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Read file: README.md

Based on the available information and the error message from your terminal, I’ll fill out the work effort document:

πŸ’ͺ Work Effort β€’ December 25, 2024

🎯 Project Overview

Context

ByteBrain is a FastAPI-based application for benchmarking local Large Language Models (LLMs) via Ollama. The project aims to help users compare different models’ performance, resource usage, and response quality.

Objectives

  • Fix current dependency issues preventing server startup
  • Set up complete development environment
  • Implement core benchmarking functionality
  • Create user interface for running benchmarks and viewing results

Success Criteria

  • Application successfully starts and runs without errors
  • Can benchmark multiple Ollama models in parallel
  • Metrics collection (CPU, memory, GPU usage) working properly
  • Results properly stored and retrievable

πŸ“‹ Task Breakdown

In Progress

  • Resolving dependency issues (aiohttp missing)

Completed

  • Initial project structure setup
  • Basic FastAPI application configuration

Blocked

  • Server startup blocked by missing aiohttp dependency

πŸ› οΈ Technical Details

Implementation Notes

  • FastAPI-based backend
  • Ollama integration for LLM interaction
  • MongoDB for data storage (with JSON fallback)

Dependencies

  • Python 3.10+
  • FastAPI
  • Uvicorn
  • aiohttp (currently missing)
  • MongoDB (optional)
  • Ollama

Environment Setup

  • Local development environment needs configuration
  • Missing dependencies need to be installed
  • MongoDB setup required (optional)

πŸ§ͺ Testing & Validation

Test Cases

  • Test server startup
  • Test Ollama connection
  • Test benchmark execution
  • Test results storage and retrieval

Quality Checks

  • Code linting
  • Type checking
  • Test coverage
  • Performance testing

Review Points

  • API endpoint functionality
  • Error handling
  • Resource management
  • Data persistence

πŸ“Š Progress Tracking

Time Spent

  • Start Time: December 25, 2024, 13:25:03
  • End Time: In progress
  • Total Hours: Ongoing

Milestones

  • Fix dependency issues
  • Complete environment setup
  • Implement core functionality
  • Deploy initial version

🚧 Challenges & Solutions

Issues Encountered

  • ModuleNotFoundError: No module named β€˜aiohttp’
  • Server startup failing due to missing dependencies

Solutions Applied

  • Need to install required dependencies using Poetry or pip
  • Need to verify all import paths are correct

Open Questions

  • MongoDB configuration details
  • Deployment strategy
  • Performance benchmarking criteria

πŸ“ Documentation

Code Changes

  • Initial project setup
  • Router configuration
  • Service layer implementation

Configuration Updates

  • Need to set up environment variables
  • Need to configure MongoDB connection

Documentation Updates

  • README.md present with installation and usage instructions
  • Need to add API documentation
  • Need to add deployment guide

🀝 Collaboration

Team Members Involved

  • Project owner/maintainer
  • Contributors (to be determined)

Communications

  • GitHub repository for code collaboration
  • Issue tracking for bug reports and feature requests

Feedback Received

  • Initial setup needs dependency resolution
  • Documentation is comprehensive but needs implementation

πŸ“ˆ Results & Outcomes

Achievements

  • Project structure established
  • Basic application framework in place
  • Clear documentation of requirements and setup process

Metrics

  • To be determined once benchmarking is operational

Next Steps

  • Install missing aiohttp dependency
  • Verify all other dependencies are properly installed
  • Complete environment setup
  • Begin implementing core benchmarking functionality
  • Set up testing framework

Would you like me to help you resolve any of these specific issues, particularly the dependency problem that’s preventing the server from starting?