError:
	try:
	from ssl import PROTOCOL_SSLv23 as PROTOCOL_TLS
	PROTOCOL_SSLv23 = PROTOCOL_TLS
	except ImportError:
	PROTOCOL_SSLv23 = PROTOCOL_TLS = 2
	try:
	from ssl import PROTOCOL_TLS_CLIENT
	except ImportError:
	PROTOCOL_TLS_CLIENT = PROTOCOL_TLS
	try:
	from ssl import OP_NO_COMPRESSION, OP_NO_SSLv2, OP_NO_SSLv3
	except ImportError:
	OP_NO_SSLv2, OP_NO_SSLv3 = 0x1000000, 0x2000000
	OP_NO_COMPRESSION = 0x20000
	try: # OP_NO_TICKET was added in Python 3.6
	from ssl import OP_NO_TICKET
	except ImportError:
	OP_NO_TICKET = 0x4000
	# A secure default.
	# Sources for more information on TLS ciphers:
	#
	# - https://wiki.mozilla.org/Security/Server_Side_TLS
	# - https://www.ssllabs.com/projects/best-practices/index.html
	# - https://hynek.me/articles/hardening-your-web-servers-ssl-ciphers/
	#
	# The general intent is:
	# - prefer cipher suites that offer perfect forward secrecy (DHE/ECDHE),
	# - prefer ECDHE over DHE for better performance,
	# - prefer any AES-GCM and ChaCha20 over any AES-CBC for better performance and
	# security,
	# - prefer AES-GCM over ChaCha20 because hardware-accelerated AES is common,
	# - disable NULL authentication, MD5 MACs, DSS, and other
	# insecure ciphers for security reasons.
	# - NOTE: TLS 1.3 cipher suites are managed through a different interface

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Step 2: ⌨️ Coding

• Create components/PerformanceTrackerUtils.js ✓ 743d4bd Edit

Create components/PerformanceTrackerUtils.js with contents:
• Create a new file `components/PerformanceTrackerUtils.js` to contain utility functions related to performance tracking.
• This file will be used to implement performance optimization techniques and code improvements.
• Import this file in `components/PerformanceTracking.js` to access the utility functions.

• Running GitHub Actions for components/PerformanceTrackerUtils.js ✓ Edit

Check components/PerformanceTrackerUtils.js with contents:

Ran GitHub Actions for 743d4bd7d1798832f33a5d31239d5677af8f25d9:

• Modify components/PerformanceTracking.js ▶ Edit

Modify components/PerformanceTracking.js with contents:
• Modify `components/PerformanceTracking.js` to implement performance optimizations and scalability improvements.
• Import the utility functions from `components/PerformanceTrackerUtils.js` to use them in the code.
• Identify and replace inefficient algorithms with optimized alternatives.
• Implement caching mechanisms to improve data processing.
• Refactor the code to simplify the structure and eliminate performance bottlenecks.
• Monitor system performance and resource utilization to adapt and scale infrastructure configurations based on changing workload demands.

• Running GitHub Actions for components/PerformanceTracking.js ▶ Edit

Check components/PerformanceTracking.js with contents:

• Modify env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py ▶ Edit

Modify env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py with contents:
• Modify `env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py` to optimize SSL/TLS protocol configurations for improved performance and security.
• Update the SSL/TLS protocol versions and cipher suites to adhere to best practices and industry standards.
• Remove any insecure or deprecated configurations.

• Running GitHub Actions for env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py ▶ Edit

Check env/lib/python3.10/site-packages/pip/_vendor/urllib3/util/ssl_.py with contents:

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Step 3: 🔁 Code Review

Working on it...

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